warning: commands will be executed using /bin/sh job 5715 at Thu Oct 2 08:57:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse23-140805/YutaMouse23-140805/YutaMouse23-140805 ElecNo 2 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 968332 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 322777 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 16984 members Mstep: Class 3 contains 16913 members Mstep: Class 4 contains 17068 members Mstep: Class 5 contains 16912 members Mstep: Class 6 contains 17095 members Mstep: Class 7 contains 16890 members Mstep: Class 8 contains 16961 members Mstep: Class 9 contains 16957 members Mstep: Class 10 contains 16977 members Mstep: Class 11 contains 17267 members Mstep: Class 12 contains 16938 members Mstep: Class 13 contains 16851 members Mstep: Class 14 contains 16932 members Mstep: Class 15 contains 16833 members Mstep: Class 16 contains 17016 members Mstep: Class 17 contains 17065 members Mstep: Class 18 contains 17006 members Mstep: Class 19 contains 16897 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 694.855591 but Gain 3145.808594 Score: -46951464.000000 Penalty: 56624.578125 Iteration 0F: 19 clusters Score -4.695146e+07 nChanged 305609 Entering Unmasked Mstep Mstep: Class 0 contains 1748 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 257 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 4603 members Mstep: Class 6 contains 2338 members Mstep: Class 7 contains 85805 members Mstep: Class 9 contains 373 members Mstep: Class 10 contains 171072 members Mstep: Class 11 contains 2809 members Mstep: Class 12 contains 32717 members Mstep: Class 13 contains 312 members Mstep: Class 14 contains 5238 members Mstep: Class 15 contains 1594 members Mstep: Class 16 contains 2156 members Mstep: Class 17 contains 3494 members Mstep: Class 18 contains 1313 members Mstep: Class 19 contains 3647 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1252.696045 but Gain 3145.808594 Score: -50293732.000000 Penalty: 53478.769531 Iteration 1F: 18 clusters Score -5.029373e+07 nChanged 117978 Entering Unmasked Mstep Mstep: Class 0 contains 496 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 261 members Mstep: Class 3 contains 502 members Mstep: Class 4 contains 985 members Mstep: Class 5 contains 1010 members Mstep: Class 6 contains 4002 members Mstep: Class 7 contains 139483 members Mstep: Class 9 contains 899 members Mstep: Class 10 contains 128851 members Mstep: Class 11 contains 2521 members Mstep: Class 12 contains 31133 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 3818 members Mstep: Class 15 contains 745 members Mstep: Class 16 contains 3075 members Mstep: Class 17 contains 1989 members Mstep: Class 19 contains 1428 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1758.504395 but Gain 3145.812500 Score: -50910160.000000 Penalty: 50332.957031 Iteration 2F: 17 clusters Score -5.091016e+07 nChanged 83879 Entering Unmasked Mstep Mstep: Class 0 contains 398 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 229 members Mstep: Class 3 contains 299 members Mstep: Class 4 contains 1036 members Mstep: Class 5 contains 682 members Mstep: Class 6 contains 8074 members Mstep: Class 7 contains 118288 members Mstep: Class 9 contains 911 members Mstep: Class 10 contains 144530 members Mstep: Class 11 contains 3579 members Mstep: Class 12 contains 26980 members Mstep: Class 13 contains 705 members Mstep: Class 14 contains 4419 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 4159 members Mstep: Class 17 contains 7078 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 2660.114014 but Gain 3145.808594 Score: -51074768.000000 Penalty: 47187.148438 Iteration 3F: 16 clusters Score -5.107477e+07 nChanged 57338 Entering Unmasked Mstep Mstep: Class 0 contains 397 members Mstep: Class 1 contains 1112 members Mstep: Class 3 contains 266 members Mstep: Class 4 contains 1095 members Mstep: Class 5 contains 595 members Mstep: Class 6 contains 12741 members Mstep: Class 7 contains 114539 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 128673 members Mstep: Class 11 contains 4321 members Mstep: Class 12 contains 30589 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 6141 members Mstep: Class 15 contains 539 members Mstep: Class 16 contains 6025 members Mstep: Class 17 contains 13944 members Entering Unmasked Estep ConsiderDeletion Score: -51243848.000000 Penalty: 47187.148438 Iteration 4F: 16 clusters Score -5.124385e+07 nChanged 45429 Entering Unmasked Mstep Mstep: Class 0 contains 389 members Mstep: Class 1 contains 1441 members Mstep: Class 3 contains 260 members Mstep: Class 4 contains 1128 members Mstep: Class 5 contains 600 members Mstep: Class 6 contains 17129 members Mstep: Class 7 contains 101785 members Mstep: Class 9 contains 871 members Mstep: Class 10 contains 119869 members Mstep: Class 11 contains 4966 members Mstep: Class 12 contains 34170 members Mstep: Class 13 contains 886 members Mstep: Class 14 contains 8982 members Mstep: Class 15 contains 673 members Mstep: Class 16 contains 7857 members Mstep: Class 17 contains 21771 members Entering Unmasked Estep ConsiderDeletion Score: -51377960.000000 Penalty: 47187.148438 Iteration 5F: 16 clusters Score -5.137796e+07 nChanged 37142 Entering Unmasked Mstep Mstep: Class 0 contains 382 members Mstep: Class 1 contains 2001 members Mstep: Class 3 contains 246 members Mstep: Class 4 contains 1145 members Mstep: Class 5 contains 587 members Mstep: Class 6 contains 21116 members Mstep: Class 7 contains 95783 members Mstep: Class 9 contains 772 members Mstep: Class 10 contains 110587 members Mstep: Class 11 contains 6833 members Mstep: Class 12 contains 34524 members Mstep: Class 13 contains 873 members Mstep: Class 14 contains 12179 members Mstep: Class 15 contains 804 members Mstep: Class 16 contains 8140 members Mstep: Class 17 contains 26805 members Entering Unmasked Estep ConsiderDeletion Score: -51473204.000000 Penalty: 47187.148438 Iteration 6F: 16 clusters Score -5.14732e+07 nChanged 29033 Entering Unmasked Mstep Mstep: Class 0 contains 369 members Mstep: Class 1 contains 2546 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1159 members Mstep: Class 5 contains 582 members Mstep: Class 6 contains 24594 members Mstep: Class 7 contains 93456 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 104317 members Mstep: Class 11 contains 7999 members Mstep: Class 12 contains 33805 members Mstep: Class 13 contains 867 members Mstep: Class 14 contains 15762 members Mstep: Class 15 contains 895 members Mstep: Class 16 contains 7332 members Mstep: Class 17 contains 28190 members Entering Unmasked Estep ConsiderDeletion Score: -51525544.000000 Penalty: 47187.148438 Iteration 7F: 16 clusters Score -5.152554e+07 nChanged 20157 Entering Unmasked Mstep Mstep: Class 0 contains 345 members Mstep: Class 1 contains 2956 members Mstep: Class 3 contains 221 members Mstep: Class 4 contains 1181 members Mstep: Class 5 contains 577 members Mstep: Class 6 contains 25986 members Mstep: Class 7 contains 93813 members Mstep: Class 9 contains 632 members Mstep: Class 10 contains 99015 members Mstep: Class 11 contains 8494 members Mstep: Class 12 contains 32827 members Mstep: Class 13 contains 851 members Mstep: Class 14 contains 19489 members Mstep: Class 15 contains 1025 members Mstep: Class 16 contains 6452 members Mstep: Class 17 contains 28913 members Entering Unmasked Estep ConsiderDeletion Score: -51558556.000000 Penalty: 47187.148438 Iteration 8F: 16 clusters Score -5.155856e+07 nChanged 14599 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 3170 members Mstep: Class 3 contains 208 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 563 members Mstep: Class 6 contains 26151 members Mstep: Class 7 contains 95063 members Mstep: Class 9 contains 624 members Mstep: Class 10 contains 94820 members Mstep: Class 11 contains 8796 members Mstep: Class 12 contains 31876 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 22967 members Mstep: Class 15 contains 1098 members Mstep: Class 16 contains 5768 members Mstep: Class 17 contains 29321 members Entering Unmasked Estep ConsiderDeletion Score: -51574876.000000 Penalty: 47187.148438 Iteration 9Q: 16 clusters Score -5.157488e+07 nChanged 10827 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3228 members Mstep: Class 3 contains 197 members Mstep: Class 4 contains 1224 members Mstep: Class 5 contains 537 members Mstep: Class 6 contains 25908 members Mstep: Class 7 contains 96142 members Mstep: Class 9 contains 599 members Mstep: Class 10 contains 91614 members Mstep: Class 11 contains 9098 members Mstep: Class 12 contains 31137 members Mstep: Class 13 contains 826 members Mstep: Class 14 contains 26022 members Mstep: Class 15 contains 1125 members Mstep: Class 16 contains 5353 members Mstep: Class 17 contains 29461 members Entering Unmasked Estep ConsiderDeletion Score: -51583288.000000 Penalty: 47187.148438 Iteration 10Q: 16 clusters Score -5.158329e+07 nChanged 8149 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3184 members Mstep: Class 3 contains 187 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 25542 members Mstep: Class 7 contains 96653 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 89179 members Mstep: Class 11 contains 9472 members Mstep: Class 12 contains 30640 members Mstep: Class 13 contains 825 members Mstep: Class 14 contains 28735 members Mstep: Class 15 contains 1143 members Mstep: Class 16 contains 5112 members Mstep: Class 17 contains 29469 members Entering Unmasked Estep ConsiderDeletion Score: -51588800.000000 Penalty: 47187.148438 Iteration 11Q: 16 clusters Score -5.15888e+07 nChanged 6431 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3100 members Mstep: Class 3 contains 180 members Mstep: Class 4 contains 1243 members Mstep: Class 5 contains 475 members Mstep: Class 6 contains 25205 members Mstep: Class 7 contains 96788 members Mstep: Class 9 contains 581 members Mstep: Class 10 contains 87249 members Mstep: Class 11 contains 9789 members Mstep: Class 12 contains 30368 members Mstep: Class 13 contains 824 members Mstep: Class 14 contains 31114 members Mstep: Class 15 contains 1159 members Mstep: Class 16 contains 4979 members Mstep: Class 17 contains 29417 members Entering Unmasked Estep ConsiderDeletion Score: -51592692.000000 Penalty: 47187.148438 Iteration 12Q: 16 clusters Score -5.159269e+07 nChanged 4994 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3071 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1247 members Mstep: Class 5 contains 457 members Mstep: Class 6 contains 24963 members Mstep: Class 7 contains 96610 members Mstep: Class 9 contains 576 members Mstep: Class 10 contains 85817 members Mstep: Class 11 contains 9956 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 822 members Mstep: Class 14 contains 33197 members Mstep: Class 15 contains 1197 members Mstep: Class 16 contains 4865 members Mstep: Class 17 contains 29280 members Entering Unmasked Estep ConsiderDeletion Score: -51595524.000000 Penalty: 47187.148438 Iteration 13Q: 16 clusters Score -5.159552e+07 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3057 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1247 members Mstep: Class 5 contains 453 members Mstep: Class 6 contains 24735 members Mstep: Class 7 contains 96185 members Mstep: Class 9 contains 579 members Mstep: Class 10 contains 84716 members Mstep: Class 11 contains 10125 members Mstep: Class 12 contains 30188 members Mstep: Class 13 contains 822 members Mstep: Class 14 contains 34986 members Mstep: Class 15 contains 1255 members Mstep: Class 16 contains 4781 members Mstep: Class 17 contains 29164 members Entering Unmasked Estep ConsiderDeletion Score: -51597524.000000 Penalty: 47187.148438 Iteration 14Q: 16 clusters Score -5.159752e+07 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3065 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1248 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 24541 members Mstep: Class 7 contains 95591 members Mstep: Class 9 contains 579 members Mstep: Class 10 contains 83856 members Mstep: Class 11 contains 10243 members Mstep: Class 12 contains 30214 members Mstep: Class 13 contains 821 members Mstep: Class 14 contains 36531 members Mstep: Class 15 contains 1354 members Mstep: Class 16 contains 4737 members Mstep: Class 17 contains 29061 members Entering Unmasked Estep ConsiderDeletion Score: -51599432.000000 Penalty: 47187.148438 Iteration 15Q: 16 clusters Score -5.159943e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3077 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1248 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 24353 members Mstep: Class 7 contains 94752 members Mstep: Class 9 contains 581 members Mstep: Class 10 contains 83178 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 30264 members Mstep: Class 13 contains 821 members Mstep: Class 14 contains 37978 members Mstep: Class 15 contains 1488 members Mstep: Class 16 contains 4749 members Mstep: Class 17 contains 28980 members Entering Unmasked Estep ConsiderDeletion Score: -51601560.000000 Penalty: 47187.148438 Iteration 16Q: 16 clusters Score -5.160156e+07 nChanged 3049 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3087 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1248 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 24174 members Mstep: Class 7 contains 93727 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 82620 members Mstep: Class 11 contains 10492 members Mstep: Class 12 contains 30327 members Mstep: Class 13 contains 821 members Mstep: Class 14 contains 39265 members Mstep: Class 15 contains 1668 members Mstep: Class 16 contains 4927 members Mstep: Class 17 contains 28900 members Entering Unmasked Estep ConsiderDeletion Score: -51604072.000000 Penalty: 47187.148438 Iteration 17Q: 16 clusters Score -5.160407e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3112 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1249 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 24028 members Mstep: Class 7 contains 92465 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 82107 members Mstep: Class 11 contains 10590 members Mstep: Class 12 contains 30329 members Mstep: Class 13 contains 821 members Mstep: Class 14 contains 40500 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 5321 members Mstep: Class 17 contains 28837 members Entering Unmasked Estep ConsiderDeletion Score: -51606864.000000 Penalty: 47187.148438 Iteration 18Q: 16 clusters Score -5.160686e+07 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3144 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1249 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 23895 members Mstep: Class 7 contains 91021 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 81614 members Mstep: Class 11 contains 10658 members Mstep: Class 12 contains 30255 members Mstep: Class 13 contains 821 members Mstep: Class 14 contains 41688 members Mstep: Class 15 contains 2127 members Mstep: Class 16 contains 6008 members Mstep: Class 17 contains 28781 members Entering Unmasked Estep ConsiderDeletion Score: -51609104.000000 Penalty: 47187.148438 Iteration 19Q: 16 clusters Score -5.16091e+07 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 3160 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1249 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 23792 members Mstep: Class 7 contains 89514 members Mstep: Class 9 contains 577 members Mstep: Class 10 contains 81098 members Mstep: Class 11 contains 10701 members Mstep: Class 12 contains 30160 members Mstep: Class 13 contains 821 members Mstep: Class 14 contains 42934 members Mstep: Class 15 contains 2348 members Mstep: Class 16 contains 6764 members Mstep: Class 17 contains 28723 members Entering Unmasked Estep ConsiderDeletion Score: -51612404.000000 Penalty: 47187.148438 Iteration 20F: 16 clusters Score -5.16124e+07 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 284 members Mstep: Class 1 contains 3093 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1250 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 87990 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 80602 members Mstep: Class 11 contains 10836 members Mstep: Class 12 contains 30066 members Mstep: Class 13 contains 817 members Mstep: Class 14 contains 44033 members Mstep: Class 15 contains 2644 members Mstep: Class 16 contains 7548 members Mstep: Class 17 contains 28699 members Entering Unmasked Estep ConsiderDeletion Score: -51615316.000000 Penalty: 47187.148438 Iteration 21Q: 16 clusters Score -5.161532e+07 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 284 members Mstep: Class 1 contains 3074 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1250 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 23639 members Mstep: Class 7 contains 86537 members Mstep: Class 9 contains 557 members Mstep: Class 10 contains 80020 members Mstep: Class 11 contains 10891 members Mstep: Class 12 contains 29985 members Mstep: Class 13 contains 814 members Mstep: Class 14 contains 45202 members Mstep: Class 15 contains 2941 members Mstep: Class 16 contains 8253 members Mstep: Class 17 contains 28700 members Entering Unmasked Estep ConsiderDeletion Score: -51617120.000000 Penalty: 47187.148438 Iteration 22Q: 16 clusters Score -5.161712e+07 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 282 members Mstep: Class 1 contains 3055 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1250 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23616 members Mstep: Class 7 contains 85077 members Mstep: Class 9 contains 544 members Mstep: Class 10 contains 79407 members Mstep: Class 11 contains 10892 members Mstep: Class 12 contains 29907 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 46437 members Mstep: Class 15 contains 3225 members Mstep: Class 16 contains 8937 members Mstep: Class 17 contains 28703 members Entering Unmasked Estep ConsiderDeletion Score: -51618936.000000 Penalty: 47187.148438 Iteration 23Q: 16 clusters Score -5.161894e+07 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 284 members Mstep: Class 1 contains 3035 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1251 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23591 members Mstep: Class 7 contains 83543 members Mstep: Class 9 contains 534 members Mstep: Class 10 contains 78899 members Mstep: Class 11 contains 10911 members Mstep: Class 12 contains 29801 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 47715 members Mstep: Class 15 contains 3512 members Mstep: Class 16 contains 9505 members Mstep: Class 17 contains 28751 members Entering Unmasked Estep ConsiderDeletion Score: -51620620.000000 Penalty: 47187.148438 Iteration 24Q: 16 clusters Score -5.162062e+07 nChanged 3445 Entering Unmasked Mstep Mstep: Class 0 contains 284 members Mstep: Class 1 contains 3018 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1252 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23587 members Mstep: Class 7 contains 82057 members Mstep: Class 9 contains 527 members Mstep: Class 10 contains 78303 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 29670 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 49053 members Mstep: Class 15 contains 3803 members Mstep: Class 16 contains 10050 members Mstep: Class 17 contains 28794 members Entering Unmasked Estep ConsiderDeletion Score: -51622252.000000 Penalty: 47187.148438 Iteration 25Q: 16 clusters Score -5.162225e+07 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 3002 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23599 members Mstep: Class 7 contains 80648 members Mstep: Class 9 contains 522 members Mstep: Class 10 contains 77669 members Mstep: Class 11 contains 10936 members Mstep: Class 12 contains 29547 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 50381 members Mstep: Class 15 contains 4062 members Mstep: Class 16 contains 10543 members Mstep: Class 17 contains 28885 members Entering Unmasked Estep ConsiderDeletion Score: -51623876.000000 Penalty: 47187.148438 Iteration 26Q: 16 clusters Score -5.162388e+07 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2983 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23603 members Mstep: Class 7 contains 79281 members Mstep: Class 9 contains 521 members Mstep: Class 10 contains 77009 members Mstep: Class 11 contains 10953 members Mstep: Class 12 contains 29435 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 51721 members Mstep: Class 15 contains 4287 members Mstep: Class 16 contains 10994 members Mstep: Class 17 contains 29007 members Entering Unmasked Estep ConsiderDeletion Score: -51625564.000000 Penalty: 47187.148438 Iteration 27Q: 16 clusters Score -5.162556e+07 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2965 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23632 members Mstep: Class 7 contains 77980 members Mstep: Class 9 contains 522 members Mstep: Class 10 contains 76248 members Mstep: Class 11 contains 10964 members Mstep: Class 12 contains 29314 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 53083 members Mstep: Class 15 contains 4503 members Mstep: Class 16 contains 11422 members Mstep: Class 17 contains 29161 members Entering Unmasked Estep ConsiderDeletion Score: -51627224.000000 Penalty: 47187.148438 Iteration 28Q: 16 clusters Score -5.162722e+07 nChanged 3407 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2949 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23673 members Mstep: Class 7 contains 76680 members Mstep: Class 9 contains 521 members Mstep: Class 10 contains 75454 members Mstep: Class 11 contains 10965 members Mstep: Class 12 contains 29212 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 54469 members Mstep: Class 15 contains 4701 members Mstep: Class 16 contains 11829 members Mstep: Class 17 contains 29341 members Entering Unmasked Estep ConsiderDeletion Score: -51629012.000000 Penalty: 47187.148438 Iteration 29Q: 16 clusters Score -5.162901e+07 nChanged 3275 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2943 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23727 members Mstep: Class 7 contains 75560 members Mstep: Class 9 contains 521 members Mstep: Class 10 contains 74557 members Mstep: Class 11 contains 10959 members Mstep: Class 12 contains 29118 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 55845 members Mstep: Class 15 contains 4870 members Mstep: Class 16 contains 12178 members Mstep: Class 17 contains 29516 members Entering Unmasked Estep ConsiderDeletion Score: -51630528.000000 Penalty: 47187.148438 Iteration 30Q: 16 clusters Score -5.163053e+07 nChanged 3222 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2936 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23786 members Mstep: Class 7 contains 74591 members Mstep: Class 9 contains 521 members Mstep: Class 10 contains 73536 members Mstep: Class 11 contains 10952 members Mstep: Class 12 contains 29056 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 57191 members Mstep: Class 15 contains 5021 members Mstep: Class 16 contains 12511 members Mstep: Class 17 contains 29693 members Entering Unmasked Estep ConsiderDeletion Score: -51631964.000000 Penalty: 47187.148438 Iteration 31Q: 16 clusters Score -5.163196e+07 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2935 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23847 members Mstep: Class 7 contains 73743 members Mstep: Class 9 contains 520 members Mstep: Class 10 contains 72477 members Mstep: Class 11 contains 10945 members Mstep: Class 12 contains 29012 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 58468 members Mstep: Class 15 contains 5158 members Mstep: Class 16 contains 12801 members Mstep: Class 17 contains 29888 members Entering Unmasked Estep ConsiderDeletion Score: -51633380.000000 Penalty: 47187.148438 Iteration 32Q: 16 clusters Score -5.163338e+07 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2931 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23911 members Mstep: Class 7 contains 73011 members Mstep: Class 9 contains 521 members Mstep: Class 10 contains 71330 members Mstep: Class 11 contains 10944 members Mstep: Class 12 contains 28968 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 59636 members Mstep: Class 15 contains 5297 members Mstep: Class 16 contains 13101 members Mstep: Class 17 contains 30144 members Entering Unmasked Estep ConsiderDeletion Score: -51635016.000000 Penalty: 47187.148438 Iteration 33Q: 16 clusters Score -5.163502e+07 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2925 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 23972 members Mstep: Class 7 contains 72410 members Mstep: Class 9 contains 520 members Mstep: Class 10 contains 70135 members Mstep: Class 11 contains 10948 members Mstep: Class 12 contains 28934 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 60747 members Mstep: Class 15 contains 5437 members Mstep: Class 16 contains 13388 members Mstep: Class 17 contains 30378 members Entering Unmasked Estep ConsiderDeletion Score: -51636472.000000 Penalty: 47187.148438 Iteration 34Q: 16 clusters Score -5.163647e+07 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2921 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24015 members Mstep: Class 7 contains 71922 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 68972 members Mstep: Class 11 contains 10953 members Mstep: Class 12 contains 28884 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 61711 members Mstep: Class 15 contains 5577 members Mstep: Class 16 contains 13700 members Mstep: Class 17 contains 30620 members Entering Unmasked Estep ConsiderDeletion Score: -51637552.000000 Penalty: 47187.148438 Iteration 35Q: 16 clusters Score -5.163755e+07 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24056 members Mstep: Class 7 contains 71516 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 67713 members Mstep: Class 11 contains 10969 members Mstep: Class 12 contains 28844 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 62653 members Mstep: Class 15 contains 5692 members Mstep: Class 16 contains 14007 members Mstep: Class 17 contains 30914 members Entering Unmasked Estep ConsiderDeletion Score: -51638884.000000 Penalty: 47187.148438 Iteration 36Q: 16 clusters Score -5.163888e+07 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2910 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24089 members Mstep: Class 7 contains 71184 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 66348 members Mstep: Class 11 contains 10963 members Mstep: Class 12 contains 28817 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 63565 members Mstep: Class 15 contains 5789 members Mstep: Class 16 contains 14363 members Mstep: Class 17 contains 31247 members Entering Unmasked Estep ConsiderDeletion Score: -51640324.000000 Penalty: 47187.148438 Iteration 37Q: 16 clusters Score -5.164032e+07 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2909 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24135 members Mstep: Class 7 contains 70899 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 64974 members Mstep: Class 11 contains 10960 members Mstep: Class 12 contains 28794 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 64337 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 14752 members Mstep: Class 17 contains 31617 members Entering Unmasked Estep ConsiderDeletion Score: -51641660.000000 Penalty: 47187.148438 Iteration 38Q: 16 clusters Score -5.164166e+07 nChanged 2776 Entering ConstructFrom: Score: -51641660.000000 Penalty: 47187.148438 Entering ConstructFrom: Trying to split cluster 1 (2910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Entering Unmasked Estep Score: -435575.406250 Penalty: 1978.025269 Iteration 0F: 2 clusters Score -435575.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -432533.125000 Penalty: 3956.050537 Iteration 0F: 3 clusters Score -432533.1 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -434249.468750 Penalty: 3956.050537 Iteration 1F: 3 clusters Score -434249.5 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -435820.781250 Penalty: 3956.050537 Iteration 2F: 3 clusters Score -435820.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -436529.625000 Penalty: 3956.050537 Iteration 3F: 3 clusters Score -436529.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -436753.875000 Penalty: 3956.050537 Iteration 4F: 3 clusters Score -436753.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -436816.000000 Penalty: 3956.050537 Iteration 5Q: 3 clusters Score -436816 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -436847.562500 Penalty: 3956.050537 Iteration 6Q: 3 clusters Score -436847.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -436857.031250 Penalty: 3956.050537 Iteration 7Q: 3 clusters Score -436857 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -436863.093750 Penalty: 3956.050537 Iteration 8Q: 3 clusters Score -436863.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -436865.531250 Penalty: 3956.050537 Iteration 9Q: 3 clusters Score -436865.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -436867.468750 Penalty: 3956.050537 Iteration 10Q: 3 clusters Score -436867.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -436867.125000 Penalty: 3956.050537 Iteration 11Q: 3 clusters Score -436867.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -436867.406250 Penalty: 3956.050537 Iteration 12Q: 3 clusters Score -436867.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -436867.312500 Penalty: 3956.050537 Iteration 13Q: 3 clusters Score -436867.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -436867.312500 Penalty: 3956.050537 Iteration 14F: 3 clusters Score -436867.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 70661 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 63611 members Mstep: Class 11 contains 10965 members Mstep: Class 12 contains 28764 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Entering Unmasked Estep Score: -51642504.000000 Penalty: 50332.957031 Splitting cluster 1 changes total score from -51641660.000000 to -51642504.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -25108.101562 Penalty: 1285.082397 Iteration 0F: 2 clusters Score -25108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24117.767578 Penalty: 2570.164795 Iteration 0F: 3 clusters Score -24117.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -24215.158203 Penalty: 2570.164795 Iteration 1F: 3 clusters Score -24215.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -24234.966797 Penalty: 2570.164795 Iteration 2Q: 3 clusters Score -24234.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24239.720703 Penalty: 2570.164795 Iteration 3Q: 3 clusters Score -24239.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24244.058594 Penalty: 2570.164795 Iteration 4Q: 3 clusters Score -24244.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24244.058594 Penalty: 2570.164795 Iteration 5F: 3 clusters Score -24244.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Entering Unmasked Estep Score: -183476.140625 Penalty: 1769.057373 Iteration 0F: 2 clusters Score -183476.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -181528.968750 Penalty: 3538.114746 Iteration 0F: 3 clusters Score -181529 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -182789.156250 Penalty: 3538.114746 Iteration 1F: 3 clusters Score -182789.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -183447.171875 Penalty: 3538.114746 Iteration 2F: 3 clusters Score -183447.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -183994.125000 Penalty: 3538.114746 Iteration 3F: 3 clusters Score -183994.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -184346.328125 Penalty: 3538.114746 Iteration 4F: 3 clusters Score -184346.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -184407.046875 Penalty: 3538.114746 Iteration 5Q: 3 clusters Score -184407 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -184434.203125 Penalty: 3538.114746 Iteration 6Q: 3 clusters Score -184434.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -184462.890625 Penalty: 3538.114746 Iteration 7Q: 3 clusters Score -184462.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -184472.468750 Penalty: 3538.114746 Iteration 8Q: 3 clusters Score -184472.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -184476.156250 Penalty: 3538.114746 Iteration 9Q: 3 clusters Score -184476.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -184477.359375 Penalty: 3538.114746 Iteration 10Q: 3 clusters Score -184477.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -184477.359375 Penalty: 3538.114746 Iteration 11F: 3 clusters Score -184477.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 70661 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 63611 members Mstep: Class 11 contains 10965 members Mstep: Class 12 contains 28764 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Entering Unmasked Estep Score: -51642136.000000 Penalty: 53478.769531 Splitting cluster 4 changes total score from -51641660.000000 to -51642136.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 5 (456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Entering Unmasked Estep Score: -69044.140625 Penalty: 1518.378174 Iteration 0F: 2 clusters Score -69044.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -67687.367188 Penalty: 3036.756348 Iteration 0F: 3 clusters Score -67687.37 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -67940.835938 Penalty: 3036.756348 Iteration 1F: 3 clusters Score -67940.84 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -68142.820312 Penalty: 3036.756348 Iteration 2F: 3 clusters Score -68142.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -68258.539062 Penalty: 3036.756348 Iteration 3Q: 3 clusters Score -68258.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -68328.109375 Penalty: 3036.756348 Iteration 4Q: 3 clusters Score -68328.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -68391.343750 Penalty: 3036.756348 Iteration 5Q: 3 clusters Score -68391.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -68418.617188 Penalty: 3036.756348 Iteration 6Q: 3 clusters Score -68418.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -68427.984375 Penalty: 3036.756348 Iteration 7Q: 3 clusters Score -68427.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -68438.835938 Penalty: 3036.756348 Iteration 8Q: 3 clusters Score -68438.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -68442.242188 Penalty: 3036.756348 Iteration 9Q: 3 clusters Score -68442.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -68442.242188 Penalty: 3036.756348 Iteration 10F: 3 clusters Score -68442.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24176 members Entering Unmasked Estep Score: -3993411.750000 Penalty: 2503.092773 Iteration 0F: 2 clusters Score -3993412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -3976607.000000 Penalty: 5006.185547 Iteration 0F: 3 clusters Score -3976607 nChanged 10800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12609 members Mstep: Class 2 contains 11567 members Entering Unmasked Estep Score: -3982660.250000 Penalty: 5006.185547 Iteration 1F: 3 clusters Score -3982660 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12899 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -3983435.750000 Penalty: 5006.185547 Iteration 2F: 3 clusters Score -3983436 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -3984239.250000 Penalty: 5006.185547 Iteration 3F: 3 clusters Score -3984239 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -3985258.000000 Penalty: 5006.185547 Iteration 4F: 3 clusters Score -3985258 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -3986436.500000 Penalty: 5006.185547 Iteration 5F: 3 clusters Score -3986436 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -3987602.500000 Penalty: 5006.185547 Iteration 6F: 3 clusters Score -3987602 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -3988633.750000 Penalty: 5006.185547 Iteration 7F: 3 clusters Score -3988634 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17451 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -3989395.500000 Penalty: 5006.185547 Iteration 8F: 3 clusters Score -3989396 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18243 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -3989924.750000 Penalty: 5006.185547 Iteration 9Q: 3 clusters Score -3989925 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18913 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -3990279.000000 Penalty: 5006.185547 Iteration 10Q: 3 clusters Score -3990279 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19487 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -3990544.750000 Penalty: 5006.185547 Iteration 11Q: 3 clusters Score -3990545 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -3990764.500000 Penalty: 5006.185547 Iteration 12Q: 3 clusters Score -3990764 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -3990909.750000 Penalty: 5006.185547 Iteration 13Q: 3 clusters Score -3990910 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20767 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -3991046.500000 Penalty: 5006.185547 Iteration 14Q: 3 clusters Score -3991046 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21052 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -3991136.500000 Penalty: 5006.185547 Iteration 15Q: 3 clusters Score -3991136 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21290 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -3991221.250000 Penalty: 5006.185547 Iteration 16Q: 3 clusters Score -3991221 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21496 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -3991289.750000 Penalty: 5006.185547 Iteration 17Q: 3 clusters Score -3991290 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21676 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -3991347.000000 Penalty: 5006.185547 Iteration 18Q: 3 clusters Score -3991347 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21838 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -3991421.000000 Penalty: 5006.185547 Iteration 19Q: 3 clusters Score -3991421 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21966 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -3991441.000000 Penalty: 5006.185547 Iteration 20F: 3 clusters Score -3991441 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22078 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -3991486.750000 Penalty: 5006.185547 Iteration 21Q: 3 clusters Score -3991487 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22188 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -3991520.250000 Penalty: 5006.185547 Iteration 22Q: 3 clusters Score -3991520 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -3991539.750000 Penalty: 5006.185547 Iteration 23Q: 3 clusters Score -3991540 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22342 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -3991545.000000 Penalty: 5006.185547 Iteration 24Q: 3 clusters Score -3991545 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22412 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -3991578.750000 Penalty: 5006.185547 Iteration 25Q: 3 clusters Score -3991579 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22465 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -3991598.500000 Penalty: 5006.185547 Iteration 26Q: 3 clusters Score -3991598 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22526 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -3991608.000000 Penalty: 5006.185547 Iteration 27Q: 3 clusters Score -3991608 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22572 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -3991622.750000 Penalty: 5006.185547 Iteration 28Q: 3 clusters Score -3991623 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -3991636.000000 Penalty: 5006.185547 Iteration 29Q: 3 clusters Score -3991636 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22655 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -3991646.750000 Penalty: 5006.185547 Iteration 30Q: 3 clusters Score -3991647 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22686 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -3991669.000000 Penalty: 5006.185547 Iteration 31Q: 3 clusters Score -3991669 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -3991672.000000 Penalty: 5006.185547 Iteration 32Q: 3 clusters Score -3991672 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22738 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -3991683.500000 Penalty: 5006.185547 Iteration 33Q: 3 clusters Score -3991684 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -3991677.750000 Penalty: 5006.185547 Iteration 34Q: 3 clusters Score -3991678 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22767 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -3991688.000000 Penalty: 5006.185547 Iteration 35Q: 3 clusters Score -3991688 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22784 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -3991697.500000 Penalty: 5006.185547 Iteration 36Q: 3 clusters Score -3991698 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22796 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -3991701.000000 Penalty: 5006.185547 Iteration 37Q: 3 clusters Score -3991701 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22808 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -3991696.250000 Penalty: 5006.185547 Iteration 38Q: 3 clusters Score -3991696 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22820 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -3991697.500000 Penalty: 5006.185547 Iteration 39Q: 3 clusters Score -3991698 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22832 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -3991705.250000 Penalty: 5006.185547 Iteration 40F: 3 clusters Score -3991705 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22848 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -3991710.000000 Penalty: 5006.185547 Iteration 41Q: 3 clusters Score -3991710 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22873 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -3991723.000000 Penalty: 5006.185547 Iteration 42Q: 3 clusters Score -3991723 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22894 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -3991732.750000 Penalty: 5006.185547 Iteration 43Q: 3 clusters Score -3991733 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22907 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -3991743.000000 Penalty: 5006.185547 Iteration 44Q: 3 clusters Score -3991743 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22916 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -3991742.500000 Penalty: 5006.185547 Iteration 45Q: 3 clusters Score -3991742 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22926 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -3991744.750000 Penalty: 5006.185547 Iteration 46Q: 3 clusters Score -3991745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22932 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -3991748.500000 Penalty: 5006.185547 Iteration 47Q: 3 clusters Score -3991748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22938 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -3991752.250000 Penalty: 5006.185547 Iteration 48Q: 3 clusters Score -3991752 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -3991754.000000 Penalty: 5006.185547 Iteration 49Q: 3 clusters Score -3991754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22951 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -3991758.250000 Penalty: 5006.185547 Iteration 50Q: 3 clusters Score -3991758 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22956 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -3991748.500000 Penalty: 5006.185547 Iteration 51Q: 3 clusters Score -3991748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22964 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -3991757.250000 Penalty: 5006.185547 Iteration 52Q: 3 clusters Score -3991757 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22970 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -3991763.750000 Penalty: 5006.185547 Iteration 53Q: 3 clusters Score -3991764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22975 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -3991766.000000 Penalty: 5006.185547 Iteration 54Q: 3 clusters Score -3991766 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -3991766.750000 Penalty: 5006.185547 Iteration 55Q: 3 clusters Score -3991767 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3991769.750000 Penalty: 5006.185547 Iteration 56Q: 3 clusters Score -3991770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22992 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -3991771.000000 Penalty: 5006.185547 Iteration 57Q: 3 clusters Score -3991771 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22998 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -3991779.750000 Penalty: 5006.185547 Iteration 58Q: 3 clusters Score -3991780 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23011 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -3991786.500000 Penalty: 5006.185547 Iteration 59Q: 3 clusters Score -3991786 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -3991795.250000 Penalty: 5006.185547 Iteration 60F: 3 clusters Score -3991795 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23030 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -3991801.500000 Penalty: 5006.185547 Iteration 61Q: 3 clusters Score -3991802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23035 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3991806.750000 Penalty: 5006.185547 Iteration 62Q: 3 clusters Score -3991807 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -3991803.000000 Penalty: 5006.185547 Iteration 63Q: 3 clusters Score -3991803 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -3991802.000000 Penalty: 5006.185547 Iteration 64Q: 3 clusters Score -3991802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -3991807.000000 Penalty: 5006.185547 Iteration 65Q: 3 clusters Score -3991807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -3991808.000000 Penalty: 5006.185547 Iteration 66Q: 3 clusters Score -3991808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -3991808.000000 Penalty: 5006.185547 Iteration 67F: 3 clusters Score -3991808 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (70661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70661 members Entering Unmasked Estep Score: -11468533.000000 Penalty: 2769.081055 Iteration 0F: 2 clusters Score -1.146853e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35233 members Mstep: Class 2 contains 35428 members Entering Unmasked Estep Score: -11424025.000000 Penalty: 5538.162109 Iteration 0F: 3 clusters Score -1.142402e+07 nChanged 33092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34097 members Mstep: Class 2 contains 36564 members Entering Unmasked Estep Score: -11443049.000000 Penalty: 5538.162109 Iteration 1F: 3 clusters Score -1.144305e+07 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33097 members Mstep: Class 2 contains 37564 members Entering Unmasked Estep Score: -11445202.000000 Penalty: 5538.162109 Iteration 2F: 3 clusters Score -1.14452e+07 nChanged 4338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31951 members Mstep: Class 2 contains 38710 members Entering Unmasked Estep Score: -11449149.000000 Penalty: 5538.162109 Iteration 3F: 3 clusters Score -1.144915e+07 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31368 members Mstep: Class 2 contains 39293 members Entering Unmasked Estep Score: -11454315.000000 Penalty: 5538.162109 Iteration 4F: 3 clusters Score -1.145432e+07 nChanged 5624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32098 members Mstep: Class 2 contains 38563 members Entering Unmasked Estep Score: -11459034.000000 Penalty: 5538.162109 Iteration 5F: 3 clusters Score -1.145903e+07 nChanged 5327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34039 members Mstep: Class 2 contains 36622 members Entering Unmasked Estep Score: -11462922.000000 Penalty: 5538.162109 Iteration 6F: 3 clusters Score -1.146292e+07 nChanged 4765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36828 members Mstep: Class 2 contains 33833 members Entering Unmasked Estep Score: -11466390.000000 Penalty: 5538.162109 Iteration 7F: 3 clusters Score -1.146639e+07 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40211 members Mstep: Class 2 contains 30450 members Entering Unmasked Estep Score: -11469485.000000 Penalty: 5538.162109 Iteration 8F: 3 clusters Score -1.146948e+07 nChanged 3961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43602 members Mstep: Class 2 contains 27059 members Entering Unmasked Estep Score: -11472440.000000 Penalty: 5538.162109 Iteration 9F: 3 clusters Score -1.147244e+07 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46676 members Mstep: Class 2 contains 23985 members Entering Unmasked Estep Score: -11474973.000000 Penalty: 5538.162109 Iteration 10Q: 3 clusters Score -1.147497e+07 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49021 members Mstep: Class 2 contains 21640 members Entering Unmasked Estep Score: -11476474.000000 Penalty: 5538.162109 Iteration 11Q: 3 clusters Score -1.147647e+07 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50815 members Mstep: Class 2 contains 19846 members Entering Unmasked Estep Score: -11477410.000000 Penalty: 5538.162109 Iteration 12Q: 3 clusters Score -1.147741e+07 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52111 members Mstep: Class 2 contains 18550 members Entering Unmasked Estep Score: -11477921.000000 Penalty: 5538.162109 Iteration 13Q: 3 clusters Score -1.147792e+07 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53118 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -11478225.000000 Penalty: 5538.162109 Iteration 14Q: 3 clusters Score -1.147822e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53908 members Mstep: Class 2 contains 16753 members Entering Unmasked Estep Score: -11478414.000000 Penalty: 5538.162109 Iteration 15Q: 3 clusters Score -1.147841e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54534 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -11478580.000000 Penalty: 5538.162109 Iteration 16Q: 3 clusters Score -1.147858e+07 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55032 members Mstep: Class 2 contains 15629 members Entering Unmasked Estep Score: -11478678.000000 Penalty: 5538.162109 Iteration 17Q: 3 clusters Score -1.147868e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55433 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -11478766.000000 Penalty: 5538.162109 Iteration 18Q: 3 clusters Score -1.147877e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55761 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -11478778.000000 Penalty: 5538.162109 Iteration 19Q: 3 clusters Score -1.147878e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56059 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -11478886.000000 Penalty: 5538.162109 Iteration 20F: 3 clusters Score -1.147889e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56335 members Mstep: Class 2 contains 14326 members Entering Unmasked Estep Score: -11478911.000000 Penalty: 5538.162109 Iteration 21Q: 3 clusters Score -1.147891e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56604 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -11478964.000000 Penalty: 5538.162109 Iteration 22Q: 3 clusters Score -1.147896e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56861 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -11478983.000000 Penalty: 5538.162109 Iteration 23Q: 3 clusters Score -1.147898e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57105 members Mstep: Class 2 contains 13556 members Entering Unmasked Estep Score: -11478993.000000 Penalty: 5538.162109 Iteration 24Q: 3 clusters Score -1.147899e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57334 members Mstep: Class 2 contains 13327 members Entering Unmasked Estep Score: -11479050.000000 Penalty: 5538.162109 Iteration 25Q: 3 clusters Score -1.147905e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57552 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -11479101.000000 Penalty: 5538.162109 Iteration 26Q: 3 clusters Score -1.14791e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57735 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -11479135.000000 Penalty: 5538.162109 Iteration 27Q: 3 clusters Score -1.147914e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57904 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -11479146.000000 Penalty: 5538.162109 Iteration 28Q: 3 clusters Score -1.147915e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58057 members Mstep: Class 2 contains 12604 members Entering Unmasked Estep Score: -11479199.000000 Penalty: 5538.162109 Iteration 29Q: 3 clusters Score -1.14792e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58204 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -11479217.000000 Penalty: 5538.162109 Iteration 30Q: 3 clusters Score -1.147922e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58337 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -11479232.000000 Penalty: 5538.162109 Iteration 31Q: 3 clusters Score -1.147923e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58455 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -11479260.000000 Penalty: 5538.162109 Iteration 32Q: 3 clusters Score -1.147926e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58567 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -11479277.000000 Penalty: 5538.162109 Iteration 33Q: 3 clusters Score -1.147928e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58683 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -11479307.000000 Penalty: 5538.162109 Iteration 34Q: 3 clusters Score -1.147931e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58783 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -11479322.000000 Penalty: 5538.162109 Iteration 35Q: 3 clusters Score -1.147932e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58881 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -11479320.000000 Penalty: 5538.162109 Iteration 36Q: 3 clusters Score -1.147932e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58962 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -11479348.000000 Penalty: 5538.162109 Iteration 37Q: 3 clusters Score -1.147935e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59023 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -11479334.000000 Penalty: 5538.162109 Iteration 38Q: 3 clusters Score -1.147933e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59085 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -11479328.000000 Penalty: 5538.162109 Iteration 39Q: 3 clusters Score -1.147933e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59140 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -11479351.000000 Penalty: 5538.162109 Iteration 40F: 3 clusters Score -1.147935e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59205 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -11479365.000000 Penalty: 5538.162109 Iteration 41Q: 3 clusters Score -1.147936e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59269 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -11479332.000000 Penalty: 5538.162109 Iteration 42Q: 3 clusters Score -1.147933e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59340 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -11479323.000000 Penalty: 5538.162109 Iteration 43Q: 3 clusters Score -1.147932e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59409 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -11479325.000000 Penalty: 5538.162109 Iteration 44Q: 3 clusters Score -1.147932e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59468 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -11479358.000000 Penalty: 5538.162109 Iteration 45Q: 3 clusters Score -1.147936e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59530 members Mstep: Class 2 contains 11131 members Entering Unmasked Estep Score: -11479371.000000 Penalty: 5538.162109 Iteration 46Q: 3 clusters Score -1.147937e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59590 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -11479376.000000 Penalty: 5538.162109 Iteration 47Q: 3 clusters Score -1.147938e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59657 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -11479410.000000 Penalty: 5538.162109 Iteration 48Q: 3 clusters Score -1.147941e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59710 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -11479406.000000 Penalty: 5538.162109 Iteration 49Q: 3 clusters Score -1.147941e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59764 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -11479434.000000 Penalty: 5538.162109 Iteration 50Q: 3 clusters Score -1.147943e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59813 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -11479434.000000 Penalty: 5538.162109 Iteration 51Q: 3 clusters Score -1.147943e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59858 members Mstep: Class 2 contains 10803 members Entering Unmasked Estep Score: -11479474.000000 Penalty: 5538.162109 Iteration 52Q: 3 clusters Score -1.147947e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59895 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -11479472.000000 Penalty: 5538.162109 Iteration 53Q: 3 clusters Score -1.147947e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59920 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -11479476.000000 Penalty: 5538.162109 Iteration 54Q: 3 clusters Score -1.147948e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59946 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -11479478.000000 Penalty: 5538.162109 Iteration 55Q: 3 clusters Score -1.147948e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59986 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -11479463.000000 Penalty: 5538.162109 Iteration 56Q: 3 clusters Score -1.147946e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60035 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -11479437.000000 Penalty: 5538.162109 Iteration 57Q: 3 clusters Score -1.147944e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60072 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -11479429.000000 Penalty: 5538.162109 Iteration 58Q: 3 clusters Score -1.147943e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60100 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -11479450.000000 Penalty: 5538.162109 Iteration 59Q: 3 clusters Score -1.147945e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60127 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -11479417.000000 Penalty: 5538.162109 Iteration 60F: 3 clusters Score -1.147942e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60153 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -11479437.000000 Penalty: 5538.162109 Iteration 61Q: 3 clusters Score -1.147944e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60178 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -11479444.000000 Penalty: 5538.162109 Iteration 62Q: 3 clusters Score -1.147944e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60201 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -11479457.000000 Penalty: 5538.162109 Iteration 63Q: 3 clusters Score -1.147946e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60224 members Mstep: Class 2 contains 10437 members Entering Unmasked Estep Score: -11479454.000000 Penalty: 5538.162109 Iteration 64Q: 3 clusters Score -1.147945e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60232 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -11479454.000000 Penalty: 5538.162109 Iteration 65Q: 3 clusters Score -1.147945e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60245 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -11479459.000000 Penalty: 5538.162109 Iteration 66Q: 3 clusters Score -1.147946e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60259 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -11479464.000000 Penalty: 5538.162109 Iteration 67Q: 3 clusters Score -1.147946e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60266 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -11479456.000000 Penalty: 5538.162109 Iteration 68Q: 3 clusters Score -1.147946e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60271 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -11479442.000000 Penalty: 5538.162109 Iteration 69Q: 3 clusters Score -1.147944e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60276 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -11479443.000000 Penalty: 5538.162109 Iteration 70Q: 3 clusters Score -1.147944e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60278 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -11479452.000000 Penalty: 5538.162109 Iteration 71Q: 3 clusters Score -1.147945e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60283 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -11479467.000000 Penalty: 5538.162109 Iteration 72Q: 3 clusters Score -1.147947e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60288 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -11479463.000000 Penalty: 5538.162109 Iteration 73Q: 3 clusters Score -1.147946e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60290 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -11479459.000000 Penalty: 5538.162109 Iteration 74Q: 3 clusters Score -1.147946e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60290 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -11479459.000000 Penalty: 5538.162109 Iteration 75F: 3 clusters Score -1.147946e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 519 members Mstep: Class 10 contains 63611 members Mstep: Class 11 contains 10965 members Mstep: Class 12 contains 28764 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Entering Unmasked Estep Score: -51653016.000000 Penalty: 56624.578125 Splitting cluster 7 changes total score from -51641660.000000 to -51653016.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 9 (519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Entering Unmasked Estep Score: -58518.511719 Penalty: 1550.472168 Iteration 0F: 2 clusters Score -58518.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -57309.773438 Penalty: 3100.944336 Iteration 0F: 3 clusters Score -57309.77 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -58076.707031 Penalty: 3100.944336 Iteration 1F: 3 clusters Score -58076.71 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -58606.003906 Penalty: 3100.944336 Iteration 2F: 3 clusters Score -58606 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -58904.367188 Penalty: 3100.944336 Iteration 3F: 3 clusters Score -58904.37 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -59145.437500 Penalty: 3100.944336 Iteration 4Q: 3 clusters Score -59145.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -59291.691406 Penalty: 3100.944336 Iteration 5Q: 3 clusters Score -59291.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -59356.292969 Penalty: 3100.944336 Iteration 6Q: 3 clusters Score -59356.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59381.417969 Penalty: 3100.944336 Iteration 7Q: 3 clusters Score -59381.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59471.378906 Penalty: 3100.944336 Iteration 8Q: 3 clusters Score -59471.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59479.613281 Penalty: 3100.944336 Iteration 9Q: 3 clusters Score -59479.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -59497.597656 Penalty: 3100.944336 Iteration 10Q: 3 clusters Score -59497.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59502.085938 Penalty: 3100.944336 Iteration 11Q: 3 clusters Score -59502.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59549.269531 Penalty: 3100.944336 Iteration 12F: 3 clusters Score -59549.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59683.640625 Penalty: 3100.944336 Iteration 13Q: 3 clusters Score -59683.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -59809.183594 Penalty: 3100.944336 Iteration 14Q: 3 clusters Score -59809.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -59996.828125 Penalty: 3100.944336 Iteration 15Q: 3 clusters Score -59996.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -60242.871094 Penalty: 3100.944336 Iteration 16Q: 3 clusters Score -60242.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60497.398438 Penalty: 3100.944336 Iteration 17Q: 3 clusters Score -60497.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60969.929688 Penalty: 3100.944336 Iteration 18Q: 3 clusters Score -60969.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -61229.953125 Penalty: 3100.944336 Iteration 19Q: 3 clusters Score -61229.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -61294.765625 Penalty: 3100.944336 Iteration 20F: 3 clusters Score -61294.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -61354.468750 Penalty: 3100.944336 Iteration 21Q: 3 clusters Score -61354.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -61378.031250 Penalty: 3100.944336 Iteration 22Q: 3 clusters Score -61378.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -61379.445312 Penalty: 3100.944336 Iteration 23Q: 3 clusters Score -61379.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -61379.445312 Penalty: 3100.944336 Iteration 24F: 3 clusters Score -61379.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 63611 members Mstep: Class 11 contains 10965 members Mstep: Class 12 contains 28764 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Entering Unmasked Estep Score: -51654316.000000 Penalty: 59770.386719 Splitting cluster 9 changes total score from -51641660.000000 to -51654316.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 10 (63611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63611 members Entering Unmasked Estep Score: -10651278.000000 Penalty: 2743.014404 Iteration 0F: 2 clusters Score -1.065128e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31731 members Mstep: Class 2 contains 31880 members Entering Unmasked Estep Score: -10610030.000000 Penalty: 5486.028809 Iteration 0F: 3 clusters Score -1.061003e+07 nChanged 29874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31303 members Mstep: Class 2 contains 32308 members Entering Unmasked Estep Score: -10627098.000000 Penalty: 5486.028809 Iteration 1F: 3 clusters Score -1.06271e+07 nChanged 3284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31111 members Mstep: Class 2 contains 32500 members Entering Unmasked Estep Score: -10628788.000000 Penalty: 5486.028809 Iteration 2F: 3 clusters Score -1.062879e+07 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31083 members Mstep: Class 2 contains 32528 members Entering Unmasked Estep Score: -10631112.000000 Penalty: 5486.028809 Iteration 3F: 3 clusters Score -1.063111e+07 nChanged 4145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31388 members Mstep: Class 2 contains 32223 members Entering Unmasked Estep Score: -10634662.000000 Penalty: 5486.028809 Iteration 4F: 3 clusters Score -1.063466e+07 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32391 members Mstep: Class 2 contains 31220 members Entering Unmasked Estep Score: -10640918.000000 Penalty: 5486.028809 Iteration 5F: 3 clusters Score -1.064092e+07 nChanged 6163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34208 members Mstep: Class 2 contains 29403 members Entering Unmasked Estep Score: -10651610.000000 Penalty: 5486.028809 Iteration 6F: 3 clusters Score -1.065161e+07 nChanged 6454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37072 members Mstep: Class 2 contains 26539 members Entering Unmasked Estep Score: -10664821.000000 Penalty: 5486.028809 Iteration 7F: 3 clusters Score -1.066482e+07 nChanged 5345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40641 members Mstep: Class 2 contains 22970 members Entering Unmasked Estep Score: -10674648.000000 Penalty: 5486.028809 Iteration 8F: 3 clusters Score -1.067465e+07 nChanged 3161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43202 members Mstep: Class 2 contains 20409 members Entering Unmasked Estep Score: -10682550.000000 Penalty: 5486.028809 Iteration 9Q: 3 clusters Score -1.068255e+07 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44478 members Mstep: Class 2 contains 19133 members Entering Unmasked Estep Score: -10686340.000000 Penalty: 5486.028809 Iteration 10Q: 3 clusters Score -1.068634e+07 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45326 members Mstep: Class 2 contains 18285 members Entering Unmasked Estep Score: -10687791.000000 Penalty: 5486.028809 Iteration 11Q: 3 clusters Score -1.068779e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45765 members Mstep: Class 2 contains 17846 members Entering Unmasked Estep Score: -10688164.000000 Penalty: 5486.028809 Iteration 12Q: 3 clusters Score -1.068816e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45985 members Mstep: Class 2 contains 17626 members Entering Unmasked Estep Score: -10688283.000000 Penalty: 5486.028809 Iteration 13Q: 3 clusters Score -1.068828e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46066 members Mstep: Class 2 contains 17545 members Entering Unmasked Estep Score: -10688278.000000 Penalty: 5486.028809 Iteration 14Q: 3 clusters Score -1.068828e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46092 members Mstep: Class 2 contains 17519 members Entering Unmasked Estep Score: -10688282.000000 Penalty: 5486.028809 Iteration 15Q: 3 clusters Score -1.068828e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46105 members Mstep: Class 2 contains 17506 members Entering Unmasked Estep Score: -10688285.000000 Penalty: 5486.028809 Iteration 16Q: 3 clusters Score -1.068828e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46107 members Mstep: Class 2 contains 17504 members Entering Unmasked Estep Score: -10688284.000000 Penalty: 5486.028809 Iteration 17Q: 3 clusters Score -1.068828e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46107 members Mstep: Class 2 contains 17504 members Entering Unmasked Estep Score: -10688284.000000 Penalty: 5486.028809 Iteration 18F: 3 clusters Score -1.068828e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 10965 members Mstep: Class 12 contains 28764 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Entering Unmasked Estep Score: -51691104.000000 Penalty: 62916.195312 Splitting cluster 10 changes total score from -51641660.000000 to -51691104.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 11 (10965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Entering Unmasked Estep Score: -1753354.125000 Penalty: 2307.010986 Iteration 0F: 2 clusters Score -1753354 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -1745107.125000 Penalty: 4614.021973 Iteration 0F: 3 clusters Score -1745107 nChanged 4605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1747936.875000 Penalty: 4614.021973 Iteration 1F: 3 clusters Score -1747937 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1748981.500000 Penalty: 4614.021973 Iteration 2F: 3 clusters Score -1748982 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1750131.625000 Penalty: 4614.021973 Iteration 3F: 3 clusters Score -1750132 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1751145.500000 Penalty: 4614.021973 Iteration 4F: 3 clusters Score -1751146 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1751988.500000 Penalty: 4614.021973 Iteration 5F: 3 clusters Score -1751988 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -1752493.375000 Penalty: 4614.021973 Iteration 6F: 3 clusters Score -1752493 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -1752742.750000 Penalty: 4614.021973 Iteration 7Q: 3 clusters Score -1752743 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1752892.125000 Penalty: 4614.021973 Iteration 8Q: 3 clusters Score -1752892 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1753018.125000 Penalty: 4614.021973 Iteration 9Q: 3 clusters Score -1753018 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1753103.875000 Penalty: 4614.021973 Iteration 10Q: 3 clusters Score -1753104 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1753186.500000 Penalty: 4614.021973 Iteration 11Q: 3 clusters Score -1753186 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -1753263.750000 Penalty: 4614.021973 Iteration 12Q: 3 clusters Score -1753264 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -1753329.250000 Penalty: 4614.021973 Iteration 13Q: 3 clusters Score -1753329 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1753381.000000 Penalty: 4614.021973 Iteration 14Q: 3 clusters Score -1753381 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -1753420.125000 Penalty: 4614.021973 Iteration 15Q: 3 clusters Score -1753420 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -1753456.000000 Penalty: 4614.021973 Iteration 16Q: 3 clusters Score -1753456 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1753499.500000 Penalty: 4614.021973 Iteration 17Q: 3 clusters Score -1753500 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1753534.250000 Penalty: 4614.021973 Iteration 18Q: 3 clusters Score -1753534 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1753571.875000 Penalty: 4614.021973 Iteration 19Q: 3 clusters Score -1753572 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1753593.625000 Penalty: 4614.021973 Iteration 20F: 3 clusters Score -1753594 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1753619.875000 Penalty: 4614.021973 Iteration 21Q: 3 clusters Score -1753620 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1753648.875000 Penalty: 4614.021973 Iteration 22Q: 3 clusters Score -1753649 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -1753666.000000 Penalty: 4614.021973 Iteration 23Q: 3 clusters Score -1753666 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1753697.250000 Penalty: 4614.021973 Iteration 24Q: 3 clusters Score -1753697 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1753719.250000 Penalty: 4614.021973 Iteration 25Q: 3 clusters Score -1753719 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1753736.625000 Penalty: 4614.021973 Iteration 26Q: 3 clusters Score -1753737 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1753760.625000 Penalty: 4614.021973 Iteration 27Q: 3 clusters Score -1753761 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1753778.500000 Penalty: 4614.021973 Iteration 28Q: 3 clusters Score -1753778 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1753793.500000 Penalty: 4614.021973 Iteration 29Q: 3 clusters Score -1753794 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1753805.750000 Penalty: 4614.021973 Iteration 30Q: 3 clusters Score -1753806 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1753823.500000 Penalty: 4614.021973 Iteration 31Q: 3 clusters Score -1753824 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1753836.375000 Penalty: 4614.021973 Iteration 32Q: 3 clusters Score -1753836 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -1753849.750000 Penalty: 4614.021973 Iteration 33Q: 3 clusters Score -1753850 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1753865.125000 Penalty: 4614.021973 Iteration 34Q: 3 clusters Score -1753865 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1753875.375000 Penalty: 4614.021973 Iteration 35Q: 3 clusters Score -1753875 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1753888.125000 Penalty: 4614.021973 Iteration 36Q: 3 clusters Score -1753888 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -1753896.250000 Penalty: 4614.021973 Iteration 37Q: 3 clusters Score -1753896 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1753899.125000 Penalty: 4614.021973 Iteration 38Q: 3 clusters Score -1753899 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1753903.875000 Penalty: 4614.021973 Iteration 39Q: 3 clusters Score -1753904 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1753906.500000 Penalty: 4614.021973 Iteration 40F: 3 clusters Score -1753906 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1753909.000000 Penalty: 4614.021973 Iteration 41Q: 3 clusters Score -1753909 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1753912.625000 Penalty: 4614.021973 Iteration 42Q: 3 clusters Score -1753913 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1753916.875000 Penalty: 4614.021973 Iteration 43Q: 3 clusters Score -1753917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1753918.000000 Penalty: 4614.021973 Iteration 44Q: 3 clusters Score -1753918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1753919.500000 Penalty: 4614.021973 Iteration 45Q: 3 clusters Score -1753920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1753922.000000 Penalty: 4614.021973 Iteration 46Q: 3 clusters Score -1753922 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1753921.250000 Penalty: 4614.021973 Iteration 47Q: 3 clusters Score -1753921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -1753925.250000 Penalty: 4614.021973 Iteration 48Q: 3 clusters Score -1753925 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1753924.375000 Penalty: 4614.021973 Iteration 49Q: 3 clusters Score -1753924 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1753928.375000 Penalty: 4614.021973 Iteration 50Q: 3 clusters Score -1753928 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1753924.375000 Penalty: 4614.021973 Iteration 51Q: 3 clusters Score -1753924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1753927.375000 Penalty: 4614.021973 Iteration 52Q: 3 clusters Score -1753927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1753928.875000 Penalty: 4614.021973 Iteration 53Q: 3 clusters Score -1753929 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1753931.875000 Penalty: 4614.021973 Iteration 54Q: 3 clusters Score -1753932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1753930.875000 Penalty: 4614.021973 Iteration 55Q: 3 clusters Score -1753931 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1753933.375000 Penalty: 4614.021973 Iteration 56Q: 3 clusters Score -1753933 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1753930.750000 Penalty: 4614.021973 Iteration 57Q: 3 clusters Score -1753931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1753931.875000 Penalty: 4614.021973 Iteration 58Q: 3 clusters Score -1753932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1753934.750000 Penalty: 4614.021973 Iteration 59Q: 3 clusters Score -1753935 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1753933.250000 Penalty: 4614.021973 Iteration 60F: 3 clusters Score -1753933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1753938.250000 Penalty: 4614.021973 Iteration 61Q: 3 clusters Score -1753938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1753934.000000 Penalty: 4614.021973 Iteration 62Q: 3 clusters Score -1753934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1753934.625000 Penalty: 4614.021973 Iteration 63Q: 3 clusters Score -1753935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1753934.875000 Penalty: 4614.021973 Iteration 64Q: 3 clusters Score -1753935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1753934.875000 Penalty: 4614.021973 Iteration 65F: 3 clusters Score -1753935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 28764 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Entering Unmasked Estep Score: -51690768.000000 Penalty: 66062.007812 Splitting cluster 11 changes total score from -51641660.000000 to -51690768.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 12 (28764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28764 members Entering Unmasked Estep Score: -4666527.000000 Penalty: 2546.186279 Iteration 0F: 2 clusters Score -4666527 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -4646961.500000 Penalty: 5092.372559 Iteration 0F: 3 clusters Score -4646962 nChanged 12960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14525 members Mstep: Class 2 contains 14239 members Entering Unmasked Estep Score: -4654585.500000 Penalty: 5092.372559 Iteration 1F: 3 clusters Score -4654586 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 14540 members Entering Unmasked Estep Score: -4656240.000000 Penalty: 5092.372559 Iteration 2F: 3 clusters Score -4656240 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 15285 members Entering Unmasked Estep Score: -4659726.500000 Penalty: 5092.372559 Iteration 3F: 3 clusters Score -4659726 nChanged 3427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 16172 members Entering Unmasked Estep Score: -4664521.500000 Penalty: 5092.372559 Iteration 4F: 3 clusters Score -4664522 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12281 members Mstep: Class 2 contains 16483 members Entering Unmasked Estep Score: -4668011.500000 Penalty: 5092.372559 Iteration 5F: 3 clusters Score -4668012 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12637 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -4670849.500000 Penalty: 5092.372559 Iteration 6F: 3 clusters Score -4670850 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 15579 members Entering Unmasked Estep Score: -4673761.000000 Penalty: 5092.372559 Iteration 7F: 3 clusters Score -4673761 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13641 members Mstep: Class 2 contains 15123 members Entering Unmasked Estep Score: -4676589.000000 Penalty: 5092.372559 Iteration 8F: 3 clusters Score -4676589 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 14804 members Entering Unmasked Estep Score: -4681847.000000 Penalty: 5092.372559 Iteration 9F: 3 clusters Score -4681847 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14615 members Mstep: Class 2 contains 14149 members Entering Unmasked Estep Score: -4699447.500000 Penalty: 5092.372559 Iteration 10F: 3 clusters Score -4699448 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14514 members Mstep: Class 2 contains 14250 members Entering Unmasked Estep Score: -4712581.500000 Penalty: 5092.372559 Iteration 11Q: 3 clusters Score -4712582 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14475 members Mstep: Class 2 contains 14289 members Entering Unmasked Estep Score: -4712640.000000 Penalty: 5092.372559 Iteration 12Q: 3 clusters Score -4712640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -4712642.500000 Penalty: 5092.372559 Iteration 13Q: 3 clusters Score -4712642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 14297 members Entering Unmasked Estep Score: -4712644.000000 Penalty: 5092.372559 Iteration 14Q: 3 clusters Score -4712644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 14297 members Entering Unmasked Estep Score: -4712644.000000 Penalty: 5092.372559 Iteration 15F: 3 clusters Score -4712644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 813 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Mstep: Class 22 contains 14297 members Entering Unmasked Estep Score: -51736680.000000 Penalty: 69207.820312 Splitting cluster 12 changes total score from -51641660.000000 to -51736680.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 13 (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: -113985.101562 Penalty: 1661.781372 Iteration 0F: 2 clusters Score -113985.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -112465.265625 Penalty: 3323.562744 Iteration 0F: 3 clusters Score -112465.3 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -113626.171875 Penalty: 3323.562744 Iteration 1F: 3 clusters Score -113626.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -114453.539062 Penalty: 3323.562744 Iteration 2F: 3 clusters Score -114453.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -114953.273438 Penalty: 3323.562744 Iteration 3F: 3 clusters Score -114953.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -115626.625000 Penalty: 3323.562744 Iteration 4F: 3 clusters Score -115626.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -115825.390625 Penalty: 3323.562744 Iteration 5Q: 3 clusters Score -115825.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -115945.398438 Penalty: 3323.562744 Iteration 6Q: 3 clusters Score -115945.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -116016.554688 Penalty: 3323.562744 Iteration 7Q: 3 clusters Score -116016.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -116068.734375 Penalty: 3323.562744 Iteration 8Q: 3 clusters Score -116068.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -116105.140625 Penalty: 3323.562744 Iteration 9Q: 3 clusters Score -116105.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -116161.195312 Penalty: 3323.562744 Iteration 10Q: 3 clusters Score -116161.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -116172.945312 Penalty: 3323.562744 Iteration 11Q: 3 clusters Score -116172.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -116175.554688 Penalty: 3323.562744 Iteration 12Q: 3 clusters Score -116175.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -116189.609375 Penalty: 3323.562744 Iteration 13F: 3 clusters Score -116189.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -116244.367188 Penalty: 3323.562744 Iteration 14Q: 3 clusters Score -116244.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -116371.710938 Penalty: 3323.562744 Iteration 15Q: 3 clusters Score -116371.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -116392.890625 Penalty: 3323.562744 Iteration 16Q: 3 clusters Score -116392.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -116395.343750 Penalty: 3323.562744 Iteration 17Q: 3 clusters Score -116395.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -116395.343750 Penalty: 3323.562744 Iteration 18F: 3 clusters Score -116395.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 65032 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Mstep: Class 22 contains 14297 members Mstep: Class 23 contains 642 members Entering Unmasked Estep Score: -51737644.000000 Penalty: 72353.625000 Splitting cluster 13 changes total score from -51641660.000000 to -51737644.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 14 (65032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65032 members Entering Unmasked Estep Score: -10409436.000000 Penalty: 2748.493408 Iteration 0F: 2 clusters Score -1.040944e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32599 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -10366244.000000 Penalty: 5496.986816 Iteration 0F: 3 clusters Score -1.036624e+07 nChanged 30522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33049 members Mstep: Class 2 contains 31983 members Entering Unmasked Estep Score: -10384363.000000 Penalty: 5496.986816 Iteration 1F: 3 clusters Score -1.038436e+07 nChanged 3835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33446 members Mstep: Class 2 contains 31586 members Entering Unmasked Estep Score: -10387237.000000 Penalty: 5496.986816 Iteration 2F: 3 clusters Score -1.038724e+07 nChanged 4555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34097 members Mstep: Class 2 contains 30935 members Entering Unmasked Estep Score: -10391281.000000 Penalty: 5496.986816 Iteration 3F: 3 clusters Score -1.039128e+07 nChanged 5096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35215 members Mstep: Class 2 contains 29817 members Entering Unmasked Estep Score: -10395917.000000 Penalty: 5496.986816 Iteration 4F: 3 clusters Score -1.039592e+07 nChanged 4930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36431 members Mstep: Class 2 contains 28601 members Entering Unmasked Estep Score: -10399941.000000 Penalty: 5496.986816 Iteration 5F: 3 clusters Score -1.039994e+07 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37440 members Mstep: Class 2 contains 27592 members Entering Unmasked Estep Score: -10403241.000000 Penalty: 5496.986816 Iteration 6F: 3 clusters Score -1.040324e+07 nChanged 3384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37846 members Mstep: Class 2 contains 27186 members Entering Unmasked Estep Score: -10405353.000000 Penalty: 5496.986816 Iteration 7F: 3 clusters Score -1.040535e+07 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37778 members Mstep: Class 2 contains 27254 members Entering Unmasked Estep Score: -10406581.000000 Penalty: 5496.986816 Iteration 8Q: 3 clusters Score -1.040658e+07 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37411 members Mstep: Class 2 contains 27621 members Entering Unmasked Estep Score: -10407483.000000 Penalty: 5496.986816 Iteration 9Q: 3 clusters Score -1.040748e+07 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36839 members Mstep: Class 2 contains 28193 members Entering Unmasked Estep Score: -10408366.000000 Penalty: 5496.986816 Iteration 10Q: 3 clusters Score -1.040837e+07 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36076 members Mstep: Class 2 contains 28956 members Entering Unmasked Estep Score: -10409059.000000 Penalty: 5496.986816 Iteration 11Q: 3 clusters Score -1.040906e+07 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35096 members Mstep: Class 2 contains 29936 members Entering Unmasked Estep Score: -10409808.000000 Penalty: 5496.986816 Iteration 12Q: 3 clusters Score -1.040981e+07 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34040 members Mstep: Class 2 contains 30992 members Entering Unmasked Estep Score: -10410483.000000 Penalty: 5496.986816 Iteration 13Q: 3 clusters Score -1.041048e+07 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32828 members Mstep: Class 2 contains 32204 members Entering Unmasked Estep Score: -10411180.000000 Penalty: 5496.986816 Iteration 14Q: 3 clusters Score -1.041118e+07 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31498 members Mstep: Class 2 contains 33534 members Entering Unmasked Estep Score: -10411936.000000 Penalty: 5496.986816 Iteration 15Q: 3 clusters Score -1.041194e+07 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30124 members Mstep: Class 2 contains 34908 members Entering Unmasked Estep Score: -10412631.000000 Penalty: 5496.986816 Iteration 16Q: 3 clusters Score -1.041263e+07 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28683 members Mstep: Class 2 contains 36349 members Entering Unmasked Estep Score: -10413318.000000 Penalty: 5496.986816 Iteration 17Q: 3 clusters Score -1.041332e+07 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27271 members Mstep: Class 2 contains 37761 members Entering Unmasked Estep Score: -10413957.000000 Penalty: 5496.986816 Iteration 18Q: 3 clusters Score -1.041396e+07 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25972 members Mstep: Class 2 contains 39060 members Entering Unmasked Estep Score: -10414532.000000 Penalty: 5496.986816 Iteration 19Q: 3 clusters Score -1.041453e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24774 members Mstep: Class 2 contains 40258 members Entering Unmasked Estep Score: -10415000.000000 Penalty: 5496.986816 Iteration 20F: 3 clusters Score -1.0415e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23689 members Mstep: Class 2 contains 41343 members Entering Unmasked Estep Score: -10415455.000000 Penalty: 5496.986816 Iteration 21Q: 3 clusters Score -1.041546e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22678 members Mstep: Class 2 contains 42354 members Entering Unmasked Estep Score: -10416006.000000 Penalty: 5496.986816 Iteration 22Q: 3 clusters Score -1.041601e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21723 members Mstep: Class 2 contains 43309 members Entering Unmasked Estep Score: -10416472.000000 Penalty: 5496.986816 Iteration 23Q: 3 clusters Score -1.041647e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20805 members Mstep: Class 2 contains 44227 members Entering Unmasked Estep Score: -10416987.000000 Penalty: 5496.986816 Iteration 24Q: 3 clusters Score -1.041699e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19936 members Mstep: Class 2 contains 45096 members Entering Unmasked Estep Score: -10417478.000000 Penalty: 5496.986816 Iteration 25Q: 3 clusters Score -1.041748e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19033 members Mstep: Class 2 contains 45999 members Entering Unmasked Estep Score: -10418009.000000 Penalty: 5496.986816 Iteration 26Q: 3 clusters Score -1.041801e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18195 members Mstep: Class 2 contains 46837 members Entering Unmasked Estep Score: -10418574.000000 Penalty: 5496.986816 Iteration 27Q: 3 clusters Score -1.041857e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17404 members Mstep: Class 2 contains 47628 members Entering Unmasked Estep Score: -10419119.000000 Penalty: 5496.986816 Iteration 28Q: 3 clusters Score -1.041912e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16704 members Mstep: Class 2 contains 48328 members Entering Unmasked Estep Score: -10419602.000000 Penalty: 5496.986816 Iteration 29Q: 3 clusters Score -1.04196e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16130 members Mstep: Class 2 contains 48902 members Entering Unmasked Estep Score: -10419989.000000 Penalty: 5496.986816 Iteration 30Q: 3 clusters Score -1.041999e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15702 members Mstep: Class 2 contains 49330 members Entering Unmasked Estep Score: -10420214.000000 Penalty: 5496.986816 Iteration 31Q: 3 clusters Score -1.042021e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 49672 members Entering Unmasked Estep Score: -10420472.000000 Penalty: 5496.986816 Iteration 32Q: 3 clusters Score -1.042047e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15092 members Mstep: Class 2 contains 49940 members Entering Unmasked Estep Score: -10420692.000000 Penalty: 5496.986816 Iteration 33Q: 3 clusters Score -1.042069e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14868 members Mstep: Class 2 contains 50164 members Entering Unmasked Estep Score: -10420829.000000 Penalty: 5496.986816 Iteration 34Q: 3 clusters Score -1.042083e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14704 members Mstep: Class 2 contains 50328 members Entering Unmasked Estep Score: -10420835.000000 Penalty: 5496.986816 Iteration 35Q: 3 clusters Score -1.042084e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14599 members Mstep: Class 2 contains 50433 members Entering Unmasked Estep Score: -10420895.000000 Penalty: 5496.986816 Iteration 36Q: 3 clusters Score -1.04209e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14544 members Mstep: Class 2 contains 50488 members Entering Unmasked Estep Score: -10420893.000000 Penalty: 5496.986816 Iteration 37Q: 3 clusters Score -1.042089e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14514 members Mstep: Class 2 contains 50518 members Entering Unmasked Estep Score: -10420922.000000 Penalty: 5496.986816 Iteration 38Q: 3 clusters Score -1.042092e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14499 members Mstep: Class 2 contains 50533 members Entering Unmasked Estep Score: -10420920.000000 Penalty: 5496.986816 Iteration 39Q: 3 clusters Score -1.042092e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 50545 members Entering Unmasked Estep Score: -10420919.000000 Penalty: 5496.986816 Iteration 40F: 3 clusters Score -1.042092e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14472 members Mstep: Class 2 contains 50560 members Entering Unmasked Estep Score: -10420913.000000 Penalty: 5496.986816 Iteration 41Q: 3 clusters Score -1.042091e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 50573 members Entering Unmasked Estep Score: -10420925.000000 Penalty: 5496.986816 Iteration 42Q: 3 clusters Score -1.042092e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14450 members Mstep: Class 2 contains 50582 members Entering Unmasked Estep Score: -10420924.000000 Penalty: 5496.986816 Iteration 43Q: 3 clusters Score -1.042092e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14437 members Mstep: Class 2 contains 50595 members Entering Unmasked Estep Score: -10420922.000000 Penalty: 5496.986816 Iteration 44Q: 3 clusters Score -1.042092e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14428 members Mstep: Class 2 contains 50604 members Entering Unmasked Estep Score: -10420930.000000 Penalty: 5496.986816 Iteration 45Q: 3 clusters Score -1.042093e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 50610 members Entering Unmasked Estep Score: -10420932.000000 Penalty: 5496.986816 Iteration 46Q: 3 clusters Score -1.042093e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 50613 members Entering Unmasked Estep Score: -10420941.000000 Penalty: 5496.986816 Iteration 47Q: 3 clusters Score -1.042094e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14417 members Mstep: Class 2 contains 50615 members Entering Unmasked Estep Score: -10420939.000000 Penalty: 5496.986816 Iteration 48Q: 3 clusters Score -1.042094e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 50616 members Entering Unmasked Estep Score: -10420939.000000 Penalty: 5496.986816 Iteration 49Q: 3 clusters Score -1.042094e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 50617 members Entering Unmasked Estep Score: -10420931.000000 Penalty: 5496.986816 Iteration 50Q: 3 clusters Score -1.042093e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 50619 members Entering Unmasked Estep Score: -10420934.000000 Penalty: 5496.986816 Iteration 51Q: 3 clusters Score -1.042093e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 50619 members Entering Unmasked Estep Score: -10420934.000000 Penalty: 5496.986816 Iteration 52F: 3 clusters Score -1.042093e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14413 members Mstep: Class 15 contains 6005 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Mstep: Class 22 contains 14297 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 50619 members Entering Unmasked Estep Score: -51749252.000000 Penalty: 75499.437500 Splitting cluster 14 changes total score from -51641660.000000 to -51749252.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 15 (6005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Entering Unmasked Estep Score: -898854.375000 Penalty: 2157.686279 Iteration 0F: 2 clusters Score -898854.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -893743.375000 Penalty: 4315.372559 Iteration 0F: 3 clusters Score -893743.4 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -895606.062500 Penalty: 4315.372559 Iteration 1F: 3 clusters Score -895606.1 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -896550.125000 Penalty: 4315.372559 Iteration 2F: 3 clusters Score -896550.1 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -897558.187500 Penalty: 4315.372559 Iteration 3F: 3 clusters Score -897558.2 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -898582.500000 Penalty: 4315.372559 Iteration 4F: 3 clusters Score -898582.5 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -899264.000000 Penalty: 4315.372559 Iteration 5F: 3 clusters Score -899264 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -899636.562500 Penalty: 4315.372559 Iteration 6Q: 3 clusters Score -899636.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -899940.687500 Penalty: 4315.372559 Iteration 7Q: 3 clusters Score -899940.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -900233.375000 Penalty: 4315.372559 Iteration 8Q: 3 clusters Score -900233.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -900430.062500 Penalty: 4315.372559 Iteration 9Q: 3 clusters Score -900430.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -900546.062500 Penalty: 4315.372559 Iteration 10Q: 3 clusters Score -900546.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -900630.812500 Penalty: 4315.372559 Iteration 11Q: 3 clusters Score -900630.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -900699.937500 Penalty: 4315.372559 Iteration 12Q: 3 clusters Score -900699.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -900753.937500 Penalty: 4315.372559 Iteration 13Q: 3 clusters Score -900753.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -900801.250000 Penalty: 4315.372559 Iteration 14Q: 3 clusters Score -900801.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -900842.312500 Penalty: 4315.372559 Iteration 15Q: 3 clusters Score -900842.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -900904.687500 Penalty: 4315.372559 Iteration 16Q: 3 clusters Score -900904.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -900978.000000 Penalty: 4315.372559 Iteration 17Q: 3 clusters Score -900978 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -901078.125000 Penalty: 4315.372559 Iteration 18Q: 3 clusters Score -901078.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -901290.750000 Penalty: 4315.372559 Iteration 19Q: 3 clusters Score -901290.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -901737.750000 Penalty: 4315.372559 Iteration 20F: 3 clusters Score -901737.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -902244.250000 Penalty: 4315.372559 Iteration 21Q: 3 clusters Score -902244.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -902454.500000 Penalty: 4315.372559 Iteration 22Q: 3 clusters Score -902454.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -902522.250000 Penalty: 4315.372559 Iteration 23Q: 3 clusters Score -902522.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -902566.125000 Penalty: 4315.372559 Iteration 24Q: 3 clusters Score -902566.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -902588.125000 Penalty: 4315.372559 Iteration 25Q: 3 clusters Score -902588.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -902595.250000 Penalty: 4315.372559 Iteration 26Q: 3 clusters Score -902595.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -902599.687500 Penalty: 4315.372559 Iteration 27Q: 3 clusters Score -902599.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -902604.437500 Penalty: 4315.372559 Iteration 28Q: 3 clusters Score -902604.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -902604.437500 Penalty: 4315.372559 Iteration 29F: 3 clusters Score -902604.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14413 members Mstep: Class 15 contains 2225 members Mstep: Class 16 contains 15172 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Mstep: Class 22 contains 14297 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 50619 members Mstep: Class 25 contains 3780 members Entering Unmasked Estep Score: -51751984.000000 Penalty: 78645.250000 Splitting cluster 15 changes total score from -51641660.000000 to -51751984.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 16 (15172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15172 members Entering Unmasked Estep Score: -2336897.000000 Penalty: 2387.547363 Iteration 0F: 2 clusters Score -2336897 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -2325917.500000 Penalty: 4775.094727 Iteration 0F: 3 clusters Score -2325918 nChanged 6648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -2330607.750000 Penalty: 4775.094727 Iteration 1F: 3 clusters Score -2330608 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -2332000.500000 Penalty: 4775.094727 Iteration 2F: 3 clusters Score -2332000 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -2333173.250000 Penalty: 4775.094727 Iteration 3F: 3 clusters Score -2333173 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -2334090.750000 Penalty: 4775.094727 Iteration 4F: 3 clusters Score -2334091 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -2334916.000000 Penalty: 4775.094727 Iteration 5F: 3 clusters Score -2334916 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -2335572.750000 Penalty: 4775.094727 Iteration 6F: 3 clusters Score -2335573 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -2336008.750000 Penalty: 4775.094727 Iteration 7Q: 3 clusters Score -2336009 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -2336320.000000 Penalty: 4775.094727 Iteration 8Q: 3 clusters Score -2336320 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -2336564.000000 Penalty: 4775.094727 Iteration 9Q: 3 clusters Score -2336564 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 9805 members Entering Unmasked Estep Score: -2336757.750000 Penalty: 4775.094727 Iteration 10Q: 3 clusters Score -2336758 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 10103 members Entering Unmasked Estep Score: -2336950.000000 Penalty: 4775.094727 Iteration 11Q: 3 clusters Score -2336950 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -2337095.000000 Penalty: 4775.094727 Iteration 12Q: 3 clusters Score -2337095 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -2337212.250000 Penalty: 4775.094727 Iteration 13Q: 3 clusters Score -2337212 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -2337312.000000 Penalty: 4775.094727 Iteration 14Q: 3 clusters Score -2337312 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -2337409.750000 Penalty: 4775.094727 Iteration 15Q: 3 clusters Score -2337410 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -2337500.750000 Penalty: 4775.094727 Iteration 16Q: 3 clusters Score -2337501 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -2337603.750000 Penalty: 4775.094727 Iteration 17Q: 3 clusters Score -2337604 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -2337713.250000 Penalty: 4775.094727 Iteration 18Q: 3 clusters Score -2337713 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -2337799.500000 Penalty: 4775.094727 Iteration 19Q: 3 clusters Score -2337800 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -2337889.000000 Penalty: 4775.094727 Iteration 20F: 3 clusters Score -2337889 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 11800 members Entering Unmasked Estep Score: -2337954.750000 Penalty: 4775.094727 Iteration 21Q: 3 clusters Score -2337955 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -2338011.500000 Penalty: 4775.094727 Iteration 22Q: 3 clusters Score -2338012 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -2338086.750000 Penalty: 4775.094727 Iteration 23Q: 3 clusters Score -2338087 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 12184 members Entering Unmasked Estep Score: -2338156.250000 Penalty: 4775.094727 Iteration 24Q: 3 clusters Score -2338156 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -2338211.250000 Penalty: 4775.094727 Iteration 25Q: 3 clusters Score -2338211 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -2338322.000000 Penalty: 4775.094727 Iteration 26Q: 3 clusters Score -2338322 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -2338399.000000 Penalty: 4775.094727 Iteration 27Q: 3 clusters Score -2338399 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -2338450.750000 Penalty: 4775.094727 Iteration 28Q: 3 clusters Score -2338451 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -2338514.000000 Penalty: 4775.094727 Iteration 29Q: 3 clusters Score -2338514 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -2338571.000000 Penalty: 4775.094727 Iteration 30Q: 3 clusters Score -2338571 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -2338636.500000 Penalty: 4775.094727 Iteration 31Q: 3 clusters Score -2338636 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 13005 members Entering Unmasked Estep Score: -2338690.250000 Penalty: 4775.094727 Iteration 32Q: 3 clusters Score -2338690 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -2338723.000000 Penalty: 4775.094727 Iteration 33Q: 3 clusters Score -2338723 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -2338743.750000 Penalty: 4775.094727 Iteration 34Q: 3 clusters Score -2338744 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -2338771.250000 Penalty: 4775.094727 Iteration 35Q: 3 clusters Score -2338771 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 13187 members Entering Unmasked Estep Score: -2338783.750000 Penalty: 4775.094727 Iteration 36Q: 3 clusters Score -2338784 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -2338793.500000 Penalty: 4775.094727 Iteration 37Q: 3 clusters Score -2338794 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -2338806.250000 Penalty: 4775.094727 Iteration 38Q: 3 clusters Score -2338806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -2338812.000000 Penalty: 4775.094727 Iteration 39Q: 3 clusters Score -2338812 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -2338829.000000 Penalty: 4775.094727 Iteration 40F: 3 clusters Score -2338829 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -2338848.500000 Penalty: 4775.094727 Iteration 41Q: 3 clusters Score -2338848 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 13342 members Entering Unmasked Estep Score: -2338875.500000 Penalty: 4775.094727 Iteration 42Q: 3 clusters Score -2338876 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 13369 members Entering Unmasked Estep Score: -2338908.750000 Penalty: 4775.094727 Iteration 43Q: 3 clusters Score -2338909 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 13397 members Entering Unmasked Estep Score: -2338937.500000 Penalty: 4775.094727 Iteration 44Q: 3 clusters Score -2338938 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -2338948.500000 Penalty: 4775.094727 Iteration 45Q: 3 clusters Score -2338948 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 13445 members Entering Unmasked Estep Score: -2338964.250000 Penalty: 4775.094727 Iteration 46Q: 3 clusters Score -2338964 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 13466 members Entering Unmasked Estep Score: -2338969.750000 Penalty: 4775.094727 Iteration 47Q: 3 clusters Score -2338970 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -2338979.750000 Penalty: 4775.094727 Iteration 48Q: 3 clusters Score -2338980 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -2338995.000000 Penalty: 4775.094727 Iteration 49Q: 3 clusters Score -2338995 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -2339005.250000 Penalty: 4775.094727 Iteration 50Q: 3 clusters Score -2339005 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -2339013.250000 Penalty: 4775.094727 Iteration 51Q: 3 clusters Score -2339013 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -2339019.750000 Penalty: 4775.094727 Iteration 52Q: 3 clusters Score -2339020 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -2339023.750000 Penalty: 4775.094727 Iteration 53Q: 3 clusters Score -2339024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 13565 members Entering Unmasked Estep Score: -2339026.750000 Penalty: 4775.094727 Iteration 54Q: 3 clusters Score -2339027 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 13578 members Entering Unmasked Estep Score: -2339034.750000 Penalty: 4775.094727 Iteration 55Q: 3 clusters Score -2339035 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 13593 members Entering Unmasked Estep Score: -2339037.500000 Penalty: 4775.094727 Iteration 56Q: 3 clusters Score -2339038 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -2339047.500000 Penalty: 4775.094727 Iteration 57Q: 3 clusters Score -2339048 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -2339055.000000 Penalty: 4775.094727 Iteration 58Q: 3 clusters Score -2339055 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -2339060.000000 Penalty: 4775.094727 Iteration 59Q: 3 clusters Score -2339060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 13632 members Entering Unmasked Estep Score: -2339060.500000 Penalty: 4775.094727 Iteration 60F: 3 clusters Score -2339060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -2339062.750000 Penalty: 4775.094727 Iteration 61Q: 3 clusters Score -2339063 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -2339066.750000 Penalty: 4775.094727 Iteration 62Q: 3 clusters Score -2339067 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -2339068.500000 Penalty: 4775.094727 Iteration 63Q: 3 clusters Score -2339068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -2339071.250000 Penalty: 4775.094727 Iteration 64Q: 3 clusters Score -2339071 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -2339073.000000 Penalty: 4775.094727 Iteration 65Q: 3 clusters Score -2339073 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -2339071.250000 Penalty: 4775.094727 Iteration 66Q: 3 clusters Score -2339071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -2339070.000000 Penalty: 4775.094727 Iteration 67Q: 3 clusters Score -2339070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 13657 members Entering Unmasked Estep Score: -2339073.750000 Penalty: 4775.094727 Iteration 68Q: 3 clusters Score -2339074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -2339073.750000 Penalty: 4775.094727 Iteration 69Q: 3 clusters Score -2339074 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -2339073.750000 Penalty: 4775.094727 Iteration 70F: 3 clusters Score -2339074 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14413 members Mstep: Class 15 contains 2225 members Mstep: Class 16 contains 1514 members Mstep: Class 17 contains 31979 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Mstep: Class 22 contains 14297 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 50619 members Mstep: Class 25 contains 3780 members Mstep: Class 26 contains 13658 members Entering Unmasked Estep Score: -51753360.000000 Penalty: 81791.054688 Splitting cluster 16 changes total score from -51641660.000000 to -51753360.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 17 (31979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31979 members Entering Unmasked Estep Score: -5257517.000000 Penalty: 2572.463135 Iteration 0F: 2 clusters Score -5257517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16053 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -5235687.000000 Penalty: 5144.926270 Iteration 0F: 3 clusters Score -5235687 nChanged 14538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16323 members Mstep: Class 2 contains 15656 members Entering Unmasked Estep Score: -5244178.000000 Penalty: 5144.926270 Iteration 1F: 3 clusters Score -5244178 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16049 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -5246521.500000 Penalty: 5144.926270 Iteration 2F: 3 clusters Score -5246522 nChanged 3129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14926 members Mstep: Class 2 contains 17053 members Entering Unmasked Estep Score: -5250449.500000 Penalty: 5144.926270 Iteration 3F: 3 clusters Score -5250450 nChanged 3786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13100 members Mstep: Class 2 contains 18879 members Entering Unmasked Estep Score: -5255149.500000 Penalty: 5144.926270 Iteration 4F: 3 clusters Score -5255150 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 20084 members Entering Unmasked Estep Score: -5257995.000000 Penalty: 5144.926270 Iteration 5F: 3 clusters Score -5257995 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -5259126.500000 Penalty: 5144.926270 Iteration 6F: 3 clusters Score -5259126 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 20050 members Entering Unmasked Estep Score: -5259690.500000 Penalty: 5144.926270 Iteration 7Q: 3 clusters Score -5259690 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -5260233.000000 Penalty: 5144.926270 Iteration 8Q: 3 clusters Score -5260233 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 18914 members Entering Unmasked Estep Score: -5261028.000000 Penalty: 5144.926270 Iteration 9Q: 3 clusters Score -5261028 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 18248 members Entering Unmasked Estep Score: -5261873.500000 Penalty: 5144.926270 Iteration 10Q: 3 clusters Score -5261874 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -5262329.000000 Penalty: 5144.926270 Iteration 11Q: 3 clusters Score -5262329 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14655 members Mstep: Class 2 contains 17324 members Entering Unmasked Estep Score: -5262494.500000 Penalty: 5144.926270 Iteration 12Q: 3 clusters Score -5262494 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -5262566.000000 Penalty: 5144.926270 Iteration 13Q: 3 clusters Score -5262566 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15101 members Mstep: Class 2 contains 16878 members Entering Unmasked Estep Score: -5262580.000000 Penalty: 5144.926270 Iteration 14Q: 3 clusters Score -5262580 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15246 members Mstep: Class 2 contains 16733 members Entering Unmasked Estep Score: -5262589.500000 Penalty: 5144.926270 Iteration 15Q: 3 clusters Score -5262590 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15353 members Mstep: Class 2 contains 16626 members Entering Unmasked Estep Score: -5262604.500000 Penalty: 5144.926270 Iteration 16Q: 3 clusters Score -5262604 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15447 members Mstep: Class 2 contains 16532 members Entering Unmasked Estep Score: -5262627.000000 Penalty: 5144.926270 Iteration 17Q: 3 clusters Score -5262627 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -5262630.000000 Penalty: 5144.926270 Iteration 18Q: 3 clusters Score -5262630 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15589 members Mstep: Class 2 contains 16390 members Entering Unmasked Estep Score: -5262642.000000 Penalty: 5144.926270 Iteration 19Q: 3 clusters Score -5262642 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15653 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -5262672.000000 Penalty: 5144.926270 Iteration 20F: 3 clusters Score -5262672 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15728 members Mstep: Class 2 contains 16251 members Entering Unmasked Estep Score: -5262657.500000 Penalty: 5144.926270 Iteration 21Q: 3 clusters Score -5262658 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 16182 members Entering Unmasked Estep Score: -5262669.000000 Penalty: 5144.926270 Iteration 22Q: 3 clusters Score -5262669 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15862 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -5262679.000000 Penalty: 5144.926270 Iteration 23Q: 3 clusters Score -5262679 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -5262705.500000 Penalty: 5144.926270 Iteration 24Q: 3 clusters Score -5262706 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15979 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -5262722.000000 Penalty: 5144.926270 Iteration 25Q: 3 clusters Score -5262722 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 15938 members Entering Unmasked Estep Score: -5262715.000000 Penalty: 5144.926270 Iteration 26Q: 3 clusters Score -5262715 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 15887 members Entering Unmasked Estep Score: -5262720.000000 Penalty: 5144.926270 Iteration 27Q: 3 clusters Score -5262720 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16146 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -5262711.000000 Penalty: 5144.926270 Iteration 28Q: 3 clusters Score -5262711 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16205 members Mstep: Class 2 contains 15774 members Entering Unmasked Estep Score: -5262708.000000 Penalty: 5144.926270 Iteration 29Q: 3 clusters Score -5262708 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 15718 members Entering Unmasked Estep Score: -5262725.500000 Penalty: 5144.926270 Iteration 30Q: 3 clusters Score -5262726 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 15673 members Entering Unmasked Estep Score: -5262714.000000 Penalty: 5144.926270 Iteration 31Q: 3 clusters Score -5262714 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 15637 members Entering Unmasked Estep Score: -5262723.000000 Penalty: 5144.926270 Iteration 32Q: 3 clusters Score -5262723 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16384 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -5262719.500000 Penalty: 5144.926270 Iteration 33Q: 3 clusters Score -5262720 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 15567 members Entering Unmasked Estep Score: -5262721.500000 Penalty: 5144.926270 Iteration 34Q: 3 clusters Score -5262722 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16443 members Mstep: Class 2 contains 15536 members Entering Unmasked Estep Score: -5262714.000000 Penalty: 5144.926270 Iteration 35Q: 3 clusters Score -5262714 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 15514 members Entering Unmasked Estep Score: -5262715.000000 Penalty: 5144.926270 Iteration 36Q: 3 clusters Score -5262715 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16495 members Mstep: Class 2 contains 15484 members Entering Unmasked Estep Score: -5262721.000000 Penalty: 5144.926270 Iteration 37Q: 3 clusters Score -5262721 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16524 members Mstep: Class 2 contains 15455 members Entering Unmasked Estep Score: -5262733.500000 Penalty: 5144.926270 Iteration 38Q: 3 clusters Score -5262734 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 15423 members Entering Unmasked Estep Score: -5262736.500000 Penalty: 5144.926270 Iteration 39Q: 3 clusters Score -5262736 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 15403 members Entering Unmasked Estep Score: -5262730.000000 Penalty: 5144.926270 Iteration 40F: 3 clusters Score -5262730 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 15386 members Entering Unmasked Estep Score: -5262726.500000 Penalty: 5144.926270 Iteration 41Q: 3 clusters Score -5262726 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -5262737.500000 Penalty: 5144.926270 Iteration 42Q: 3 clusters Score -5262738 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -5262736.500000 Penalty: 5144.926270 Iteration 43Q: 3 clusters Score -5262736 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16656 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -5262731.500000 Penalty: 5144.926270 Iteration 44Q: 3 clusters Score -5262732 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16683 members Mstep: Class 2 contains 15296 members Entering Unmasked Estep Score: -5262739.500000 Penalty: 5144.926270 Iteration 45Q: 3 clusters Score -5262740 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16707 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -5262752.000000 Penalty: 5144.926270 Iteration 46Q: 3 clusters Score -5262752 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16734 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -5262754.500000 Penalty: 5144.926270 Iteration 47Q: 3 clusters Score -5262754 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16763 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -5262743.000000 Penalty: 5144.926270 Iteration 48Q: 3 clusters Score -5262743 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16795 members Mstep: Class 2 contains 15184 members Entering Unmasked Estep Score: -5262749.000000 Penalty: 5144.926270 Iteration 49Q: 3 clusters Score -5262749 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16837 members Mstep: Class 2 contains 15142 members Entering Unmasked Estep Score: -5262761.500000 Penalty: 5144.926270 Iteration 50Q: 3 clusters Score -5262762 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 15099 members Entering Unmasked Estep Score: -5262768.500000 Penalty: 5144.926270 Iteration 51Q: 3 clusters Score -5262768 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -5262772.500000 Penalty: 5144.926270 Iteration 52Q: 3 clusters Score -5262772 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -5262782.000000 Penalty: 5144.926270 Iteration 53Q: 3 clusters Score -5262782 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 14988 members Entering Unmasked Estep Score: -5262773.500000 Penalty: 5144.926270 Iteration 54Q: 3 clusters Score -5262774 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Mstep: Class 2 contains 14951 members Entering Unmasked Estep Score: -5262771.000000 Penalty: 5144.926270 Iteration 55Q: 3 clusters Score -5262771 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17067 members Mstep: Class 2 contains 14912 members Entering Unmasked Estep Score: -5262772.000000 Penalty: 5144.926270 Iteration 56Q: 3 clusters Score -5262772 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 14876 members Entering Unmasked Estep Score: -5262783.500000 Penalty: 5144.926270 Iteration 57Q: 3 clusters Score -5262784 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17152 members Mstep: Class 2 contains 14827 members Entering Unmasked Estep Score: -5262792.500000 Penalty: 5144.926270 Iteration 58Q: 3 clusters Score -5262792 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17198 members Mstep: Class 2 contains 14781 members Entering Unmasked Estep Score: -5262798.000000 Penalty: 5144.926270 Iteration 59Q: 3 clusters Score -5262798 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17244 members Mstep: Class 2 contains 14735 members Entering Unmasked Estep Score: -5262801.000000 Penalty: 5144.926270 Iteration 60F: 3 clusters Score -5262801 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -5262801.000000 Penalty: 5144.926270 Iteration 61Q: 3 clusters Score -5262801 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17343 members Mstep: Class 2 contains 14636 members Entering Unmasked Estep Score: -5262807.000000 Penalty: 5144.926270 Iteration 62Q: 3 clusters Score -5262807 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17390 members Mstep: Class 2 contains 14589 members Entering Unmasked Estep Score: -5262815.500000 Penalty: 5144.926270 Iteration 63Q: 3 clusters Score -5262816 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17433 members Mstep: Class 2 contains 14546 members Entering Unmasked Estep Score: -5262833.500000 Penalty: 5144.926270 Iteration 64Q: 3 clusters Score -5262834 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17486 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -5262825.500000 Penalty: 5144.926270 Iteration 65Q: 3 clusters Score -5262826 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -5262829.000000 Penalty: 5144.926270 Iteration 66Q: 3 clusters Score -5262829 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17610 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -5262825.500000 Penalty: 5144.926270 Iteration 67Q: 3 clusters Score -5262826 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -5262849.500000 Penalty: 5144.926270 Iteration 68Q: 3 clusters Score -5262850 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17729 members Mstep: Class 2 contains 14250 members Entering Unmasked Estep Score: -5262863.000000 Penalty: 5144.926270 Iteration 69Q: 3 clusters Score -5262863 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17798 members Mstep: Class 2 contains 14181 members Entering Unmasked Estep Score: -5262868.000000 Penalty: 5144.926270 Iteration 70Q: 3 clusters Score -5262868 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -5262878.000000 Penalty: 5144.926270 Iteration 71Q: 3 clusters Score -5262878 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -5262889.500000 Penalty: 5144.926270 Iteration 72Q: 3 clusters Score -5262890 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -5262880.000000 Penalty: 5144.926270 Iteration 73Q: 3 clusters Score -5262880 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -5262905.500000 Penalty: 5144.926270 Iteration 74Q: 3 clusters Score -5262906 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18184 members Mstep: Class 2 contains 13795 members Entering Unmasked Estep Score: -5262920.500000 Penalty: 5144.926270 Iteration 75Q: 3 clusters Score -5262920 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18268 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -5262924.000000 Penalty: 5144.926270 Iteration 76Q: 3 clusters Score -5262924 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 13631 members Entering Unmasked Estep Score: -5262939.500000 Penalty: 5144.926270 Iteration 77Q: 3 clusters Score -5262940 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 13554 members Entering Unmasked Estep Score: -5262956.000000 Penalty: 5144.926270 Iteration 78Q: 3 clusters Score -5262956 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Mstep: Class 2 contains 13481 members Entering Unmasked Estep Score: -5262966.000000 Penalty: 5144.926270 Iteration 79Q: 3 clusters Score -5262966 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18563 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -5262967.500000 Penalty: 5144.926270 Iteration 80F: 3 clusters Score -5262968 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18623 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -5262974.500000 Penalty: 5144.926270 Iteration 81Q: 3 clusters Score -5262974 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -5262963.500000 Penalty: 5144.926270 Iteration 82Q: 3 clusters Score -5262964 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18745 members Mstep: Class 2 contains 13234 members Entering Unmasked Estep Score: -5262979.500000 Penalty: 5144.926270 Iteration 83Q: 3 clusters Score -5262980 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18800 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -5262979.000000 Penalty: 5144.926270 Iteration 84Q: 3 clusters Score -5262979 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18847 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -5262980.500000 Penalty: 5144.926270 Iteration 85Q: 3 clusters Score -5262980 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18888 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -5262982.500000 Penalty: 5144.926270 Iteration 86Q: 3 clusters Score -5262982 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18920 members Mstep: Class 2 contains 13059 members Entering Unmasked Estep Score: -5262981.500000 Penalty: 5144.926270 Iteration 87Q: 3 clusters Score -5262982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18951 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -5262993.000000 Penalty: 5144.926270 Iteration 88Q: 3 clusters Score -5262993 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18988 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -5262990.500000 Penalty: 5144.926270 Iteration 89Q: 3 clusters Score -5262990 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -5262996.500000 Penalty: 5144.926270 Iteration 90Q: 3 clusters Score -5262996 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -5263005.000000 Penalty: 5144.926270 Iteration 91Q: 3 clusters Score -5263005 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19059 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -5263002.000000 Penalty: 5144.926270 Iteration 92Q: 3 clusters Score -5263002 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19075 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -5262997.500000 Penalty: 5144.926270 Iteration 93Q: 3 clusters Score -5262998 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19091 members Mstep: Class 2 contains 12888 members Entering Unmasked Estep Score: -5263001.000000 Penalty: 5144.926270 Iteration 94Q: 3 clusters Score -5263001 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -5262997.500000 Penalty: 5144.926270 Iteration 95Q: 3 clusters Score -5262998 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 12851 members Entering Unmasked Estep Score: -5263003.500000 Penalty: 5144.926270 Iteration 96Q: 3 clusters Score -5263004 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19143 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -5263006.000000 Penalty: 5144.926270 Iteration 97Q: 3 clusters Score -5263006 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19157 members Mstep: Class 2 contains 12822 members Entering Unmasked Estep Score: -5263005.000000 Penalty: 5144.926270 Iteration 98Q: 3 clusters Score -5263005 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19171 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -5263001.000000 Penalty: 5144.926270 Iteration 99Q: 3 clusters Score -5263001 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19184 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -5263005.500000 Penalty: 5144.926270 Iteration 100F: 3 clusters Score -5263006 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19194 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -5263000.000000 Penalty: 5144.926270 Iteration 101Q: 3 clusters Score -5263000 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19204 members Mstep: Class 2 contains 12775 members Entering Unmasked Estep Score: -5263005.500000 Penalty: 5144.926270 Iteration 102Q: 3 clusters Score -5263006 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19215 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -5263005.500000 Penalty: 5144.926270 Iteration 103Q: 3 clusters Score -5263006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19224 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -5263008.000000 Penalty: 5144.926270 Iteration 104Q: 3 clusters Score -5263008 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19240 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -5263014.000000 Penalty: 5144.926270 Iteration 105Q: 3 clusters Score -5263014 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19254 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -5263005.500000 Penalty: 5144.926270 Iteration 106Q: 3 clusters Score -5263006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 12712 members Entering Unmasked Estep Score: -5263005.000000 Penalty: 5144.926270 Iteration 107Q: 3 clusters Score -5263005 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19279 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -5262999.500000 Penalty: 5144.926270 Iteration 108Q: 3 clusters Score -5263000 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19297 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -5263006.500000 Penalty: 5144.926270 Iteration 109Q: 3 clusters Score -5263006 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19313 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -5262997.500000 Penalty: 5144.926270 Iteration 110Q: 3 clusters Score -5262998 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19336 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -5263014.500000 Penalty: 5144.926270 Iteration 111Q: 3 clusters Score -5263014 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19364 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -5263008.500000 Penalty: 5144.926270 Iteration 112Q: 3 clusters Score -5263008 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19385 members Mstep: Class 2 contains 12594 members Entering Unmasked Estep Score: -5263001.500000 Penalty: 5144.926270 Iteration 113Q: 3 clusters Score -5263002 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -5262994.500000 Penalty: 5144.926270 Iteration 114Q: 3 clusters Score -5262994 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19415 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -5262995.000000 Penalty: 5144.926270 Iteration 115Q: 3 clusters Score -5262995 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19427 members Mstep: Class 2 contains 12552 members Entering Unmasked Estep Score: -5262989.000000 Penalty: 5144.926270 Iteration 116Q: 3 clusters Score -5262989 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19433 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -5262989.500000 Penalty: 5144.926270 Iteration 117Q: 3 clusters Score -5262990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19440 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -5263002.000000 Penalty: 5144.926270 Iteration 118Q: 3 clusters Score -5263002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19447 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -5262998.000000 Penalty: 5144.926270 Iteration 119Q: 3 clusters Score -5262998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19454 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -5263004.500000 Penalty: 5144.926270 Iteration 120F: 3 clusters Score -5263004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19458 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -5263005.500000 Penalty: 5144.926270 Iteration 121Q: 3 clusters Score -5263006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19460 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -5263004.000000 Penalty: 5144.926270 Iteration 122Q: 3 clusters Score -5263004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19465 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -5263004.000000 Penalty: 5144.926270 Iteration 123Q: 3 clusters Score -5263004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19469 members Mstep: Class 2 contains 12510 members Entering Unmasked Estep Score: -5263002.500000 Penalty: 5144.926270 Iteration 124Q: 3 clusters Score -5263002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19470 members Mstep: Class 2 contains 12509 members Entering Unmasked Estep Score: -5263009.000000 Penalty: 5144.926270 Iteration 125Q: 3 clusters Score -5263009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19472 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -5263012.500000 Penalty: 5144.926270 Iteration 126Q: 3 clusters Score -5263012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19473 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -5263010.000000 Penalty: 5144.926270 Iteration 127Q: 3 clusters Score -5263010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19476 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -5263009.500000 Penalty: 5144.926270 Iteration 128Q: 3 clusters Score -5263010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19479 members Mstep: Class 2 contains 12500 members Entering Unmasked Estep Score: -5263011.500000 Penalty: 5144.926270 Iteration 129Q: 3 clusters Score -5263012 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -5263010.000000 Penalty: 5144.926270 Iteration 130Q: 3 clusters Score -5263010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19485 members Mstep: Class 2 contains 12494 members Entering Unmasked Estep Score: -5263006.500000 Penalty: 5144.926270 Iteration 131Q: 3 clusters Score -5263006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19486 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -5263001.500000 Penalty: 5144.926270 Iteration 132Q: 3 clusters Score -5263002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19486 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -5263001.500000 Penalty: 5144.926270 Iteration 133F: 3 clusters Score -5263002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 8 contains 894 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14413 members Mstep: Class 15 contains 2225 members Mstep: Class 16 contains 1514 members Mstep: Class 17 contains 19486 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 4481 members Mstep: Class 22 contains 14297 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 50619 members Mstep: Class 25 contains 3780 members Mstep: Class 26 contains 13658 members Mstep: Class 27 contains 12493 members Entering Unmasked Estep Score: -51758364.000000 Penalty: 84936.867188 Splitting cluster 17 changes total score from -51641660.000000 to -51758364.000000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 1973 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 60290 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 46107 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14413 members Mstep: Class 15 contains 2225 members Mstep: Class 16 contains 1514 members Mstep: Class 17 contains 19486 members Entering Unmasked Estep ConsiderDeletion Score: -51767072.000000 Penalty: 84936.867188 Iteration 39Q: 28 clusters Score -5.176707e+07 nChanged 9634 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 926 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 24495 members Mstep: Class 7 contains 61174 members Mstep: Class 8 contains 896 members Mstep: Class 9 contains 210 members Mstep: Class 10 contains 47272 members Mstep: Class 11 contains 6672 members Mstep: Class 12 contains 14176 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 15293 members Mstep: Class 15 contains 2393 members Mstep: Class 16 contains 1964 members Mstep: Class 17 contains 20225 members Mstep: Class 18 contains 10057 members Mstep: Class 19 contains 323 members Mstep: Class 20 contains 16921 members Mstep: Class 21 contains 4336 members Mstep: Class 22 contains 14127 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 47942 members Mstep: Class 25 contains 3664 members Mstep: Class 26 contains 13047 members Mstep: Class 27 contains 12472 members Entering Unmasked Estep ConsiderDeletion Score: -51776768.000000 Penalty: 84936.867188 Iteration 40F: 28 clusters Score -5.177677e+07 nChanged 9605 Entering Unmasked Mstep Mstep: Class 0 contains 264 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 940 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 24187 members Mstep: Class 7 contains 60848 members Mstep: Class 8 contains 895 members Mstep: Class 9 contains 227 members Mstep: Class 10 contains 45739 members Mstep: Class 11 contains 6815 members Mstep: Class 12 contains 13994 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14679 members Mstep: Class 15 contains 2540 members Mstep: Class 16 contains 2194 members Mstep: Class 17 contains 20499 members Mstep: Class 18 contains 10022 members Mstep: Class 19 contains 351 members Mstep: Class 20 contains 17578 members Mstep: Class 21 contains 4710 members Mstep: Class 22 contains 13946 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 48915 members Mstep: Class 25 contains 3891 members Mstep: Class 26 contains 13229 members Mstep: Class 27 contains 12483 members Entering Unmasked Estep ConsiderDeletion Score: -51780892.000000 Penalty: 84936.867188 Iteration 41Q: 28 clusters Score -5.178089e+07 nChanged 5627 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 949 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 24045 members Mstep: Class 7 contains 60631 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 230 members Mstep: Class 10 contains 44215 members Mstep: Class 11 contains 6966 members Mstep: Class 12 contains 13873 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 14278 members Mstep: Class 15 contains 2654 members Mstep: Class 16 contains 2421 members Mstep: Class 17 contains 20672 members Mstep: Class 18 contains 10026 members Mstep: Class 19 contains 364 members Mstep: Class 20 contains 18036 members Mstep: Class 21 contains 4883 members Mstep: Class 22 contains 13812 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 49800 members Mstep: Class 25 contains 4052 members Mstep: Class 26 contains 13389 members Mstep: Class 27 contains 12515 members Entering Unmasked Estep ConsiderDeletion Score: -51782712.000000 Penalty: 84936.867188 Iteration 42Q: 28 clusters Score -5.178271e+07 nChanged 4277 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 357 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23972 members Mstep: Class 7 contains 60514 members Mstep: Class 8 contains 900 members Mstep: Class 9 contains 232 members Mstep: Class 10 contains 42820 members Mstep: Class 11 contains 7100 members Mstep: Class 12 contains 13769 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 13916 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 2625 members Mstep: Class 17 contains 20802 members Mstep: Class 18 contains 10031 members Mstep: Class 19 contains 369 members Mstep: Class 20 contains 18408 members Mstep: Class 21 contains 4968 members Mstep: Class 22 contains 13731 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 50549 members Mstep: Class 25 contains 4182 members Mstep: Class 26 contains 13574 members Mstep: Class 27 contains 12550 members Entering Unmasked Estep ConsiderDeletion Score: -51783732.000000 Penalty: 84936.867188 Iteration 43Q: 28 clusters Score -5.178373e+07 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 965 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 60417 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 235 members Mstep: Class 10 contains 41454 members Mstep: Class 11 contains 7189 members Mstep: Class 12 contains 13693 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 13632 members Mstep: Class 15 contains 2831 members Mstep: Class 16 contains 2788 members Mstep: Class 17 contains 20919 members Mstep: Class 18 contains 10067 members Mstep: Class 19 contains 373 members Mstep: Class 20 contains 18719 members Mstep: Class 21 contains 5029 members Mstep: Class 22 contains 13672 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 51275 members Mstep: Class 25 contains 4295 members Mstep: Class 26 contains 13798 members Mstep: Class 27 contains 12567 members Entering Unmasked Estep ConsiderDeletion Score: -51784760.000000 Penalty: 84936.867188 Iteration 44Q: 28 clusters Score -5.178476e+07 nChanged 3240 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23874 members Mstep: Class 7 contains 60326 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 235 members Mstep: Class 10 contains 40134 members Mstep: Class 11 contains 7248 members Mstep: Class 12 contains 13636 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 13378 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 2930 members Mstep: Class 17 contains 21006 members Mstep: Class 18 contains 10090 members Mstep: Class 19 contains 375 members Mstep: Class 20 contains 18988 members Mstep: Class 21 contains 5085 members Mstep: Class 22 contains 13625 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 52050 members Mstep: Class 25 contains 4401 members Mstep: Class 26 contains 14011 members Mstep: Class 27 contains 12581 members Entering Unmasked Estep ConsiderDeletion Score: -51785632.000000 Penalty: 84936.867188 Iteration 45Q: 28 clusters Score -5.178563e+07 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 985 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23851 members Mstep: Class 7 contains 60295 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 38844 members Mstep: Class 11 contains 7288 members Mstep: Class 12 contains 13584 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 13134 members Mstep: Class 15 contains 2939 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 21072 members Mstep: Class 18 contains 10115 members Mstep: Class 19 contains 375 members Mstep: Class 20 contains 19225 members Mstep: Class 21 contains 5117 members Mstep: Class 22 contains 13585 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 52827 members Mstep: Class 25 contains 4527 members Mstep: Class 26 contains 14209 members Mstep: Class 27 contains 12593 members Entering Unmasked Estep ConsiderDeletion Score: -51786272.000000 Penalty: 84936.867188 Iteration 46Q: 28 clusters Score -5.178627e+07 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 994 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23814 members Mstep: Class 7 contains 60261 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 37711 members Mstep: Class 11 contains 7317 members Mstep: Class 12 contains 13538 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12893 members Mstep: Class 15 contains 2985 members Mstep: Class 16 contains 3131 members Mstep: Class 17 contains 21112 members Mstep: Class 18 contains 10137 members Mstep: Class 19 contains 376 members Mstep: Class 20 contains 19457 members Mstep: Class 21 contains 5152 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 53520 members Mstep: Class 25 contains 4664 members Mstep: Class 26 contains 14392 members Mstep: Class 27 contains 12604 members Entering Unmasked Estep ConsiderDeletion Score: -51787052.000000 Penalty: 84936.867188 Iteration 47Q: 28 clusters Score -5.178705e+07 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 999 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23787 members Mstep: Class 7 contains 60187 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 36657 members Mstep: Class 11 contains 7337 members Mstep: Class 12 contains 13507 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12696 members Mstep: Class 15 contains 3017 members Mstep: Class 16 contains 3208 members Mstep: Class 17 contains 21148 members Mstep: Class 18 contains 10170 members Mstep: Class 19 contains 378 members Mstep: Class 20 contains 19642 members Mstep: Class 21 contains 5187 members Mstep: Class 22 contains 13512 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 54149 members Mstep: Class 25 contains 4775 members Mstep: Class 26 contains 14623 members Mstep: Class 27 contains 12629 members Entering Unmasked Estep ConsiderDeletion Score: -51787252.000000 Penalty: 84936.867188 Iteration 48Q: 28 clusters Score -5.178725e+07 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1004 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23774 members Mstep: Class 7 contains 60113 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 35705 members Mstep: Class 11 contains 7360 members Mstep: Class 12 contains 13472 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12541 members Mstep: Class 15 contains 3053 members Mstep: Class 16 contains 3259 members Mstep: Class 17 contains 21181 members Mstep: Class 18 contains 10215 members Mstep: Class 19 contains 380 members Mstep: Class 20 contains 19804 members Mstep: Class 21 contains 5220 members Mstep: Class 22 contains 13479 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 54718 members Mstep: Class 25 contains 4865 members Mstep: Class 26 contains 14822 members Mstep: Class 27 contains 12649 members Entering Unmasked Estep ConsiderDeletion Score: -51787652.000000 Penalty: 84936.867188 Iteration 49Q: 28 clusters Score -5.178765e+07 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1008 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23774 members Mstep: Class 7 contains 60033 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 34806 members Mstep: Class 11 contains 7389 members Mstep: Class 12 contains 13442 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12400 members Mstep: Class 15 contains 3083 members Mstep: Class 16 contains 3312 members Mstep: Class 17 contains 21196 members Mstep: Class 18 contains 10270 members Mstep: Class 19 contains 384 members Mstep: Class 20 contains 19960 members Mstep: Class 21 contains 5240 members Mstep: Class 22 contains 13447 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 55232 members Mstep: Class 25 contains 4964 members Mstep: Class 26 contains 15005 members Mstep: Class 27 contains 12674 members Entering Unmasked Estep ConsiderDeletion Score: -51788128.000000 Penalty: 84936.867188 Iteration 50Q: 28 clusters Score -5.178813e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1011 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23761 members Mstep: Class 7 contains 59978 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 34013 members Mstep: Class 11 contains 7415 members Mstep: Class 12 contains 13415 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12282 members Mstep: Class 15 contains 3107 members Mstep: Class 16 contains 3349 members Mstep: Class 17 contains 21218 members Mstep: Class 18 contains 10317 members Mstep: Class 19 contains 385 members Mstep: Class 20 contains 20110 members Mstep: Class 21 contains 5255 members Mstep: Class 22 contains 13436 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 55673 members Mstep: Class 25 contains 5028 members Mstep: Class 26 contains 15174 members Mstep: Class 27 contains 12693 members Entering Unmasked Estep ConsiderDeletion Score: -51788356.000000 Penalty: 84936.867188 Iteration 51Q: 28 clusters Score -5.178836e+07 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1013 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23751 members Mstep: Class 7 contains 59922 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 33285 members Mstep: Class 11 contains 7442 members Mstep: Class 12 contains 13403 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12180 members Mstep: Class 15 contains 3117 members Mstep: Class 16 contains 3369 members Mstep: Class 17 contains 21219 members Mstep: Class 18 contains 10353 members Mstep: Class 19 contains 387 members Mstep: Class 20 contains 20238 members Mstep: Class 21 contains 5273 members Mstep: Class 22 contains 13428 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 56024 members Mstep: Class 25 contains 5096 members Mstep: Class 26 contains 15414 members Mstep: Class 27 contains 12709 members Entering Unmasked Estep ConsiderDeletion Score: -51788712.000000 Penalty: 84936.867188 Iteration 52Q: 28 clusters Score -5.178871e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1015 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23746 members Mstep: Class 7 contains 59860 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 32615 members Mstep: Class 11 contains 7446 members Mstep: Class 12 contains 13394 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 12080 members Mstep: Class 15 contains 3125 members Mstep: Class 16 contains 3395 members Mstep: Class 17 contains 21226 members Mstep: Class 18 contains 10403 members Mstep: Class 19 contains 389 members Mstep: Class 20 contains 20365 members Mstep: Class 21 contains 5286 members Mstep: Class 22 contains 13410 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 56338 members Mstep: Class 25 contains 5208 members Mstep: Class 26 contains 15611 members Mstep: Class 27 contains 12714 members Entering Unmasked Estep ConsiderDeletion Score: -51788728.000000 Penalty: 84936.867188 Iteration 53Q: 28 clusters Score -5.178873e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1017 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23744 members Mstep: Class 7 contains 59797 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 32054 members Mstep: Class 11 contains 7461 members Mstep: Class 12 contains 13386 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11991 members Mstep: Class 15 contains 3133 members Mstep: Class 16 contains 3415 members Mstep: Class 17 contains 21216 members Mstep: Class 18 contains 10462 members Mstep: Class 19 contains 393 members Mstep: Class 20 contains 20488 members Mstep: Class 21 contains 5298 members Mstep: Class 22 contains 13395 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 56554 members Mstep: Class 25 contains 5300 members Mstep: Class 26 contains 15803 members Mstep: Class 27 contains 12725 members Entering Unmasked Estep ConsiderDeletion Score: -51789108.000000 Penalty: 84936.867188 Iteration 54Q: 28 clusters Score -5.178911e+07 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1017 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23739 members Mstep: Class 7 contains 59729 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 31543 members Mstep: Class 11 contains 7483 members Mstep: Class 12 contains 13378 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11905 members Mstep: Class 15 contains 3141 members Mstep: Class 16 contains 3425 members Mstep: Class 17 contains 21215 members Mstep: Class 18 contains 10510 members Mstep: Class 19 contains 395 members Mstep: Class 20 contains 20599 members Mstep: Class 21 contains 5307 members Mstep: Class 22 contains 13382 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 56718 members Mstep: Class 25 contains 5382 members Mstep: Class 26 contains 16015 members Mstep: Class 27 contains 12746 members Entering Unmasked Estep ConsiderDeletion Score: -51789132.000000 Penalty: 84936.867188 Iteration 55Q: 28 clusters Score -5.178913e+07 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1020 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23750 members Mstep: Class 7 contains 59659 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 31043 members Mstep: Class 11 contains 7500 members Mstep: Class 12 contains 13370 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11839 members Mstep: Class 15 contains 3149 members Mstep: Class 16 contains 3424 members Mstep: Class 17 contains 21230 members Mstep: Class 18 contains 10558 members Mstep: Class 19 contains 395 members Mstep: Class 20 contains 20692 members Mstep: Class 21 contains 5318 members Mstep: Class 22 contains 13360 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 56888 members Mstep: Class 25 contains 5460 members Mstep: Class 26 contains 16221 members Mstep: Class 27 contains 12756 members Entering Unmasked Estep ConsiderDeletion Score: -51789160.000000 Penalty: 84936.867188 Iteration 56Q: 28 clusters Score -5.178916e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1021 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23757 members Mstep: Class 7 contains 59573 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 30563 members Mstep: Class 11 contains 7508 members Mstep: Class 12 contains 13361 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11771 members Mstep: Class 15 contains 3158 members Mstep: Class 16 contains 3424 members Mstep: Class 17 contains 21240 members Mstep: Class 18 contains 10620 members Mstep: Class 19 contains 397 members Mstep: Class 20 contains 20781 members Mstep: Class 21 contains 5333 members Mstep: Class 22 contains 13351 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57052 members Mstep: Class 25 contains 5535 members Mstep: Class 26 contains 16420 members Mstep: Class 27 contains 12768 members Entering Unmasked Estep ConsiderDeletion Score: -51789376.000000 Penalty: 84936.867188 Iteration 57Q: 28 clusters Score -5.178938e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1024 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23768 members Mstep: Class 7 contains 59487 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 30106 members Mstep: Class 11 contains 7522 members Mstep: Class 12 contains 13354 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11708 members Mstep: Class 15 contains 3166 members Mstep: Class 16 contains 3421 members Mstep: Class 17 contains 21245 members Mstep: Class 18 contains 10662 members Mstep: Class 19 contains 397 members Mstep: Class 20 contains 20870 members Mstep: Class 21 contains 5345 members Mstep: Class 22 contains 13336 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57224 members Mstep: Class 25 contains 5600 members Mstep: Class 26 contains 16616 members Mstep: Class 27 contains 12782 members Entering Unmasked Estep ConsiderDeletion Score: -51789648.000000 Penalty: 84936.867188 Iteration 58Q: 28 clusters Score -5.178965e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1027 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23771 members Mstep: Class 7 contains 59428 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 29660 members Mstep: Class 11 contains 7538 members Mstep: Class 12 contains 13342 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11637 members Mstep: Class 15 contains 3179 members Mstep: Class 16 contains 3408 members Mstep: Class 17 contains 21247 members Mstep: Class 18 contains 10711 members Mstep: Class 19 contains 397 members Mstep: Class 20 contains 20966 members Mstep: Class 21 contains 5353 members Mstep: Class 22 contains 13310 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57396 members Mstep: Class 25 contains 5660 members Mstep: Class 26 contains 16817 members Mstep: Class 27 contains 12789 members Entering Unmasked Estep ConsiderDeletion Score: -51789756.000000 Penalty: 84936.867188 Iteration 59Q: 28 clusters Score -5.178976e+07 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1027 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23779 members Mstep: Class 7 contains 59344 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 237 members Mstep: Class 10 contains 29267 members Mstep: Class 11 contains 7542 members Mstep: Class 12 contains 13332 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11576 members Mstep: Class 15 contains 3189 members Mstep: Class 16 contains 3411 members Mstep: Class 17 contains 21237 members Mstep: Class 18 contains 10752 members Mstep: Class 19 contains 399 members Mstep: Class 20 contains 21047 members Mstep: Class 21 contains 5364 members Mstep: Class 22 contains 13292 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57521 members Mstep: Class 25 contains 5742 members Mstep: Class 26 contains 17023 members Mstep: Class 27 contains 12793 members Entering Unmasked Estep ConsiderDeletion Score: -51790156.000000 Penalty: 84936.867188 Iteration 60F: 28 clusters Score -5.179016e+07 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 257 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1026 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 357 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23786 members Mstep: Class 7 contains 59269 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 243 members Mstep: Class 10 contains 28888 members Mstep: Class 11 contains 7545 members Mstep: Class 12 contains 13331 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11526 members Mstep: Class 15 contains 3191 members Mstep: Class 16 contains 3433 members Mstep: Class 17 contains 21221 members Mstep: Class 18 contains 10778 members Mstep: Class 19 contains 399 members Mstep: Class 20 contains 21113 members Mstep: Class 21 contains 5374 members Mstep: Class 22 contains 13268 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57677 members Mstep: Class 25 contains 5804 members Mstep: Class 26 contains 17207 members Mstep: Class 27 contains 12797 members Entering Unmasked Estep ConsiderDeletion Score: -51790740.000000 Penalty: 84936.867188 Iteration 61Q: 28 clusters Score -5.179074e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1025 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 355 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23783 members Mstep: Class 7 contains 59227 members Mstep: Class 8 contains 903 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 28533 members Mstep: Class 11 contains 7546 members Mstep: Class 12 contains 13326 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11478 members Mstep: Class 15 contains 3197 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 21225 members Mstep: Class 18 contains 10801 members Mstep: Class 19 contains 402 members Mstep: Class 20 contains 21183 members Mstep: Class 21 contains 5385 members Mstep: Class 22 contains 13253 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57816 members Mstep: Class 25 contains 5857 members Mstep: Class 26 contains 17342 members Mstep: Class 27 contains 12795 members Entering Unmasked Estep ConsiderDeletion Score: -51790716.000000 Penalty: 84936.867188 Iteration 62Q: 28 clusters Score -5.179072e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1026 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 352 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23784 members Mstep: Class 7 contains 59213 members Mstep: Class 8 contains 906 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 28200 members Mstep: Class 11 contains 7561 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11437 members Mstep: Class 15 contains 3199 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 21225 members Mstep: Class 18 contains 10824 members Mstep: Class 19 contains 404 members Mstep: Class 20 contains 21243 members Mstep: Class 21 contains 5391 members Mstep: Class 22 contains 13231 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 57912 members Mstep: Class 25 contains 5913 members Mstep: Class 26 contains 17474 members Mstep: Class 27 contains 12798 members Entering Unmasked Estep ConsiderDeletion Score: -51790812.000000 Penalty: 84936.867188 Iteration 63Q: 28 clusters Score -5.179081e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1032 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23788 members Mstep: Class 7 contains 59200 members Mstep: Class 8 contains 908 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 27894 members Mstep: Class 11 contains 7569 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11410 members Mstep: Class 15 contains 3199 members Mstep: Class 16 contains 3485 members Mstep: Class 17 contains 21226 members Mstep: Class 18 contains 10838 members Mstep: Class 19 contains 405 members Mstep: Class 20 contains 21289 members Mstep: Class 21 contains 5398 members Mstep: Class 22 contains 13220 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58007 members Mstep: Class 25 contains 5976 members Mstep: Class 26 contains 17577 members Mstep: Class 27 contains 12799 members Entering Unmasked Estep ConsiderDeletion Score: -51791028.000000 Penalty: 84936.867188 Iteration 64Q: 28 clusters Score -5.179103e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1039 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 348 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23786 members Mstep: Class 7 contains 59178 members Mstep: Class 8 contains 910 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 27576 members Mstep: Class 11 contains 7581 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11405 members Mstep: Class 15 contains 3199 members Mstep: Class 16 contains 3492 members Mstep: Class 17 contains 21218 members Mstep: Class 18 contains 10848 members Mstep: Class 19 contains 407 members Mstep: Class 20 contains 21312 members Mstep: Class 21 contains 5406 members Mstep: Class 22 contains 13212 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58133 members Mstep: Class 25 contains 6047 members Mstep: Class 26 contains 17681 members Mstep: Class 27 contains 12801 members Entering Unmasked Estep ConsiderDeletion Score: -51791012.000000 Penalty: 84936.867188 Iteration 65Q: 28 clusters Score -5.179101e+07 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 346 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23783 members Mstep: Class 7 contains 59170 members Mstep: Class 8 contains 912 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 27273 members Mstep: Class 11 contains 7586 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11389 members Mstep: Class 15 contains 3199 members Mstep: Class 16 contains 3508 members Mstep: Class 17 contains 21205 members Mstep: Class 18 contains 10854 members Mstep: Class 19 contains 409 members Mstep: Class 20 contains 21348 members Mstep: Class 21 contains 5414 members Mstep: Class 22 contains 13203 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58221 members Mstep: Class 25 contains 6127 members Mstep: Class 26 contains 17799 members Mstep: Class 27 contains 12796 members Entering Unmasked Estep ConsiderDeletion Score: -51791084.000000 Penalty: 84936.867188 Iteration 66Q: 28 clusters Score -5.179108e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1050 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 343 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23779 members Mstep: Class 7 contains 59161 members Mstep: Class 8 contains 915 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 26949 members Mstep: Class 11 contains 7599 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11365 members Mstep: Class 15 contains 3199 members Mstep: Class 16 contains 3518 members Mstep: Class 17 contains 21196 members Mstep: Class 18 contains 10867 members Mstep: Class 19 contains 411 members Mstep: Class 20 contains 21380 members Mstep: Class 21 contains 5425 members Mstep: Class 22 contains 13198 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58317 members Mstep: Class 25 contains 6209 members Mstep: Class 26 contains 17917 members Mstep: Class 27 contains 12795 members Entering Unmasked Estep ConsiderDeletion Score: -51791080.000000 Penalty: 84936.867188 Iteration 67Q: 28 clusters Score -5.179108e+07 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1060 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 341 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23779 members Mstep: Class 7 contains 59173 members Mstep: Class 8 contains 917 members Mstep: Class 9 contains 244 members Mstep: Class 10 contains 26648 members Mstep: Class 11 contains 7610 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11349 members Mstep: Class 15 contains 3199 members Mstep: Class 16 contains 3529 members Mstep: Class 17 contains 21188 members Mstep: Class 18 contains 10870 members Mstep: Class 19 contains 411 members Mstep: Class 20 contains 21409 members Mstep: Class 21 contains 5436 members Mstep: Class 22 contains 13189 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58397 members Mstep: Class 25 contains 6280 members Mstep: Class 26 contains 18025 members Mstep: Class 27 contains 12793 members Entering Unmasked Estep ConsiderDeletion Score: -51791096.000000 Penalty: 84936.867188 Iteration 68Q: 28 clusters Score -5.17911e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1069 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 339 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23779 members Mstep: Class 7 contains 59192 members Mstep: Class 8 contains 919 members Mstep: Class 9 contains 245 members Mstep: Class 10 contains 26340 members Mstep: Class 11 contains 7622 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11336 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3530 members Mstep: Class 17 contains 21192 members Mstep: Class 18 contains 10878 members Mstep: Class 19 contains 412 members Mstep: Class 20 contains 21434 members Mstep: Class 21 contains 5449 members Mstep: Class 22 contains 13174 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58492 members Mstep: Class 25 contains 6338 members Mstep: Class 26 contains 18131 members Mstep: Class 27 contains 12790 members Entering Unmasked Estep ConsiderDeletion Score: -51791252.000000 Penalty: 84936.867188 Iteration 69Q: 28 clusters Score -5.179125e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1075 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23769 members Mstep: Class 7 contains 59211 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 246 members Mstep: Class 10 contains 26048 members Mstep: Class 11 contains 7643 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11333 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3534 members Mstep: Class 17 contains 21185 members Mstep: Class 18 contains 10878 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 21455 members Mstep: Class 21 contains 5466 members Mstep: Class 22 contains 13159 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58567 members Mstep: Class 25 contains 6403 members Mstep: Class 26 contains 18233 members Mstep: Class 27 contains 12793 members Entering Unmasked Estep ConsiderDeletion Score: -51791316.000000 Penalty: 84936.867188 Iteration 70Q: 28 clusters Score -5.179132e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1085 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23761 members Mstep: Class 7 contains 59227 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 246 members Mstep: Class 10 contains 25753 members Mstep: Class 11 contains 7657 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11328 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3541 members Mstep: Class 17 contains 21180 members Mstep: Class 18 contains 10884 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 21470 members Mstep: Class 21 contains 5482 members Mstep: Class 22 contains 13140 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58669 members Mstep: Class 25 contains 6469 members Mstep: Class 26 contains 18321 members Mstep: Class 27 contains 12795 members Entering Unmasked Estep ConsiderDeletion Score: -51791432.000000 Penalty: 84936.867188 Iteration 71Q: 28 clusters Score -5.179143e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1087 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23754 members Mstep: Class 7 contains 59246 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 246 members Mstep: Class 10 contains 25498 members Mstep: Class 11 contains 7679 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11319 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3545 members Mstep: Class 17 contains 21184 members Mstep: Class 18 contains 10886 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 21484 members Mstep: Class 21 contains 5499 members Mstep: Class 22 contains 13119 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58748 members Mstep: Class 25 contains 6528 members Mstep: Class 26 contains 18389 members Mstep: Class 27 contains 12799 members Entering Unmasked Estep ConsiderDeletion Score: -51791472.000000 Penalty: 84936.867188 Iteration 72Q: 28 clusters Score -5.179147e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23738 members Mstep: Class 7 contains 59266 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 247 members Mstep: Class 10 contains 25236 members Mstep: Class 11 contains 7691 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11308 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3549 members Mstep: Class 17 contains 21195 members Mstep: Class 18 contains 10888 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 21502 members Mstep: Class 21 contains 5519 members Mstep: Class 22 contains 13100 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58851 members Mstep: Class 25 contains 6585 members Mstep: Class 26 contains 18450 members Mstep: Class 27 contains 12798 members Entering Unmasked Estep ConsiderDeletion Score: -51791644.000000 Penalty: 84936.867188 Iteration 73Q: 28 clusters Score -5.179164e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23732 members Mstep: Class 7 contains 59267 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 247 members Mstep: Class 10 contains 24993 members Mstep: Class 11 contains 7706 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11306 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3551 members Mstep: Class 17 contains 21207 members Mstep: Class 18 contains 10890 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 21521 members Mstep: Class 21 contains 5532 members Mstep: Class 22 contains 13079 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58911 members Mstep: Class 25 contains 6639 members Mstep: Class 26 contains 18542 members Mstep: Class 27 contains 12798 members Entering Unmasked Estep ConsiderDeletion Score: -51791556.000000 Penalty: 84936.867188 Iteration 74Q: 28 clusters Score -5.179156e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1118 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23728 members Mstep: Class 7 contains 59269 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 247 members Mstep: Class 10 contains 24756 members Mstep: Class 11 contains 7716 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11293 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3553 members Mstep: Class 17 contains 21216 members Mstep: Class 18 contains 10894 members Mstep: Class 19 contains 420 members Mstep: Class 20 contains 21542 members Mstep: Class 21 contains 5540 members Mstep: Class 22 contains 13063 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58931 members Mstep: Class 25 contains 6724 members Mstep: Class 26 contains 18648 members Mstep: Class 27 contains 12798 members Entering Unmasked Estep ConsiderDeletion Score: -51791588.000000 Penalty: 84936.867188 Iteration 75Q: 28 clusters Score -5.179159e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23722 members Mstep: Class 7 contains 59290 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 247 members Mstep: Class 10 contains 24509 members Mstep: Class 11 contains 7731 members Mstep: Class 12 contains 13324 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11285 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3554 members Mstep: Class 17 contains 21211 members Mstep: Class 18 contains 10893 members Mstep: Class 19 contains 423 members Mstep: Class 20 contains 21559 members Mstep: Class 21 contains 5554 members Mstep: Class 22 contains 13048 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 58967 members Mstep: Class 25 contains 6820 members Mstep: Class 26 contains 18730 members Mstep: Class 27 contains 12802 members Entering Unmasked Estep ConsiderDeletion Score: -51791624.000000 Penalty: 84936.867188 Iteration 76Q: 28 clusters Score -5.179162e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23717 members Mstep: Class 7 contains 59303 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 247 members Mstep: Class 10 contains 24253 members Mstep: Class 11 contains 7740 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11287 members Mstep: Class 15 contains 3197 members Mstep: Class 16 contains 3557 members Mstep: Class 17 contains 21201 members Mstep: Class 18 contains 10894 members Mstep: Class 19 contains 426 members Mstep: Class 20 contains 21576 members Mstep: Class 21 contains 5573 members Mstep: Class 22 contains 13038 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59014 members Mstep: Class 25 contains 6898 members Mstep: Class 26 contains 18820 members Mstep: Class 27 contains 12803 members Entering Unmasked Estep ConsiderDeletion Score: -51791648.000000 Penalty: 84936.867188 Iteration 77Q: 28 clusters Score -5.179165e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1130 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23709 members Mstep: Class 7 contains 59335 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 247 members Mstep: Class 10 contains 23988 members Mstep: Class 11 contains 7749 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11276 members Mstep: Class 15 contains 3197 members Mstep: Class 16 contains 3561 members Mstep: Class 17 contains 21197 members Mstep: Class 18 contains 10897 members Mstep: Class 19 contains 429 members Mstep: Class 20 contains 21593 members Mstep: Class 21 contains 5584 members Mstep: Class 22 contains 13019 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59068 members Mstep: Class 25 contains 7004 members Mstep: Class 26 contains 18891 members Mstep: Class 27 contains 12802 members Entering Unmasked Estep ConsiderDeletion Score: -51791716.000000 Penalty: 84936.867188 Iteration 78Q: 28 clusters Score -5.179172e+07 nChanged 752 Entering ConstructFrom: Score: -51791716.000000 Penalty: 84936.867188 Entering ConstructFrom: Trying to split cluster 1 (1804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Entering Unmasked Estep Score: -274979.312500 Penalty: 1859.444946 Iteration 0F: 2 clusters Score -274979.3 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 936 members Entering Unmasked Estep Score: -272578.437500 Penalty: 3718.889893 Iteration 0F: 3 clusters Score -272578.4 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -273482.531250 Penalty: 3718.889893 Iteration 1F: 3 clusters Score -273482.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -274169.593750 Penalty: 3718.889893 Iteration 2F: 3 clusters Score -274169.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -274676.000000 Penalty: 3718.889893 Iteration 3F: 3 clusters Score -274676 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -275052.156250 Penalty: 3718.889893 Iteration 4F: 3 clusters Score -275052.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -275422.531250 Penalty: 3718.889893 Iteration 5F: 3 clusters Score -275422.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -275795.656250 Penalty: 3718.889893 Iteration 6F: 3 clusters Score -275795.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -276142.531250 Penalty: 3718.889893 Iteration 7Q: 3 clusters Score -276142.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -276319.343750 Penalty: 3718.889893 Iteration 8Q: 3 clusters Score -276319.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -276366.531250 Penalty: 3718.889893 Iteration 9Q: 3 clusters Score -276366.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -276382.843750 Penalty: 3718.889893 Iteration 10Q: 3 clusters Score -276382.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -276392.093750 Penalty: 3718.889893 Iteration 11Q: 3 clusters Score -276392.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -276394.968750 Penalty: 3718.889893 Iteration 12Q: 3 clusters Score -276395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -276394.968750 Penalty: 3718.889893 Iteration 13F: 3 clusters Score -276395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 59369 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 23673 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 21189 members Mstep: Class 18 contains 10903 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Entering Unmasked Estep Score: -51791908.000000 Penalty: 88082.679688 Splitting cluster 1 changes total score from -51791716.000000 to -51791908.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 2 (1142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Entering Unmasked Estep Score: -171423.359375 Penalty: 1746.052979 Iteration 0F: 2 clusters Score -171423.4 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 570 members Entering Unmasked Estep Score: -169425.312500 Penalty: 3492.105957 Iteration 0F: 3 clusters Score -169425.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -169762.625000 Penalty: 3492.105957 Iteration 1F: 3 clusters Score -169762.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -169921.000000 Penalty: 3492.105957 Iteration 2F: 3 clusters Score -169921 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -170033.953125 Penalty: 3492.105957 Iteration 3F: 3 clusters Score -170034 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -170132.765625 Penalty: 3492.105957 Iteration 4Q: 3 clusters Score -170132.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -170222.671875 Penalty: 3492.105957 Iteration 5Q: 3 clusters Score -170222.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -170314.015625 Penalty: 3492.105957 Iteration 6Q: 3 clusters Score -170314 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -170379.734375 Penalty: 3492.105957 Iteration 7Q: 3 clusters Score -170379.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -170424.156250 Penalty: 3492.105957 Iteration 8Q: 3 clusters Score -170424.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -170463.875000 Penalty: 3492.105957 Iteration 9Q: 3 clusters Score -170463.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -170490.953125 Penalty: 3492.105957 Iteration 10Q: 3 clusters Score -170491 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -170516.000000 Penalty: 3492.105957 Iteration 11Q: 3 clusters Score -170516 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -170534.234375 Penalty: 3492.105957 Iteration 12Q: 3 clusters Score -170534.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -170552.281250 Penalty: 3492.105957 Iteration 13Q: 3 clusters Score -170552.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -170572.281250 Penalty: 3492.105957 Iteration 14Q: 3 clusters Score -170572.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -170601.250000 Penalty: 3492.105957 Iteration 15Q: 3 clusters Score -170601.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -170622.000000 Penalty: 3492.105957 Iteration 16Q: 3 clusters Score -170622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -170634.125000 Penalty: 3492.105957 Iteration 17Q: 3 clusters Score -170634.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -170640.484375 Penalty: 3492.105957 Iteration 18Q: 3 clusters Score -170640.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -170646.406250 Penalty: 3492.105957 Iteration 19Q: 3 clusters Score -170646.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -170652.375000 Penalty: 3492.105957 Iteration 20F: 3 clusters Score -170652.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -170660.968750 Penalty: 3492.105957 Iteration 21Q: 3 clusters Score -170661 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -170672.796875 Penalty: 3492.105957 Iteration 22Q: 3 clusters Score -170672.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -170679.921875 Penalty: 3492.105957 Iteration 23Q: 3 clusters Score -170679.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -170681.218750 Penalty: 3492.105957 Iteration 24Q: 3 clusters Score -170681.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -170682.171875 Penalty: 3492.105957 Iteration 25Q: 3 clusters Score -170682.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -170683.187500 Penalty: 3492.105957 Iteration 26Q: 3 clusters Score -170683.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -170683.187500 Penalty: 3492.105957 Iteration 27F: 3 clusters Score -170683.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -25108.101562 Penalty: 1285.082397 Iteration 0F: 2 clusters Score -25108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24075.138672 Penalty: 2570.164795 Iteration 0F: 3 clusters Score -24075.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -24132.648438 Penalty: 2570.164795 Iteration 1F: 3 clusters Score -24132.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -24167.871094 Penalty: 2570.164795 Iteration 2Q: 3 clusters Score -24167.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -24223.521484 Penalty: 2570.164795 Iteration 3Q: 3 clusters Score -24223.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -24256.392578 Penalty: 2570.164795 Iteration 4Q: 3 clusters Score -24256.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -24267.109375 Penalty: 2570.164795 Iteration 5Q: 3 clusters Score -24267.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -24267.109375 Penalty: 2570.164795 Iteration 6F: 3 clusters Score -24267.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Entering Unmasked Estep Score: -47292.562500 Penalty: 1443.380615 Iteration 0F: 2 clusters Score -47292.56 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 179 members Entering Unmasked Estep Score: -46031.308594 Penalty: 2886.761230 Iteration 0F: 3 clusters Score -46031.31 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -46151.554688 Penalty: 2886.761230 Iteration 1F: 3 clusters Score -46151.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46191.148438 Penalty: 2886.761230 Iteration 2Q: 3 clusters Score -46191.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -46200.519531 Penalty: 2886.761230 Iteration 3Q: 3 clusters Score -46200.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -46203.265625 Penalty: 2886.761230 Iteration 4Q: 3 clusters Score -46203.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -46203.265625 Penalty: 2886.761230 Iteration 5F: 3 clusters Score -46203.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -68754.703125 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -68754.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -67300.210938 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -67300.21 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -67490.929688 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -67490.93 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -67561.906250 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -67561.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -67608.695312 Penalty: 3034.576172 Iteration 3Q: 3 clusters Score -67608.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -67695.945312 Penalty: 3034.576172 Iteration 4Q: 3 clusters Score -67695.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -67726.242188 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -67726.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -67751.273438 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -67751.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -67789.523438 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -67789.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -67841.250000 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -67841.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -67957.867188 Penalty: 3034.576172 Iteration 9Q: 3 clusters Score -67957.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -68004.929688 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -68004.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -68042.710938 Penalty: 3034.576172 Iteration 11Q: 3 clusters Score -68042.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -68052.453125 Penalty: 3034.576172 Iteration 12Q: 3 clusters Score -68052.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -68056.062500 Penalty: 3034.576172 Iteration 13Q: 3 clusters Score -68056.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -68056.062500 Penalty: 3034.576172 Iteration 14F: 3 clusters Score -68056.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (23699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23699 members Entering Unmasked Estep Score: -3914763.500000 Penalty: 2498.150635 Iteration 0F: 2 clusters Score -3914764 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -3898383.250000 Penalty: 4996.301270 Iteration 0F: 3 clusters Score -3898383 nChanged 10519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -3904142.500000 Penalty: 4996.301270 Iteration 1F: 3 clusters Score -3904142 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -3904781.000000 Penalty: 4996.301270 Iteration 2F: 3 clusters Score -3904781 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 11028 members Entering Unmasked Estep Score: -3905492.750000 Penalty: 4996.301270 Iteration 3F: 3 clusters Score -3905493 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -3906243.750000 Penalty: 4996.301270 Iteration 4F: 3 clusters Score -3906244 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -3906960.250000 Penalty: 4996.301270 Iteration 5F: 3 clusters Score -3906960 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -3907549.000000 Penalty: 4996.301270 Iteration 6F: 3 clusters Score -3907549 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -3907972.500000 Penalty: 4996.301270 Iteration 7Q: 3 clusters Score -3907972 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -3908312.000000 Penalty: 4996.301270 Iteration 8Q: 3 clusters Score -3908312 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13738 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -3908573.250000 Penalty: 4996.301270 Iteration 9Q: 3 clusters Score -3908573 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -3908806.250000 Penalty: 4996.301270 Iteration 10Q: 3 clusters Score -3908806 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -3908997.750000 Penalty: 4996.301270 Iteration 11Q: 3 clusters Score -3908998 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 8964 members Entering Unmasked Estep Score: -3909172.250000 Penalty: 4996.301270 Iteration 12Q: 3 clusters Score -3909172 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -3909370.250000 Penalty: 4996.301270 Iteration 13Q: 3 clusters Score -3909370 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15599 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -3909546.000000 Penalty: 4996.301270 Iteration 14Q: 3 clusters Score -3909546 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -3909794.000000 Penalty: 4996.301270 Iteration 15Q: 3 clusters Score -3909794 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -3910046.500000 Penalty: 4996.301270 Iteration 16Q: 3 clusters Score -3910046 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17288 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -3910319.750000 Penalty: 4996.301270 Iteration 17Q: 3 clusters Score -3910320 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17894 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -3910601.250000 Penalty: 4996.301270 Iteration 18Q: 3 clusters Score -3910601 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18545 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -3910907.250000 Penalty: 4996.301270 Iteration 19Q: 3 clusters Score -3910907 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19150 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -3911210.750000 Penalty: 4996.301270 Iteration 20F: 3 clusters Score -3911211 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19755 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -3911538.750000 Penalty: 4996.301270 Iteration 21Q: 3 clusters Score -3911539 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -3911865.000000 Penalty: 4996.301270 Iteration 22Q: 3 clusters Score -3911865 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20759 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -3912124.000000 Penalty: 4996.301270 Iteration 23Q: 3 clusters Score -3912124 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21130 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -3912361.250000 Penalty: 4996.301270 Iteration 24Q: 3 clusters Score -3912361 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21429 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -3912522.500000 Penalty: 4996.301270 Iteration 25Q: 3 clusters Score -3912522 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21681 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -3912643.250000 Penalty: 4996.301270 Iteration 26Q: 3 clusters Score -3912643 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21888 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -3912766.000000 Penalty: 4996.301270 Iteration 27Q: 3 clusters Score -3912766 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22038 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -3912845.750000 Penalty: 4996.301270 Iteration 28Q: 3 clusters Score -3912846 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22159 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -3912904.250000 Penalty: 4996.301270 Iteration 29Q: 3 clusters Score -3912904 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22239 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3912957.500000 Penalty: 4996.301270 Iteration 30Q: 3 clusters Score -3912958 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22304 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -3912988.250000 Penalty: 4996.301270 Iteration 31Q: 3 clusters Score -3912988 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22351 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -3913011.250000 Penalty: 4996.301270 Iteration 32Q: 3 clusters Score -3913011 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22388 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -3913039.500000 Penalty: 4996.301270 Iteration 33Q: 3 clusters Score -3913040 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22425 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -3913061.750000 Penalty: 4996.301270 Iteration 34Q: 3 clusters Score -3913062 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22453 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -3913066.250000 Penalty: 4996.301270 Iteration 35Q: 3 clusters Score -3913066 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22484 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -3913078.250000 Penalty: 4996.301270 Iteration 36Q: 3 clusters Score -3913078 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22511 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -3913097.000000 Penalty: 4996.301270 Iteration 37Q: 3 clusters Score -3913097 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22523 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -3913110.750000 Penalty: 4996.301270 Iteration 38Q: 3 clusters Score -3913111 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22541 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -3913115.250000 Penalty: 4996.301270 Iteration 39Q: 3 clusters Score -3913115 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22562 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -3913114.000000 Penalty: 4996.301270 Iteration 40F: 3 clusters Score -3913114 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22580 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -3913129.250000 Penalty: 4996.301270 Iteration 41Q: 3 clusters Score -3913129 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22595 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3913136.500000 Penalty: 4996.301270 Iteration 42Q: 3 clusters Score -3913136 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22611 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -3913132.500000 Penalty: 4996.301270 Iteration 43Q: 3 clusters Score -3913132 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22620 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -3913146.500000 Penalty: 4996.301270 Iteration 44Q: 3 clusters Score -3913146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22625 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -3913148.500000 Penalty: 4996.301270 Iteration 45Q: 3 clusters Score -3913148 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22630 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -3913147.000000 Penalty: 4996.301270 Iteration 46Q: 3 clusters Score -3913147 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22636 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -3913151.250000 Penalty: 4996.301270 Iteration 47Q: 3 clusters Score -3913151 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22642 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -3913154.000000 Penalty: 4996.301270 Iteration 48Q: 3 clusters Score -3913154 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -3913159.750000 Penalty: 4996.301270 Iteration 49Q: 3 clusters Score -3913160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22651 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3913164.000000 Penalty: 4996.301270 Iteration 50Q: 3 clusters Score -3913164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22655 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -3913170.750000 Penalty: 4996.301270 Iteration 51Q: 3 clusters Score -3913171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22655 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -3913170.750000 Penalty: 4996.301270 Iteration 52F: 3 clusters Score -3913171 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (59369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59369 members Entering Unmasked Estep Score: -9641692.000000 Penalty: 2725.898926 Iteration 0F: 2 clusters Score -9641692 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29572 members Mstep: Class 2 contains 29797 members Entering Unmasked Estep Score: -9602693.000000 Penalty: 5451.797852 Iteration 0F: 3 clusters Score -9602693 nChanged 27398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29142 members Mstep: Class 2 contains 30227 members Entering Unmasked Estep Score: -9617833.000000 Penalty: 5451.797852 Iteration 1F: 3 clusters Score -9617833 nChanged 2604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28976 members Mstep: Class 2 contains 30393 members Entering Unmasked Estep Score: -9618662.000000 Penalty: 5451.797852 Iteration 2Q: 3 clusters Score -9618662 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28631 members Mstep: Class 2 contains 30738 members Entering Unmasked Estep Score: -9619610.000000 Penalty: 5451.797852 Iteration 3Q: 3 clusters Score -9619610 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28128 members Mstep: Class 2 contains 31241 members Entering Unmasked Estep Score: -9620772.000000 Penalty: 5451.797852 Iteration 4Q: 3 clusters Score -9620772 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27429 members Mstep: Class 2 contains 31940 members Entering Unmasked Estep Score: -9622113.000000 Penalty: 5451.797852 Iteration 5F: 3 clusters Score -9622113 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26715 members Mstep: Class 2 contains 32654 members Entering Unmasked Estep Score: -9623751.000000 Penalty: 5451.797852 Iteration 6F: 3 clusters Score -9623751 nChanged 3216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25885 members Mstep: Class 2 contains 33484 members Entering Unmasked Estep Score: -9625550.000000 Penalty: 5451.797852 Iteration 7F: 3 clusters Score -9625550 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25080 members Mstep: Class 2 contains 34289 members Entering Unmasked Estep Score: -9627371.000000 Penalty: 5451.797852 Iteration 8F: 3 clusters Score -9627371 nChanged 3031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24273 members Mstep: Class 2 contains 35096 members Entering Unmasked Estep Score: -9629123.000000 Penalty: 5451.797852 Iteration 9F: 3 clusters Score -9629123 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23532 members Mstep: Class 2 contains 35837 members Entering Unmasked Estep Score: -9630748.000000 Penalty: 5451.797852 Iteration 10Q: 3 clusters Score -9630748 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22959 members Mstep: Class 2 contains 36410 members Entering Unmasked Estep Score: -9631894.000000 Penalty: 5451.797852 Iteration 11Q: 3 clusters Score -9631894 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22549 members Mstep: Class 2 contains 36820 members Entering Unmasked Estep Score: -9632928.000000 Penalty: 5451.797852 Iteration 12Q: 3 clusters Score -9632928 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22266 members Mstep: Class 2 contains 37103 members Entering Unmasked Estep Score: -9633792.000000 Penalty: 5451.797852 Iteration 13Q: 3 clusters Score -9633792 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22072 members Mstep: Class 2 contains 37297 members Entering Unmasked Estep Score: -9634512.000000 Penalty: 5451.797852 Iteration 14Q: 3 clusters Score -9634512 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21998 members Mstep: Class 2 contains 37371 members Entering Unmasked Estep Score: -9635208.000000 Penalty: 5451.797852 Iteration 15Q: 3 clusters Score -9635208 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22057 members Mstep: Class 2 contains 37312 members Entering Unmasked Estep Score: -9635870.000000 Penalty: 5451.797852 Iteration 16Q: 3 clusters Score -9635870 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Mstep: Class 2 contains 37152 members Entering Unmasked Estep Score: -9636558.000000 Penalty: 5451.797852 Iteration 17Q: 3 clusters Score -9636558 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22414 members Mstep: Class 2 contains 36955 members Entering Unmasked Estep Score: -9637170.000000 Penalty: 5451.797852 Iteration 18Q: 3 clusters Score -9637170 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 36617 members Entering Unmasked Estep Score: -9637877.000000 Penalty: 5451.797852 Iteration 19Q: 3 clusters Score -9637877 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 36183 members Entering Unmasked Estep Score: -9638542.000000 Penalty: 5451.797852 Iteration 20F: 3 clusters Score -9638542 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23722 members Mstep: Class 2 contains 35647 members Entering Unmasked Estep Score: -9639055.000000 Penalty: 5451.797852 Iteration 21Q: 3 clusters Score -9639055 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24322 members Mstep: Class 2 contains 35047 members Entering Unmasked Estep Score: -9639520.000000 Penalty: 5451.797852 Iteration 22Q: 3 clusters Score -9639520 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24951 members Mstep: Class 2 contains 34418 members Entering Unmasked Estep Score: -9640055.000000 Penalty: 5451.797852 Iteration 23Q: 3 clusters Score -9640055 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25638 members Mstep: Class 2 contains 33731 members Entering Unmasked Estep Score: -9640408.000000 Penalty: 5451.797852 Iteration 24Q: 3 clusters Score -9640408 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26372 members Mstep: Class 2 contains 32997 members Entering Unmasked Estep Score: -9640767.000000 Penalty: 5451.797852 Iteration 25Q: 3 clusters Score -9640767 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27001 members Mstep: Class 2 contains 32368 members Entering Unmasked Estep Score: -9641128.000000 Penalty: 5451.797852 Iteration 26Q: 3 clusters Score -9641128 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27576 members Mstep: Class 2 contains 31793 members Entering Unmasked Estep Score: -9641338.000000 Penalty: 5451.797852 Iteration 27Q: 3 clusters Score -9641338 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28085 members Mstep: Class 2 contains 31284 members Entering Unmasked Estep Score: -9641487.000000 Penalty: 5451.797852 Iteration 28Q: 3 clusters Score -9641487 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28530 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -9641577.000000 Penalty: 5451.797852 Iteration 29Q: 3 clusters Score -9641577 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28897 members Mstep: Class 2 contains 30472 members Entering Unmasked Estep Score: -9641677.000000 Penalty: 5451.797852 Iteration 30Q: 3 clusters Score -9641677 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29208 members Mstep: Class 2 contains 30161 members Entering Unmasked Estep Score: -9641706.000000 Penalty: 5451.797852 Iteration 31Q: 3 clusters Score -9641706 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29466 members Mstep: Class 2 contains 29903 members Entering Unmasked Estep Score: -9641735.000000 Penalty: 5451.797852 Iteration 32Q: 3 clusters Score -9641735 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29711 members Mstep: Class 2 contains 29658 members Entering Unmasked Estep Score: -9641776.000000 Penalty: 5451.797852 Iteration 33Q: 3 clusters Score -9641776 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29920 members Mstep: Class 2 contains 29449 members Entering Unmasked Estep Score: -9641792.000000 Penalty: 5451.797852 Iteration 34Q: 3 clusters Score -9641792 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30082 members Mstep: Class 2 contains 29287 members Entering Unmasked Estep Score: -9641824.000000 Penalty: 5451.797852 Iteration 35Q: 3 clusters Score -9641824 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30214 members Mstep: Class 2 contains 29155 members Entering Unmasked Estep Score: -9641839.000000 Penalty: 5451.797852 Iteration 36Q: 3 clusters Score -9641839 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30320 members Mstep: Class 2 contains 29049 members Entering Unmasked Estep Score: -9641854.000000 Penalty: 5451.797852 Iteration 37Q: 3 clusters Score -9641854 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30400 members Mstep: Class 2 contains 28969 members Entering Unmasked Estep Score: -9641862.000000 Penalty: 5451.797852 Iteration 38Q: 3 clusters Score -9641862 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30469 members Mstep: Class 2 contains 28900 members Entering Unmasked Estep Score: -9641862.000000 Penalty: 5451.797852 Iteration 39Q: 3 clusters Score -9641862 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30530 members Mstep: Class 2 contains 28839 members Entering Unmasked Estep Score: -9641840.000000 Penalty: 5451.797852 Iteration 40F: 3 clusters Score -9641840 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30583 members Mstep: Class 2 contains 28786 members Entering Unmasked Estep Score: -9641842.000000 Penalty: 5451.797852 Iteration 41Q: 3 clusters Score -9641842 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30632 members Mstep: Class 2 contains 28737 members Entering Unmasked Estep Score: -9641851.000000 Penalty: 5451.797852 Iteration 42Q: 3 clusters Score -9641851 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30681 members Mstep: Class 2 contains 28688 members Entering Unmasked Estep Score: -9641855.000000 Penalty: 5451.797852 Iteration 43Q: 3 clusters Score -9641855 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30730 members Mstep: Class 2 contains 28639 members Entering Unmasked Estep Score: -9641847.000000 Penalty: 5451.797852 Iteration 44Q: 3 clusters Score -9641847 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30776 members Mstep: Class 2 contains 28593 members Entering Unmasked Estep Score: -9641858.000000 Penalty: 5451.797852 Iteration 45Q: 3 clusters Score -9641858 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30814 members Mstep: Class 2 contains 28555 members Entering Unmasked Estep Score: -9641834.000000 Penalty: 5451.797852 Iteration 46Q: 3 clusters Score -9641834 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30846 members Mstep: Class 2 contains 28523 members Entering Unmasked Estep Score: -9641861.000000 Penalty: 5451.797852 Iteration 47Q: 3 clusters Score -9641861 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30876 members Mstep: Class 2 contains 28493 members Entering Unmasked Estep Score: -9641866.000000 Penalty: 5451.797852 Iteration 48Q: 3 clusters Score -9641866 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30904 members Mstep: Class 2 contains 28465 members Entering Unmasked Estep Score: -9641883.000000 Penalty: 5451.797852 Iteration 49Q: 3 clusters Score -9641883 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30939 members Mstep: Class 2 contains 28430 members Entering Unmasked Estep Score: -9641874.000000 Penalty: 5451.797852 Iteration 50Q: 3 clusters Score -9641874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30967 members Mstep: Class 2 contains 28402 members Entering Unmasked Estep Score: -9641869.000000 Penalty: 5451.797852 Iteration 51Q: 3 clusters Score -9641869 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30982 members Mstep: Class 2 contains 28387 members Entering Unmasked Estep Score: -9641862.000000 Penalty: 5451.797852 Iteration 52Q: 3 clusters Score -9641862 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30995 members Mstep: Class 2 contains 28374 members Entering Unmasked Estep Score: -9641876.000000 Penalty: 5451.797852 Iteration 53Q: 3 clusters Score -9641876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31009 members Mstep: Class 2 contains 28360 members Entering Unmasked Estep Score: -9641882.000000 Penalty: 5451.797852 Iteration 54Q: 3 clusters Score -9641882 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31015 members Mstep: Class 2 contains 28354 members Entering Unmasked Estep Score: -9641881.000000 Penalty: 5451.797852 Iteration 55Q: 3 clusters Score -9641881 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31020 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -9641877.000000 Penalty: 5451.797852 Iteration 56Q: 3 clusters Score -9641877 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31026 members Mstep: Class 2 contains 28343 members Entering Unmasked Estep Score: -9641877.000000 Penalty: 5451.797852 Iteration 57Q: 3 clusters Score -9641877 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31030 members Mstep: Class 2 contains 28339 members Entering Unmasked Estep Score: -9641886.000000 Penalty: 5451.797852 Iteration 58Q: 3 clusters Score -9641886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31033 members Mstep: Class 2 contains 28336 members Entering Unmasked Estep Score: -9641886.000000 Penalty: 5451.797852 Iteration 59Q: 3 clusters Score -9641886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31040 members Mstep: Class 2 contains 28329 members Entering Unmasked Estep Score: -9641893.000000 Penalty: 5451.797852 Iteration 60F: 3 clusters Score -9641893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31042 members Mstep: Class 2 contains 28327 members Entering Unmasked Estep Score: -9641888.000000 Penalty: 5451.797852 Iteration 61Q: 3 clusters Score -9641888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31043 members Mstep: Class 2 contains 28326 members Entering Unmasked Estep Score: -9641885.000000 Penalty: 5451.797852 Iteration 62Q: 3 clusters Score -9641885 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31043 members Mstep: Class 2 contains 28326 members Entering Unmasked Estep Score: -9641885.000000 Penalty: 5451.797852 Iteration 63F: 3 clusters Score -9641885 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 23673 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 21189 members Mstep: Class 18 contains 10903 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Entering Unmasked Estep Score: -51791948.000000 Penalty: 91228.484375 Splitting cluster 7 changes total score from -51791716.000000 to -51791948.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 8 (921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Entering Unmasked Estep Score: -138805.656250 Penalty: 1692.714111 Iteration 0F: 2 clusters Score -138805.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -136915.671875 Penalty: 3385.428223 Iteration 0F: 3 clusters Score -136915.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -137285.671875 Penalty: 3385.428223 Iteration 1F: 3 clusters Score -137285.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -137607.078125 Penalty: 3385.428223 Iteration 2F: 3 clusters Score -137607.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -137863.531250 Penalty: 3385.428223 Iteration 3F: 3 clusters Score -137863.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -138035.812500 Penalty: 3385.428223 Iteration 4F: 3 clusters Score -138035.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -138138.828125 Penalty: 3385.428223 Iteration 5Q: 3 clusters Score -138138.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -138179.656250 Penalty: 3385.428223 Iteration 6Q: 3 clusters Score -138179.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -138255.578125 Penalty: 3385.428223 Iteration 7Q: 3 clusters Score -138255.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -138341.843750 Penalty: 3385.428223 Iteration 8Q: 3 clusters Score -138341.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -138420.703125 Penalty: 3385.428223 Iteration 9Q: 3 clusters Score -138420.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -138468.406250 Penalty: 3385.428223 Iteration 10Q: 3 clusters Score -138468.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -138511.718750 Penalty: 3385.428223 Iteration 11Q: 3 clusters Score -138511.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -138567.812500 Penalty: 3385.428223 Iteration 12Q: 3 clusters Score -138567.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -138608.453125 Penalty: 3385.428223 Iteration 13Q: 3 clusters Score -138608.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -138641.953125 Penalty: 3385.428223 Iteration 14Q: 3 clusters Score -138642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -138713.593750 Penalty: 3385.428223 Iteration 15Q: 3 clusters Score -138713.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -138753.343750 Penalty: 3385.428223 Iteration 16Q: 3 clusters Score -138753.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -138758.203125 Penalty: 3385.428223 Iteration 17Q: 3 clusters Score -138758.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -138759.234375 Penalty: 3385.428223 Iteration 18Q: 3 clusters Score -138759.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -138761.062500 Penalty: 3385.428223 Iteration 19Q: 3 clusters Score -138761.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -138761.062500 Penalty: 3385.428223 Iteration 20F: 3 clusters Score -138761.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Entering Unmasked Estep Score: -26306.558594 Penalty: 1367.330322 Iteration 0F: 2 clusters Score -26306.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -25513.771484 Penalty: 2734.660645 Iteration 0F: 3 clusters Score -25513.77 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -25867.437500 Penalty: 2734.660645 Iteration 1F: 3 clusters Score -25867.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -26129.154297 Penalty: 2734.660645 Iteration 2F: 3 clusters Score -26129.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -26315.748047 Penalty: 2734.660645 Iteration 3Q: 3 clusters Score -26315.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -26455.978516 Penalty: 2734.660645 Iteration 4Q: 3 clusters Score -26455.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -26504.531250 Penalty: 2734.660645 Iteration 5Q: 3 clusters Score -26504.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -26526.509766 Penalty: 2734.660645 Iteration 6Q: 3 clusters Score -26526.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -26527.292969 Penalty: 2734.660645 Iteration 7F: 3 clusters Score -26527.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -26537.755859 Penalty: 2734.660645 Iteration 8Q: 3 clusters Score -26537.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -26537.755859 Penalty: 2734.660645 Iteration 9F: 3 clusters Score -26537.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 23673 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 21189 members Mstep: Class 18 contains 10903 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 168 members Entering Unmasked Estep Score: -51790412.000000 Penalty: 94374.296875 Splitting cluster 9 changes total score from -51791716.000000 to -51790412.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (23673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Entering Unmasked Estep Score: -4024645.500000 Penalty: 2497.878418 Iteration 0F: 2 clusters Score -4024646 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -4008251.750000 Penalty: 4995.756836 Iteration 0F: 3 clusters Score -4008252 nChanged 10577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -4014344.500000 Penalty: 4995.756836 Iteration 1F: 3 clusters Score -4014344 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -4015469.500000 Penalty: 4995.756836 Iteration 2F: 3 clusters Score -4015470 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -4017228.250000 Penalty: 4995.756836 Iteration 3F: 3 clusters Score -4017228 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 16312 members Entering Unmasked Estep Score: -4019878.000000 Penalty: 4995.756836 Iteration 4F: 3 clusters Score -4019878 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 16970 members Entering Unmasked Estep Score: -4023305.250000 Penalty: 4995.756836 Iteration 5F: 3 clusters Score -4023305 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -4025732.250000 Penalty: 4995.756836 Iteration 6F: 3 clusters Score -4025732 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 15672 members Entering Unmasked Estep Score: -4026941.750000 Penalty: 4995.756836 Iteration 7F: 3 clusters Score -4026942 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -4027881.500000 Penalty: 4995.756836 Iteration 8F: 3 clusters Score -4027882 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -4029350.750000 Penalty: 4995.756836 Iteration 9F: 3 clusters Score -4029351 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -4032888.250000 Penalty: 4995.756836 Iteration 10F: 3 clusters Score -4032888 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -4036713.000000 Penalty: 4995.756836 Iteration 11Q: 3 clusters Score -4036713 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13237 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -4037303.250000 Penalty: 4995.756836 Iteration 12Q: 3 clusters Score -4037303 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -4037480.250000 Penalty: 4995.756836 Iteration 13Q: 3 clusters Score -4037480 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -4037560.250000 Penalty: 4995.756836 Iteration 14Q: 3 clusters Score -4037560 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13555 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -4037593.250000 Penalty: 4995.756836 Iteration 15Q: 3 clusters Score -4037593 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13584 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -4037602.250000 Penalty: 4995.756836 Iteration 16Q: 3 clusters Score -4037602 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -4037609.750000 Penalty: 4995.756836 Iteration 17Q: 3 clusters Score -4037610 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -4037612.250000 Penalty: 4995.756836 Iteration 18Q: 3 clusters Score -4037612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -4037619.000000 Penalty: 4995.756836 Iteration 19Q: 3 clusters Score -4037619 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -4037622.250000 Penalty: 4995.756836 Iteration 20F: 3 clusters Score -4037622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13639 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -4037627.250000 Penalty: 4995.756836 Iteration 21Q: 3 clusters Score -4037627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13643 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -4037623.250000 Penalty: 4995.756836 Iteration 22Q: 3 clusters Score -4037623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -4037624.000000 Penalty: 4995.756836 Iteration 23Q: 3 clusters Score -4037624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -4037623.000000 Penalty: 4995.756836 Iteration 24Q: 3 clusters Score -4037623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -4037623.000000 Penalty: 4995.756836 Iteration 25F: 3 clusters Score -4037623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 21189 members Mstep: Class 18 contains 10903 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 10026 members Entering Unmasked Estep Score: -51804140.000000 Penalty: 94374.296875 Splitting cluster 10 changes total score from -51791716.000000 to -51804140.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 11 (7747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Entering Unmasked Estep Score: -1217950.125000 Penalty: 2220.855225 Iteration 0F: 2 clusters Score -1217950 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1211705.750000 Penalty: 4441.710449 Iteration 0F: 3 clusters Score -1211706 nChanged 3181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1213512.500000 Penalty: 4441.710449 Iteration 1F: 3 clusters Score -1213512 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1213903.500000 Penalty: 4441.710449 Iteration 2F: 3 clusters Score -1213904 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1214204.750000 Penalty: 4441.710449 Iteration 3F: 3 clusters Score -1214205 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1214462.875000 Penalty: 4441.710449 Iteration 4F: 3 clusters Score -1214463 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1214724.875000 Penalty: 4441.710449 Iteration 5Q: 3 clusters Score -1214725 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1215051.500000 Penalty: 4441.710449 Iteration 6Q: 3 clusters Score -1215052 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1215375.375000 Penalty: 4441.710449 Iteration 7F: 3 clusters Score -1215375 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -1215673.000000 Penalty: 4441.710449 Iteration 8Q: 3 clusters Score -1215673 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1215969.125000 Penalty: 4441.710449 Iteration 9Q: 3 clusters Score -1215969 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1216228.500000 Penalty: 4441.710449 Iteration 10Q: 3 clusters Score -1216228 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1216418.875000 Penalty: 4441.710449 Iteration 11Q: 3 clusters Score -1216419 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1216556.125000 Penalty: 4441.710449 Iteration 12Q: 3 clusters Score -1216556 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1216654.875000 Penalty: 4441.710449 Iteration 13Q: 3 clusters Score -1216655 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1216736.625000 Penalty: 4441.710449 Iteration 14Q: 3 clusters Score -1216737 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1216778.375000 Penalty: 4441.710449 Iteration 15Q: 3 clusters Score -1216778 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1216807.500000 Penalty: 4441.710449 Iteration 16Q: 3 clusters Score -1216808 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1216828.875000 Penalty: 4441.710449 Iteration 17Q: 3 clusters Score -1216829 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1216843.250000 Penalty: 4441.710449 Iteration 18Q: 3 clusters Score -1216843 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1216852.250000 Penalty: 4441.710449 Iteration 19Q: 3 clusters Score -1216852 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1216860.750000 Penalty: 4441.710449 Iteration 20F: 3 clusters Score -1216861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1216868.000000 Penalty: 4441.710449 Iteration 21Q: 3 clusters Score -1216868 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1216878.500000 Penalty: 4441.710449 Iteration 22Q: 3 clusters Score -1216878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1216881.875000 Penalty: 4441.710449 Iteration 23Q: 3 clusters Score -1216882 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1216888.500000 Penalty: 4441.710449 Iteration 24Q: 3 clusters Score -1216888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1216893.250000 Penalty: 4441.710449 Iteration 25Q: 3 clusters Score -1216893 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1216895.000000 Penalty: 4441.710449 Iteration 26Q: 3 clusters Score -1216895 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1216900.250000 Penalty: 4441.710449 Iteration 27Q: 3 clusters Score -1216900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1216906.875000 Penalty: 4441.710449 Iteration 28Q: 3 clusters Score -1216907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1216912.625000 Penalty: 4441.710449 Iteration 29Q: 3 clusters Score -1216913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1216917.625000 Penalty: 4441.710449 Iteration 30Q: 3 clusters Score -1216918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1216919.625000 Penalty: 4441.710449 Iteration 31Q: 3 clusters Score -1216920 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1216922.625000 Penalty: 4441.710449 Iteration 32Q: 3 clusters Score -1216923 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1216926.375000 Penalty: 4441.710449 Iteration 33Q: 3 clusters Score -1216926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1216926.375000 Penalty: 4441.710449 Iteration 34F: 3 clusters Score -1216926 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Entering Unmasked Estep Score: -2182308.750000 Penalty: 2355.354492 Iteration 0F: 2 clusters Score -2182309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -2172616.500000 Penalty: 4710.708984 Iteration 0F: 3 clusters Score -2172616 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -2175619.750000 Penalty: 4710.708984 Iteration 1F: 3 clusters Score -2175620 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -2176082.750000 Penalty: 4710.708984 Iteration 2F: 3 clusters Score -2176083 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -2176586.750000 Penalty: 4710.708984 Iteration 3F: 3 clusters Score -2176587 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -2177129.000000 Penalty: 4710.708984 Iteration 4F: 3 clusters Score -2177129 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -2177720.000000 Penalty: 4710.708984 Iteration 5F: 3 clusters Score -2177720 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -2178251.500000 Penalty: 4710.708984 Iteration 6F: 3 clusters Score -2178252 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -2178756.000000 Penalty: 4710.708984 Iteration 7Q: 3 clusters Score -2178756 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -2179387.750000 Penalty: 4710.708984 Iteration 8F: 3 clusters Score -2179388 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -2180148.250000 Penalty: 4710.708984 Iteration 9F: 3 clusters Score -2180148 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -2180896.750000 Penalty: 4710.708984 Iteration 10F: 3 clusters Score -2180897 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2181402.750000 Penalty: 4710.708984 Iteration 11Q: 3 clusters Score -2181403 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -2181665.750000 Penalty: 4710.708984 Iteration 12Q: 3 clusters Score -2181666 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -2181785.750000 Penalty: 4710.708984 Iteration 13Q: 3 clusters Score -2181786 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -2181846.250000 Penalty: 4710.708984 Iteration 14Q: 3 clusters Score -2181846 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -2181904.250000 Penalty: 4710.708984 Iteration 15Q: 3 clusters Score -2181904 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -2181947.750000 Penalty: 4710.708984 Iteration 16Q: 3 clusters Score -2181948 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -2181993.000000 Penalty: 4710.708984 Iteration 17Q: 3 clusters Score -2181993 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -2182029.750000 Penalty: 4710.708984 Iteration 18Q: 3 clusters Score -2182030 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2182060.250000 Penalty: 4710.708984 Iteration 19Q: 3 clusters Score -2182060 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -2182087.000000 Penalty: 4710.708984 Iteration 20F: 3 clusters Score -2182087 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -2182095.500000 Penalty: 4710.708984 Iteration 21Q: 3 clusters Score -2182096 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -2182120.000000 Penalty: 4710.708984 Iteration 22Q: 3 clusters Score -2182120 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -2182127.250000 Penalty: 4710.708984 Iteration 23Q: 3 clusters Score -2182127 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -2182135.250000 Penalty: 4710.708984 Iteration 24Q: 3 clusters Score -2182135 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -2182153.500000 Penalty: 4710.708984 Iteration 25Q: 3 clusters Score -2182154 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -2182159.750000 Penalty: 4710.708984 Iteration 26Q: 3 clusters Score -2182160 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -2182161.500000 Penalty: 4710.708984 Iteration 27Q: 3 clusters Score -2182162 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -2182169.500000 Penalty: 4710.708984 Iteration 28Q: 3 clusters Score -2182170 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -2182185.250000 Penalty: 4710.708984 Iteration 29Q: 3 clusters Score -2182185 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -2182188.000000 Penalty: 4710.708984 Iteration 30Q: 3 clusters Score -2182188 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -2182185.750000 Penalty: 4710.708984 Iteration 31Q: 3 clusters Score -2182186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -2182185.000000 Penalty: 4710.708984 Iteration 32Q: 3 clusters Score -2182185 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -2182188.750000 Penalty: 4710.708984 Iteration 33Q: 3 clusters Score -2182189 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -2182188.000000 Penalty: 4710.708984 Iteration 34Q: 3 clusters Score -2182188 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -2182189.750000 Penalty: 4710.708984 Iteration 35Q: 3 clusters Score -2182190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -2182190.750000 Penalty: 4710.708984 Iteration 36Q: 3 clusters Score -2182191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -2182191.250000 Penalty: 4710.708984 Iteration 37Q: 3 clusters Score -2182191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2182192.500000 Penalty: 4710.708984 Iteration 38Q: 3 clusters Score -2182192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -2182196.000000 Penalty: 4710.708984 Iteration 39Q: 3 clusters Score -2182196 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -2182196.000000 Penalty: 4710.708984 Iteration 40F: 3 clusters Score -2182196 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -22983.078125 Penalty: 1275.132568 Iteration 0F: 2 clusters Score -22983.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -21994.125000 Penalty: 2550.265137 Iteration 0F: 3 clusters Score -21994.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -22116.927734 Penalty: 2550.265137 Iteration 1F: 3 clusters Score -22116.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -22135.990234 Penalty: 2550.265137 Iteration 2Q: 3 clusters Score -22135.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -22138.789062 Penalty: 2550.265137 Iteration 3Q: 3 clusters Score -22138.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -22138.789062 Penalty: 2550.265137 Iteration 4F: 3 clusters Score -22138.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Entering Unmasked Estep Score: -1797179.375000 Penalty: 2313.837158 Iteration 0F: 2 clusters Score -1797179 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -1788749.625000 Penalty: 4627.674316 Iteration 0F: 3 clusters Score -1788750 nChanged 4770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1791533.000000 Penalty: 4627.674316 Iteration 1F: 3 clusters Score -1791533 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -1792056.500000 Penalty: 4627.674316 Iteration 2F: 3 clusters Score -1792056 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1792452.750000 Penalty: 4627.674316 Iteration 3F: 3 clusters Score -1792453 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1792778.500000 Penalty: 4627.674316 Iteration 4F: 3 clusters Score -1792778 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1793040.250000 Penalty: 4627.674316 Iteration 5Q: 3 clusters Score -1793040 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -1793242.875000 Penalty: 4627.674316 Iteration 6Q: 3 clusters Score -1793243 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -1793424.000000 Penalty: 4627.674316 Iteration 7Q: 3 clusters Score -1793424 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1793579.250000 Penalty: 4627.674316 Iteration 8Q: 3 clusters Score -1793579 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1793718.750000 Penalty: 4627.674316 Iteration 9Q: 3 clusters Score -1793719 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -1793854.250000 Penalty: 4627.674316 Iteration 10Q: 3 clusters Score -1793854 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1793984.250000 Penalty: 4627.674316 Iteration 11Q: 3 clusters Score -1793984 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -1794125.125000 Penalty: 4627.674316 Iteration 12Q: 3 clusters Score -1794125 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -1794274.000000 Penalty: 4627.674316 Iteration 13Q: 3 clusters Score -1794274 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -1794450.375000 Penalty: 4627.674316 Iteration 14Q: 3 clusters Score -1794450 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -1794647.000000 Penalty: 4627.674316 Iteration 15Q: 3 clusters Score -1794647 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -1794859.625000 Penalty: 4627.674316 Iteration 16Q: 3 clusters Score -1794860 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -1795053.375000 Penalty: 4627.674316 Iteration 17Q: 3 clusters Score -1795053 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -1795201.625000 Penalty: 4627.674316 Iteration 18Q: 3 clusters Score -1795202 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -1795326.000000 Penalty: 4627.674316 Iteration 19Q: 3 clusters Score -1795326 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -1795409.625000 Penalty: 4627.674316 Iteration 20F: 3 clusters Score -1795410 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1795497.625000 Penalty: 4627.674316 Iteration 21Q: 3 clusters Score -1795498 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -1795580.125000 Penalty: 4627.674316 Iteration 22Q: 3 clusters Score -1795580 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1795626.250000 Penalty: 4627.674316 Iteration 23Q: 3 clusters Score -1795626 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 10122 members Entering Unmasked Estep Score: -1795660.250000 Penalty: 4627.674316 Iteration 24Q: 3 clusters Score -1795660 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -1795680.125000 Penalty: 4627.674316 Iteration 25Q: 3 clusters Score -1795680 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -1795694.125000 Penalty: 4627.674316 Iteration 26Q: 3 clusters Score -1795694 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -1795704.875000 Penalty: 4627.674316 Iteration 27Q: 3 clusters Score -1795705 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 10216 members Entering Unmasked Estep Score: -1795714.500000 Penalty: 4627.674316 Iteration 28Q: 3 clusters Score -1795714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -1795722.750000 Penalty: 4627.674316 Iteration 29Q: 3 clusters Score -1795723 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -1795724.750000 Penalty: 4627.674316 Iteration 30Q: 3 clusters Score -1795725 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -1795735.125000 Penalty: 4627.674316 Iteration 31Q: 3 clusters Score -1795735 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -1795737.000000 Penalty: 4627.674316 Iteration 32Q: 3 clusters Score -1795737 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -1795741.750000 Penalty: 4627.674316 Iteration 33Q: 3 clusters Score -1795742 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -1795746.000000 Penalty: 4627.674316 Iteration 34Q: 3 clusters Score -1795746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -1795749.250000 Penalty: 4627.674316 Iteration 35Q: 3 clusters Score -1795749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1795752.625000 Penalty: 4627.674316 Iteration 36Q: 3 clusters Score -1795753 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -1795754.125000 Penalty: 4627.674316 Iteration 37Q: 3 clusters Score -1795754 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -1795754.750000 Penalty: 4627.674316 Iteration 38Q: 3 clusters Score -1795755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -1795756.250000 Penalty: 4627.674316 Iteration 39Q: 3 clusters Score -1795756 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -1795757.750000 Penalty: 4627.674316 Iteration 40F: 3 clusters Score -1795758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 10267 members Entering Unmasked Estep Score: -1795758.000000 Penalty: 4627.674316 Iteration 41Q: 3 clusters Score -1795758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -1795760.250000 Penalty: 4627.674316 Iteration 42Q: 3 clusters Score -1795760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -1795760.500000 Penalty: 4627.674316 Iteration 43Q: 3 clusters Score -1795760 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -1795762.750000 Penalty: 4627.674316 Iteration 44Q: 3 clusters Score -1795763 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -1795765.375000 Penalty: 4627.674316 Iteration 45Q: 3 clusters Score -1795765 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -1795771.000000 Penalty: 4627.674316 Iteration 46Q: 3 clusters Score -1795771 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -1795772.000000 Penalty: 4627.674316 Iteration 47Q: 3 clusters Score -1795772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -1795772.500000 Penalty: 4627.674316 Iteration 48Q: 3 clusters Score -1795772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -1795772.500000 Penalty: 4627.674316 Iteration 49F: 3 clusters Score -1795772 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Entering Unmasked Estep Score: -490688.875000 Penalty: 2001.274536 Iteration 0F: 2 clusters Score -490688.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -487314.312500 Penalty: 4002.549072 Iteration 0F: 3 clusters Score -487314.3 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -488245.156250 Penalty: 4002.549072 Iteration 1F: 3 clusters Score -488245.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -488656.562500 Penalty: 4002.549072 Iteration 2F: 3 clusters Score -488656.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -488917.125000 Penalty: 4002.549072 Iteration 3F: 3 clusters Score -488917.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -489083.000000 Penalty: 4002.549072 Iteration 4F: 3 clusters Score -489083 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -489194.843750 Penalty: 4002.549072 Iteration 5Q: 3 clusters Score -489194.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -489269.562500 Penalty: 4002.549072 Iteration 6Q: 3 clusters Score -489269.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -489317.781250 Penalty: 4002.549072 Iteration 7Q: 3 clusters Score -489317.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -489352.562500 Penalty: 4002.549072 Iteration 8Q: 3 clusters Score -489352.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -489388.937500 Penalty: 4002.549072 Iteration 9Q: 3 clusters Score -489388.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -489413.562500 Penalty: 4002.549072 Iteration 10Q: 3 clusters Score -489413.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -489428.718750 Penalty: 4002.549072 Iteration 11Q: 3 clusters Score -489428.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -489437.250000 Penalty: 4002.549072 Iteration 12Q: 3 clusters Score -489437.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -489442.062500 Penalty: 4002.549072 Iteration 13Q: 3 clusters Score -489442.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -489446.718750 Penalty: 4002.549072 Iteration 14Q: 3 clusters Score -489446.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -489452.687500 Penalty: 4002.549072 Iteration 15Q: 3 clusters Score -489452.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -489458.937500 Penalty: 4002.549072 Iteration 16Q: 3 clusters Score -489458.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -489468.500000 Penalty: 4002.549072 Iteration 17Q: 3 clusters Score -489468.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -489479.656250 Penalty: 4002.549072 Iteration 18Q: 3 clusters Score -489479.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -489490.656250 Penalty: 4002.549072 Iteration 19Q: 3 clusters Score -489490.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -489501.906250 Penalty: 4002.549072 Iteration 20F: 3 clusters Score -489501.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -489512.125000 Penalty: 4002.549072 Iteration 21Q: 3 clusters Score -489512.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -489522.656250 Penalty: 4002.549072 Iteration 22Q: 3 clusters Score -489522.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -489526.968750 Penalty: 4002.549072 Iteration 23Q: 3 clusters Score -489527 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -489529.750000 Penalty: 4002.549072 Iteration 24Q: 3 clusters Score -489529.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -489533.531250 Penalty: 4002.549072 Iteration 25Q: 3 clusters Score -489533.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -489534.937500 Penalty: 4002.549072 Iteration 26Q: 3 clusters Score -489534.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -489534.937500 Penalty: 4002.549072 Iteration 27F: 3 clusters Score -489534.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Entering Unmasked Estep Score: -561573.687500 Penalty: 2028.372070 Iteration 0F: 2 clusters Score -561573.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -558011.937500 Penalty: 4056.744141 Iteration 0F: 3 clusters Score -558011.9 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -559006.375000 Penalty: 4056.744141 Iteration 1F: 3 clusters Score -559006.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -559336.000000 Penalty: 4056.744141 Iteration 2F: 3 clusters Score -559336 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -559559.562500 Penalty: 4056.744141 Iteration 3F: 3 clusters Score -559559.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -559724.812500 Penalty: 4056.744141 Iteration 4F: 3 clusters Score -559724.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -559848.562500 Penalty: 4056.744141 Iteration 5Q: 3 clusters Score -559848.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -559926.375000 Penalty: 4056.744141 Iteration 6Q: 3 clusters Score -559926.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -559987.250000 Penalty: 4056.744141 Iteration 7Q: 3 clusters Score -559987.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -560035.500000 Penalty: 4056.744141 Iteration 8Q: 3 clusters Score -560035.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -560083.750000 Penalty: 4056.744141 Iteration 9Q: 3 clusters Score -560083.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -560128.375000 Penalty: 4056.744141 Iteration 10Q: 3 clusters Score -560128.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -560174.437500 Penalty: 4056.744141 Iteration 11Q: 3 clusters Score -560174.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -560210.250000 Penalty: 4056.744141 Iteration 12Q: 3 clusters Score -560210.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -560245.500000 Penalty: 4056.744141 Iteration 13Q: 3 clusters Score -560245.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -560287.312500 Penalty: 4056.744141 Iteration 14Q: 3 clusters Score -560287.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -560318.687500 Penalty: 4056.744141 Iteration 15Q: 3 clusters Score -560318.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -560340.500000 Penalty: 4056.744141 Iteration 16Q: 3 clusters Score -560340.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -560364.562500 Penalty: 4056.744141 Iteration 17Q: 3 clusters Score -560364.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -560383.937500 Penalty: 4056.744141 Iteration 18Q: 3 clusters Score -560383.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -560399.062500 Penalty: 4056.744141 Iteration 19Q: 3 clusters Score -560399.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -560407.187500 Penalty: 4056.744141 Iteration 20F: 3 clusters Score -560407.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -560413.062500 Penalty: 4056.744141 Iteration 21Q: 3 clusters Score -560413.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -560415.125000 Penalty: 4056.744141 Iteration 22Q: 3 clusters Score -560415.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -560418.250000 Penalty: 4056.744141 Iteration 23Q: 3 clusters Score -560418.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -560420.062500 Penalty: 4056.744141 Iteration 24Q: 3 clusters Score -560420.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -560425.062500 Penalty: 4056.744141 Iteration 25Q: 3 clusters Score -560425.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -560429.000000 Penalty: 4056.744141 Iteration 26Q: 3 clusters Score -560429 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -560436.000000 Penalty: 4056.744141 Iteration 27Q: 3 clusters Score -560436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -560439.000000 Penalty: 4056.744141 Iteration 28Q: 3 clusters Score -560439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -560442.562500 Penalty: 4056.744141 Iteration 29Q: 3 clusters Score -560442.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -560443.562500 Penalty: 4056.744141 Iteration 30Q: 3 clusters Score -560443.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -560444.125000 Penalty: 4056.744141 Iteration 31Q: 3 clusters Score -560444.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -560443.375000 Penalty: 4056.744141 Iteration 32Q: 3 clusters Score -560443.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -560443.125000 Penalty: 4056.744141 Iteration 33Q: 3 clusters Score -560443.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -560444.875000 Penalty: 4056.744141 Iteration 34Q: 3 clusters Score -560444.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -560444.875000 Penalty: 4056.744141 Iteration 35F: 3 clusters Score -560444.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (21189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21189 members Entering Unmasked Estep Score: -3434576.000000 Penalty: 2470.386963 Iteration 0F: 2 clusters Score -3434576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -3419827.750000 Penalty: 4940.773926 Iteration 0F: 3 clusters Score -3419828 nChanged 9363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -3425930.000000 Penalty: 4940.773926 Iteration 1F: 3 clusters Score -3425930 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -3427701.750000 Penalty: 4940.773926 Iteration 2F: 3 clusters Score -3427702 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -3429599.000000 Penalty: 4940.773926 Iteration 3F: 3 clusters Score -3429599 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -3431151.750000 Penalty: 4940.773926 Iteration 4F: 3 clusters Score -3431152 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -3432403.000000 Penalty: 4940.773926 Iteration 5F: 3 clusters Score -3432403 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -3433220.750000 Penalty: 4940.773926 Iteration 6F: 3 clusters Score -3433221 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11986 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -3433740.500000 Penalty: 4940.773926 Iteration 7Q: 3 clusters Score -3433740 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -3434031.000000 Penalty: 4940.773926 Iteration 8Q: 3 clusters Score -3434031 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -3434249.500000 Penalty: 4940.773926 Iteration 9Q: 3 clusters Score -3434250 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -3434364.750000 Penalty: 4940.773926 Iteration 10Q: 3 clusters Score -3434365 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11170 members Mstep: Class 2 contains 10019 members Entering Unmasked Estep Score: -3434457.500000 Penalty: 4940.773926 Iteration 11Q: 3 clusters Score -3434458 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 10195 members Entering Unmasked Estep Score: -3434505.250000 Penalty: 4940.773926 Iteration 12Q: 3 clusters Score -3434505 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -3434537.250000 Penalty: 4940.773926 Iteration 13Q: 3 clusters Score -3434537 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -3434565.250000 Penalty: 4940.773926 Iteration 14Q: 3 clusters Score -3434565 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -3434616.250000 Penalty: 4940.773926 Iteration 15Q: 3 clusters Score -3434616 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -3434640.000000 Penalty: 4940.773926 Iteration 16Q: 3 clusters Score -3434640 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -3434665.250000 Penalty: 4940.773926 Iteration 17Q: 3 clusters Score -3434665 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 10975 members Entering Unmasked Estep Score: -3434690.750000 Penalty: 4940.773926 Iteration 18Q: 3 clusters Score -3434691 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -3434725.250000 Penalty: 4940.773926 Iteration 19Q: 3 clusters Score -3434725 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -3434748.500000 Penalty: 4940.773926 Iteration 20F: 3 clusters Score -3434748 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -3434765.000000 Penalty: 4940.773926 Iteration 21Q: 3 clusters Score -3434765 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -3434777.500000 Penalty: 4940.773926 Iteration 22Q: 3 clusters Score -3434778 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -3434808.000000 Penalty: 4940.773926 Iteration 23Q: 3 clusters Score -3434808 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -3434822.750000 Penalty: 4940.773926 Iteration 24Q: 3 clusters Score -3434823 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -3434848.250000 Penalty: 4940.773926 Iteration 25Q: 3 clusters Score -3434848 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -3434895.000000 Penalty: 4940.773926 Iteration 26Q: 3 clusters Score -3434895 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -3434920.500000 Penalty: 4940.773926 Iteration 27Q: 3 clusters Score -3434920 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -3434933.000000 Penalty: 4940.773926 Iteration 28Q: 3 clusters Score -3434933 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -3434943.750000 Penalty: 4940.773926 Iteration 29Q: 3 clusters Score -3434944 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -3434966.000000 Penalty: 4940.773926 Iteration 30Q: 3 clusters Score -3434966 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 12364 members Entering Unmasked Estep Score: -3434993.500000 Penalty: 4940.773926 Iteration 31Q: 3 clusters Score -3434994 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 12438 members Entering Unmasked Estep Score: -3435017.000000 Penalty: 4940.773926 Iteration 32Q: 3 clusters Score -3435017 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -3435020.500000 Penalty: 4940.773926 Iteration 33Q: 3 clusters Score -3435020 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -3435022.250000 Penalty: 4940.773926 Iteration 34Q: 3 clusters Score -3435022 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -3435026.000000 Penalty: 4940.773926 Iteration 35Q: 3 clusters Score -3435026 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -3435042.250000 Penalty: 4940.773926 Iteration 36Q: 3 clusters Score -3435042 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -3435060.500000 Penalty: 4940.773926 Iteration 37Q: 3 clusters Score -3435060 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -3435058.250000 Penalty: 4940.773926 Iteration 38Q: 3 clusters Score -3435058 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -3435077.000000 Penalty: 4940.773926 Iteration 39Q: 3 clusters Score -3435077 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -3435077.000000 Penalty: 4940.773926 Iteration 40F: 3 clusters Score -3435077 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -3435078.250000 Penalty: 4940.773926 Iteration 41Q: 3 clusters Score -3435078 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 13054 members Entering Unmasked Estep Score: -3435095.000000 Penalty: 4940.773926 Iteration 42Q: 3 clusters Score -3435095 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -3435091.000000 Penalty: 4940.773926 Iteration 43Q: 3 clusters Score -3435091 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 13125 members Entering Unmasked Estep Score: -3435096.000000 Penalty: 4940.773926 Iteration 44Q: 3 clusters Score -3435096 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -3435103.750000 Penalty: 4940.773926 Iteration 45Q: 3 clusters Score -3435104 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -3435106.250000 Penalty: 4940.773926 Iteration 46Q: 3 clusters Score -3435106 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -3435103.500000 Penalty: 4940.773926 Iteration 47Q: 3 clusters Score -3435104 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -3435113.500000 Penalty: 4940.773926 Iteration 48Q: 3 clusters Score -3435114 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -3435121.750000 Penalty: 4940.773926 Iteration 49Q: 3 clusters Score -3435122 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -3435130.750000 Penalty: 4940.773926 Iteration 50Q: 3 clusters Score -3435131 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -3435135.750000 Penalty: 4940.773926 Iteration 51Q: 3 clusters Score -3435136 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -3435134.500000 Penalty: 4940.773926 Iteration 52Q: 3 clusters Score -3435134 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 13342 members Entering Unmasked Estep Score: -3435138.500000 Penalty: 4940.773926 Iteration 53Q: 3 clusters Score -3435138 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -3435141.750000 Penalty: 4940.773926 Iteration 54Q: 3 clusters Score -3435142 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -3435137.000000 Penalty: 4940.773926 Iteration 55Q: 3 clusters Score -3435137 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -3435134.250000 Penalty: 4940.773926 Iteration 56Q: 3 clusters Score -3435134 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 13384 members Entering Unmasked Estep Score: -3435141.500000 Penalty: 4940.773926 Iteration 57Q: 3 clusters Score -3435142 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 13393 members Entering Unmasked Estep Score: -3435139.750000 Penalty: 4940.773926 Iteration 58Q: 3 clusters Score -3435140 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -3435136.250000 Penalty: 4940.773926 Iteration 59Q: 3 clusters Score -3435136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -3435144.250000 Penalty: 4940.773926 Iteration 60F: 3 clusters Score -3435144 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -3435140.750000 Penalty: 4940.773926 Iteration 61Q: 3 clusters Score -3435141 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 13443 members Entering Unmasked Estep Score: -3435140.250000 Penalty: 4940.773926 Iteration 62Q: 3 clusters Score -3435140 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -3435142.500000 Penalty: 4940.773926 Iteration 63Q: 3 clusters Score -3435142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -3435142.500000 Penalty: 4940.773926 Iteration 64Q: 3 clusters Score -3435142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -3435144.250000 Penalty: 4940.773926 Iteration 65Q: 3 clusters Score -3435144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -3435142.000000 Penalty: 4940.773926 Iteration 66Q: 3 clusters Score -3435142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 13462 members Entering Unmasked Estep Score: -3435133.750000 Penalty: 4940.773926 Iteration 67Q: 3 clusters Score -3435134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -3435136.000000 Penalty: 4940.773926 Iteration 68Q: 3 clusters Score -3435136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -3435139.000000 Penalty: 4940.773926 Iteration 69Q: 3 clusters Score -3435139 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -3435136.000000 Penalty: 4940.773926 Iteration 70Q: 3 clusters Score -3435136 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 13474 members Entering Unmasked Estep Score: -3435140.000000 Penalty: 4940.773926 Iteration 71Q: 3 clusters Score -3435140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 13474 members Entering Unmasked Estep Score: -3435140.000000 Penalty: 4940.773926 Iteration 72F: 3 clusters Score -3435140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 10903 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 10026 members Mstep: Class 31 contains 13474 members Entering Unmasked Estep Score: -51803728.000000 Penalty: 97520.109375 Splitting cluster 17 changes total score from -51791716.000000 to -51803728.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 18 (10903 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Entering Unmasked Estep Score: -1819480.500000 Penalty: 2305.604736 Iteration 0F: 2 clusters Score -1819480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1811349.875000 Penalty: 4611.209473 Iteration 0F: 3 clusters Score -1811350 nChanged 4550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -1813898.000000 Penalty: 4611.209473 Iteration 1F: 3 clusters Score -1813898 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1814262.250000 Penalty: 4611.209473 Iteration 2F: 3 clusters Score -1814262 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -1814571.500000 Penalty: 4611.209473 Iteration 3F: 3 clusters Score -1814572 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -1814884.750000 Penalty: 4611.209473 Iteration 4F: 3 clusters Score -1814885 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -1815229.625000 Penalty: 4611.209473 Iteration 5F: 3 clusters Score -1815230 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1815730.000000 Penalty: 4611.209473 Iteration 6F: 3 clusters Score -1815730 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -1816599.125000 Penalty: 4611.209473 Iteration 7F: 3 clusters Score -1816599 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -1818335.750000 Penalty: 4611.209473 Iteration 8F: 3 clusters Score -1818336 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1820470.625000 Penalty: 4611.209473 Iteration 9F: 3 clusters Score -1820471 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -1821883.875000 Penalty: 4611.209473 Iteration 10F: 3 clusters Score -1821884 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1822614.250000 Penalty: 4611.209473 Iteration 11Q: 3 clusters Score -1822614 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1822987.500000 Penalty: 4611.209473 Iteration 12Q: 3 clusters Score -1822988 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1823124.750000 Penalty: 4611.209473 Iteration 13Q: 3 clusters Score -1823125 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1823205.875000 Penalty: 4611.209473 Iteration 14Q: 3 clusters Score -1823206 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1823237.625000 Penalty: 4611.209473 Iteration 15Q: 3 clusters Score -1823238 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -1823248.500000 Penalty: 4611.209473 Iteration 16Q: 3 clusters Score -1823248 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1823265.500000 Penalty: 4611.209473 Iteration 17Q: 3 clusters Score -1823266 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -1823270.875000 Penalty: 4611.209473 Iteration 18Q: 3 clusters Score -1823271 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1823268.250000 Penalty: 4611.209473 Iteration 19Q: 3 clusters Score -1823268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1823271.125000 Penalty: 4611.209473 Iteration 20F: 3 clusters Score -1823271 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1823272.250000 Penalty: 4611.209473 Iteration 21Q: 3 clusters Score -1823272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1823271.625000 Penalty: 4611.209473 Iteration 22Q: 3 clusters Score -1823272 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1823272.375000 Penalty: 4611.209473 Iteration 23Q: 3 clusters Score -1823272 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -1823271.875000 Penalty: 4611.209473 Iteration 24Q: 3 clusters Score -1823272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -1823271.875000 Penalty: 4611.209473 Iteration 25F: 3 clusters Score -1823272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 5759 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 642 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 10026 members Mstep: Class 31 contains 13474 members Mstep: Class 32 contains 5144 members Entering Unmasked Estep Score: -51806604.000000 Penalty: 100665.914062 Splitting cluster 18 changes total score from -51791716.000000 to -51806604.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 19 (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: -55855.207031 Penalty: 1503.818726 Iteration 0F: 2 clusters Score -55855.21 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 216 members Entering Unmasked Estep Score: -54535.753906 Penalty: 3007.637451 Iteration 0F: 3 clusters Score -54535.75 nChanged 100 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: -54804.218750 Penalty: 3007.637451 Iteration 1F: 3 clusters Score -54804.22 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -54905.664062 Penalty: 3007.637451 Iteration 2F: 3 clusters Score -54905.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -54994.554688 Penalty: 3007.637451 Iteration 3Q: 3 clusters Score -54994.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -55104.542969 Penalty: 3007.637451 Iteration 4Q: 3 clusters Score -55104.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -55150.378906 Penalty: 3007.637451 Iteration 5Q: 3 clusters Score -55150.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -55170.441406 Penalty: 3007.637451 Iteration 6Q: 3 clusters Score -55170.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -55179.519531 Penalty: 3007.637451 Iteration 7Q: 3 clusters Score -55179.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -55181.097656 Penalty: 3007.637451 Iteration 8Q: 3 clusters Score -55181.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -55197.132812 Penalty: 3007.637451 Iteration 9Q: 3 clusters Score -55197.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -55212.664062 Penalty: 3007.637451 Iteration 10Q: 3 clusters Score -55212.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -55220.078125 Penalty: 3007.637451 Iteration 11Q: 3 clusters Score -55220.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -55227.382812 Penalty: 3007.637451 Iteration 12Q: 3 clusters Score -55227.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -55240.695312 Penalty: 3007.637451 Iteration 13Q: 3 clusters Score -55240.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -55261.082031 Penalty: 3007.637451 Iteration 14Q: 3 clusters Score -55261.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -55265.718750 Penalty: 3007.637451 Iteration 15Q: 3 clusters Score -55265.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -55281.996094 Penalty: 3007.637451 Iteration 16Q: 3 clusters Score -55282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -55289.796875 Penalty: 3007.637451 Iteration 17Q: 3 clusters Score -55289.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -55296.871094 Penalty: 3007.637451 Iteration 18Q: 3 clusters Score -55296.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -55304.898438 Penalty: 3007.637451 Iteration 19Q: 3 clusters Score -55304.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -55307.488281 Penalty: 3007.637451 Iteration 20F: 3 clusters Score -55307.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (21609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21609 members Entering Unmasked Estep Score: -3645171.500000 Penalty: 2475.254639 Iteration 0F: 2 clusters Score -3645172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -3630082.000000 Penalty: 4950.509277 Iteration 0F: 3 clusters Score -3630082 nChanged 9537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -3635139.000000 Penalty: 4950.509277 Iteration 1F: 3 clusters Score -3635139 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10726 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -3635499.750000 Penalty: 4950.509277 Iteration 2F: 3 clusters Score -3635500 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -3635757.500000 Penalty: 4950.509277 Iteration 3Q: 3 clusters Score -3635758 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10792 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -3635961.500000 Penalty: 4950.509277 Iteration 4Q: 3 clusters Score -3635962 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 10791 members Entering Unmasked Estep Score: -3636166.500000 Penalty: 4950.509277 Iteration 5Q: 3 clusters Score -3636166 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -3636348.000000 Penalty: 4950.509277 Iteration 6Q: 3 clusters Score -3636348 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10843 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -3636512.250000 Penalty: 4950.509277 Iteration 7Q: 3 clusters Score -3636512 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 10734 members Entering Unmasked Estep Score: -3636677.000000 Penalty: 4950.509277 Iteration 8Q: 3 clusters Score -3636677 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -3636861.750000 Penalty: 4950.509277 Iteration 9Q: 3 clusters Score -3636862 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 10731 members Entering Unmasked Estep Score: -3637030.750000 Penalty: 4950.509277 Iteration 10Q: 3 clusters Score -3637031 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10895 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -3637207.000000 Penalty: 4950.509277 Iteration 11Q: 3 clusters Score -3637207 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10926 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -3637421.250000 Penalty: 4950.509277 Iteration 12Q: 3 clusters Score -3637421 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -3637628.750000 Penalty: 4950.509277 Iteration 13Q: 3 clusters Score -3637629 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -3637846.500000 Penalty: 4950.509277 Iteration 14Q: 3 clusters Score -3637846 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -3638141.500000 Penalty: 4950.509277 Iteration 15Q: 3 clusters Score -3638142 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -3638492.000000 Penalty: 4950.509277 Iteration 16Q: 3 clusters Score -3638492 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 10121 members Entering Unmasked Estep Score: -3638860.000000 Penalty: 4950.509277 Iteration 17Q: 3 clusters Score -3638860 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -3639334.000000 Penalty: 4950.509277 Iteration 18Q: 3 clusters Score -3639334 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -3639808.500000 Penalty: 4950.509277 Iteration 19Q: 3 clusters Score -3639808 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -3640243.250000 Penalty: 4950.509277 Iteration 20F: 3 clusters Score -3640243 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -3640607.750000 Penalty: 4950.509277 Iteration 21Q: 3 clusters Score -3640608 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -3640831.000000 Penalty: 4950.509277 Iteration 22Q: 3 clusters Score -3640831 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13162 members Mstep: Class 2 contains 8447 members Entering Unmasked Estep Score: -3640965.000000 Penalty: 4950.509277 Iteration 23Q: 3 clusters Score -3640965 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -3641052.000000 Penalty: 4950.509277 Iteration 24Q: 3 clusters Score -3641052 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -3641140.000000 Penalty: 4950.509277 Iteration 25Q: 3 clusters Score -3641140 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13901 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -3641209.000000 Penalty: 4950.509277 Iteration 26Q: 3 clusters Score -3641209 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14168 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -3641306.250000 Penalty: 4950.509277 Iteration 27Q: 3 clusters Score -3641306 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -3641395.000000 Penalty: 4950.509277 Iteration 28Q: 3 clusters Score -3641395 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -3641485.500000 Penalty: 4950.509277 Iteration 29Q: 3 clusters Score -3641486 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14904 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -3641520.000000 Penalty: 4950.509277 Iteration 30Q: 3 clusters Score -3641520 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15108 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -3641598.250000 Penalty: 4950.509277 Iteration 31Q: 3 clusters Score -3641598 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15322 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -3641665.500000 Penalty: 4950.509277 Iteration 32Q: 3 clusters Score -3641666 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -3641741.750000 Penalty: 4950.509277 Iteration 33Q: 3 clusters Score -3641742 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15798 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -3641834.250000 Penalty: 4950.509277 Iteration 34Q: 3 clusters Score -3641834 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16042 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -3641919.500000 Penalty: 4950.509277 Iteration 35Q: 3 clusters Score -3641920 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -3642012.000000 Penalty: 4950.509277 Iteration 36Q: 3 clusters Score -3642012 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16496 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -3642077.500000 Penalty: 4950.509277 Iteration 37Q: 3 clusters Score -3642078 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16695 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -3642149.000000 Penalty: 4950.509277 Iteration 38Q: 3 clusters Score -3642149 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16867 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -3642203.000000 Penalty: 4950.509277 Iteration 39Q: 3 clusters Score -3642203 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -3642269.750000 Penalty: 4950.509277 Iteration 40F: 3 clusters Score -3642270 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17209 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -3642334.000000 Penalty: 4950.509277 Iteration 41Q: 3 clusters Score -3642334 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17371 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -3642392.750000 Penalty: 4950.509277 Iteration 42Q: 3 clusters Score -3642393 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17515 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -3642448.250000 Penalty: 4950.509277 Iteration 43Q: 3 clusters Score -3642448 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -3642503.500000 Penalty: 4950.509277 Iteration 44Q: 3 clusters Score -3642504 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17787 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -3642545.000000 Penalty: 4950.509277 Iteration 45Q: 3 clusters Score -3642545 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17907 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -3642608.250000 Penalty: 4950.509277 Iteration 46Q: 3 clusters Score -3642608 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18006 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -3642650.250000 Penalty: 4950.509277 Iteration 47Q: 3 clusters Score -3642650 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18109 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -3642679.000000 Penalty: 4950.509277 Iteration 48Q: 3 clusters Score -3642679 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18208 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -3642730.750000 Penalty: 4950.509277 Iteration 49Q: 3 clusters Score -3642731 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18295 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -3642771.750000 Penalty: 4950.509277 Iteration 50Q: 3 clusters Score -3642772 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18376 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -3642799.250000 Penalty: 4950.509277 Iteration 51Q: 3 clusters Score -3642799 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18449 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -3642821.000000 Penalty: 4950.509277 Iteration 52Q: 3 clusters Score -3642821 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -3642840.250000 Penalty: 4950.509277 Iteration 53Q: 3 clusters Score -3642840 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18551 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -3642851.500000 Penalty: 4950.509277 Iteration 54Q: 3 clusters Score -3642852 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18594 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -3642859.500000 Penalty: 4950.509277 Iteration 55Q: 3 clusters Score -3642860 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -3642873.250000 Penalty: 4950.509277 Iteration 56Q: 3 clusters Score -3642873 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18653 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -3642868.500000 Penalty: 4950.509277 Iteration 57Q: 3 clusters Score -3642868 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18676 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -3642870.750000 Penalty: 4950.509277 Iteration 58Q: 3 clusters Score -3642871 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18697 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -3642877.500000 Penalty: 4950.509277 Iteration 59Q: 3 clusters Score -3642878 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18721 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -3642883.000000 Penalty: 4950.509277 Iteration 60F: 3 clusters Score -3642883 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18742 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -3642878.000000 Penalty: 4950.509277 Iteration 61Q: 3 clusters Score -3642878 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18763 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -3642886.500000 Penalty: 4950.509277 Iteration 62Q: 3 clusters Score -3642886 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18797 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -3642893.750000 Penalty: 4950.509277 Iteration 63Q: 3 clusters Score -3642894 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -3642899.000000 Penalty: 4950.509277 Iteration 64Q: 3 clusters Score -3642899 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -3642905.000000 Penalty: 4950.509277 Iteration 65Q: 3 clusters Score -3642905 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18882 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -3642906.750000 Penalty: 4950.509277 Iteration 66Q: 3 clusters Score -3642907 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18896 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -3642909.500000 Penalty: 4950.509277 Iteration 67Q: 3 clusters Score -3642910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18909 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -3642915.250000 Penalty: 4950.509277 Iteration 68Q: 3 clusters Score -3642915 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -3642919.000000 Penalty: 4950.509277 Iteration 69Q: 3 clusters Score -3642919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18922 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -3642921.250000 Penalty: 4950.509277 Iteration 70Q: 3 clusters Score -3642921 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18927 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -3642914.250000 Penalty: 4950.509277 Iteration 71Q: 3 clusters Score -3642914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18928 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -3642916.500000 Penalty: 4950.509277 Iteration 72Q: 3 clusters Score -3642916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -3642918.250000 Penalty: 4950.509277 Iteration 73Q: 3 clusters Score -3642918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18932 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -3642916.250000 Penalty: 4950.509277 Iteration 74Q: 3 clusters Score -3642916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18933 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -3642920.250000 Penalty: 4950.509277 Iteration 75Q: 3 clusters Score -3642920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18933 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -3642920.250000 Penalty: 4950.509277 Iteration 76F: 3 clusters Score -3642920 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Entering Unmasked Estep Score: -919698.187500 Penalty: 2140.458008 Iteration 0F: 2 clusters Score -919698.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -914826.937500 Penalty: 4280.916016 Iteration 0F: 3 clusters Score -914826.9 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -916246.750000 Penalty: 4280.916016 Iteration 1F: 3 clusters Score -916246.8 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -916805.000000 Penalty: 4280.916016 Iteration 2F: 3 clusters Score -916805 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -917340.187500 Penalty: 4280.916016 Iteration 3F: 3 clusters Score -917340.2 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -917788.625000 Penalty: 4280.916016 Iteration 4F: 3 clusters Score -917788.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -918130.875000 Penalty: 4280.916016 Iteration 5F: 3 clusters Score -918130.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -918351.187500 Penalty: 4280.916016 Iteration 6Q: 3 clusters Score -918351.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -918477.187500 Penalty: 4280.916016 Iteration 7Q: 3 clusters Score -918477.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -918560.687500 Penalty: 4280.916016 Iteration 8Q: 3 clusters Score -918560.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -918610.375000 Penalty: 4280.916016 Iteration 9Q: 3 clusters Score -918610.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -918641.312500 Penalty: 4280.916016 Iteration 10Q: 3 clusters Score -918641.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -918661.812500 Penalty: 4280.916016 Iteration 11Q: 3 clusters Score -918661.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -918678.625000 Penalty: 4280.916016 Iteration 12Q: 3 clusters Score -918678.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -918690.000000 Penalty: 4280.916016 Iteration 13Q: 3 clusters Score -918690 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -918699.750000 Penalty: 4280.916016 Iteration 14Q: 3 clusters Score -918699.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -918703.812500 Penalty: 4280.916016 Iteration 15Q: 3 clusters Score -918703.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -918707.062500 Penalty: 4280.916016 Iteration 16Q: 3 clusters Score -918707.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -918707.937500 Penalty: 4280.916016 Iteration 17Q: 3 clusters Score -918707.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -918710.937500 Penalty: 4280.916016 Iteration 18Q: 3 clusters Score -918710.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -918711.750000 Penalty: 4280.916016 Iteration 19Q: 3 clusters Score -918711.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -918711.687500 Penalty: 4280.916016 Iteration 20F: 3 clusters Score -918711.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -918714.812500 Penalty: 4280.916016 Iteration 21Q: 3 clusters Score -918714.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -918715.187500 Penalty: 4280.916016 Iteration 22Q: 3 clusters Score -918715.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -918713.937500 Penalty: 4280.916016 Iteration 23Q: 3 clusters Score -918713.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -918714.250000 Penalty: 4280.916016 Iteration 24Q: 3 clusters Score -918714.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -918714.250000 Penalty: 4280.916016 Iteration 25F: 3 clusters Score -918714.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13001 members Entering Unmasked Estep Score: -2174018.000000 Penalty: 2349.249756 Iteration 0F: 2 clusters Score -2174018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -2164500.250000 Penalty: 4698.499512 Iteration 0F: 3 clusters Score -2164500 nChanged 5449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -2167469.750000 Penalty: 4698.499512 Iteration 1F: 3 clusters Score -2167470 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -2167811.000000 Penalty: 4698.499512 Iteration 2F: 3 clusters Score -2167811 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -2168100.500000 Penalty: 4698.499512 Iteration 3Q: 3 clusters Score -2168100 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -2168354.250000 Penalty: 4698.499512 Iteration 4Q: 3 clusters Score -2168354 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2168612.250000 Penalty: 4698.499512 Iteration 5Q: 3 clusters Score -2168612 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -2168889.750000 Penalty: 4698.499512 Iteration 6Q: 3 clusters Score -2168890 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -2169203.500000 Penalty: 4698.499512 Iteration 7Q: 3 clusters Score -2169204 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2169565.000000 Penalty: 4698.499512 Iteration 8Q: 3 clusters Score -2169565 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -2169991.000000 Penalty: 4698.499512 Iteration 9F: 3 clusters Score -2169991 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -2170437.500000 Penalty: 4698.499512 Iteration 10F: 3 clusters Score -2170438 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -2170783.750000 Penalty: 4698.499512 Iteration 11Q: 3 clusters Score -2170784 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -2171077.000000 Penalty: 4698.499512 Iteration 12Q: 3 clusters Score -2171077 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -2171319.750000 Penalty: 4698.499512 Iteration 13Q: 3 clusters Score -2171320 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -2171504.250000 Penalty: 4698.499512 Iteration 14Q: 3 clusters Score -2171504 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -2171651.500000 Penalty: 4698.499512 Iteration 15Q: 3 clusters Score -2171652 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -2171748.000000 Penalty: 4698.499512 Iteration 16Q: 3 clusters Score -2171748 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -2171833.000000 Penalty: 4698.499512 Iteration 17Q: 3 clusters Score -2171833 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2171900.750000 Penalty: 4698.499512 Iteration 18Q: 3 clusters Score -2171901 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -2171956.500000 Penalty: 4698.499512 Iteration 19Q: 3 clusters Score -2171956 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -2172003.000000 Penalty: 4698.499512 Iteration 20F: 3 clusters Score -2172003 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -2172032.750000 Penalty: 4698.499512 Iteration 21Q: 3 clusters Score -2172033 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -2172067.750000 Penalty: 4698.499512 Iteration 22Q: 3 clusters Score -2172068 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -2172097.250000 Penalty: 4698.499512 Iteration 23Q: 3 clusters Score -2172097 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -2172126.000000 Penalty: 4698.499512 Iteration 24Q: 3 clusters Score -2172126 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -2172152.500000 Penalty: 4698.499512 Iteration 25Q: 3 clusters Score -2172152 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -2172179.500000 Penalty: 4698.499512 Iteration 26Q: 3 clusters Score -2172180 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -2172202.000000 Penalty: 4698.499512 Iteration 27Q: 3 clusters Score -2172202 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -2172229.500000 Penalty: 4698.499512 Iteration 28Q: 3 clusters Score -2172230 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -2172250.250000 Penalty: 4698.499512 Iteration 29Q: 3 clusters Score -2172250 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -2172277.750000 Penalty: 4698.499512 Iteration 30Q: 3 clusters Score -2172278 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -2172292.000000 Penalty: 4698.499512 Iteration 31Q: 3 clusters Score -2172292 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -2172304.500000 Penalty: 4698.499512 Iteration 32Q: 3 clusters Score -2172304 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -2172307.750000 Penalty: 4698.499512 Iteration 33Q: 3 clusters Score -2172308 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -2172325.500000 Penalty: 4698.499512 Iteration 34Q: 3 clusters Score -2172326 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -2172345.750000 Penalty: 4698.499512 Iteration 35Q: 3 clusters Score -2172346 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -2172363.500000 Penalty: 4698.499512 Iteration 36Q: 3 clusters Score -2172364 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -2172384.000000 Penalty: 4698.499512 Iteration 37Q: 3 clusters Score -2172384 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -2172396.750000 Penalty: 4698.499512 Iteration 38Q: 3 clusters Score -2172397 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -2172418.250000 Penalty: 4698.499512 Iteration 39Q: 3 clusters Score -2172418 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -2172427.000000 Penalty: 4698.499512 Iteration 40F: 3 clusters Score -2172427 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -2172433.000000 Penalty: 4698.499512 Iteration 41Q: 3 clusters Score -2172433 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -2172438.750000 Penalty: 4698.499512 Iteration 42Q: 3 clusters Score -2172439 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -2172447.500000 Penalty: 4698.499512 Iteration 43Q: 3 clusters Score -2172448 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -2172472.250000 Penalty: 4698.499512 Iteration 44Q: 3 clusters Score -2172472 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -2172473.750000 Penalty: 4698.499512 Iteration 45Q: 3 clusters Score -2172474 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -2172485.750000 Penalty: 4698.499512 Iteration 46Q: 3 clusters Score -2172486 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -2172492.000000 Penalty: 4698.499512 Iteration 47Q: 3 clusters Score -2172492 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -2172502.750000 Penalty: 4698.499512 Iteration 48Q: 3 clusters Score -2172503 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -2172505.500000 Penalty: 4698.499512 Iteration 49Q: 3 clusters Score -2172506 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -2172515.000000 Penalty: 4698.499512 Iteration 50Q: 3 clusters Score -2172515 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -2172523.250000 Penalty: 4698.499512 Iteration 51Q: 3 clusters Score -2172523 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -2172527.250000 Penalty: 4698.499512 Iteration 52Q: 3 clusters Score -2172527 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -2172541.750000 Penalty: 4698.499512 Iteration 53Q: 3 clusters Score -2172542 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -2172545.500000 Penalty: 4698.499512 Iteration 54Q: 3 clusters Score -2172546 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -2172546.000000 Penalty: 4698.499512 Iteration 55Q: 3 clusters Score -2172546 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -2172560.000000 Penalty: 4698.499512 Iteration 56Q: 3 clusters Score -2172560 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -2172557.500000 Penalty: 4698.499512 Iteration 57Q: 3 clusters Score -2172558 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -2172570.500000 Penalty: 4698.499512 Iteration 58Q: 3 clusters Score -2172570 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -2172577.000000 Penalty: 4698.499512 Iteration 59Q: 3 clusters Score -2172577 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -2172587.000000 Penalty: 4698.499512 Iteration 60F: 3 clusters Score -2172587 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -2172592.000000 Penalty: 4698.499512 Iteration 61Q: 3 clusters Score -2172592 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8982 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -2172592.000000 Penalty: 4698.499512 Iteration 62Q: 3 clusters Score -2172592 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -2172592.750000 Penalty: 4698.499512 Iteration 63Q: 3 clusters Score -2172593 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -2172596.750000 Penalty: 4698.499512 Iteration 64Q: 3 clusters Score -2172597 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -2172602.250000 Penalty: 4698.499512 Iteration 65Q: 3 clusters Score -2172602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -2172601.750000 Penalty: 4698.499512 Iteration 66Q: 3 clusters Score -2172602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -2172603.000000 Penalty: 4698.499512 Iteration 67Q: 3 clusters Score -2172603 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -2172602.250000 Penalty: 4698.499512 Iteration 68Q: 3 clusters Score -2172602 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -2172603.000000 Penalty: 4698.499512 Iteration 69Q: 3 clusters Score -2172603 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -2172611.000000 Penalty: 4698.499512 Iteration 70Q: 3 clusters Score -2172611 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -2172615.750000 Penalty: 4698.499512 Iteration 71Q: 3 clusters Score -2172616 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -2172620.250000 Penalty: 4698.499512 Iteration 72Q: 3 clusters Score -2172620 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -2172624.750000 Penalty: 4698.499512 Iteration 73Q: 3 clusters Score -2172625 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -2172629.500000 Penalty: 4698.499512 Iteration 74Q: 3 clusters Score -2172630 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -2172636.500000 Penalty: 4698.499512 Iteration 75Q: 3 clusters Score -2172636 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -2172641.500000 Penalty: 4698.499512 Iteration 76Q: 3 clusters Score -2172642 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -2172642.750000 Penalty: 4698.499512 Iteration 77Q: 3 clusters Score -2172643 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -2172645.250000 Penalty: 4698.499512 Iteration 78Q: 3 clusters Score -2172645 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -2172651.250000 Penalty: 4698.499512 Iteration 79Q: 3 clusters Score -2172651 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -2172654.000000 Penalty: 4698.499512 Iteration 80F: 3 clusters Score -2172654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -2172655.250000 Penalty: 4698.499512 Iteration 81Q: 3 clusters Score -2172655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -2172654.250000 Penalty: 4698.499512 Iteration 82Q: 3 clusters Score -2172654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -2172655.000000 Penalty: 4698.499512 Iteration 83Q: 3 clusters Score -2172655 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -2172656.000000 Penalty: 4698.499512 Iteration 84Q: 3 clusters Score -2172656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -2172653.000000 Penalty: 4698.499512 Iteration 85Q: 3 clusters Score -2172653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9321 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -2172658.250000 Penalty: 4698.499512 Iteration 86Q: 3 clusters Score -2172658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -2172658.000000 Penalty: 4698.499512 Iteration 87Q: 3 clusters Score -2172658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -2172656.500000 Penalty: 4698.499512 Iteration 88Q: 3 clusters Score -2172656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -2172661.000000 Penalty: 4698.499512 Iteration 89Q: 3 clusters Score -2172661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -2172664.250000 Penalty: 4698.499512 Iteration 90Q: 3 clusters Score -2172664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -2172660.250000 Penalty: 4698.499512 Iteration 91Q: 3 clusters Score -2172660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -2172661.500000 Penalty: 4698.499512 Iteration 92Q: 3 clusters Score -2172662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -2172663.000000 Penalty: 4698.499512 Iteration 93Q: 3 clusters Score -2172663 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -2172662.000000 Penalty: 4698.499512 Iteration 94Q: 3 clusters Score -2172662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -2172665.500000 Penalty: 4698.499512 Iteration 95Q: 3 clusters Score -2172666 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -2172668.500000 Penalty: 4698.499512 Iteration 96Q: 3 clusters Score -2172668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -2172673.500000 Penalty: 4698.499512 Iteration 97Q: 3 clusters Score -2172674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -2172670.250000 Penalty: 4698.499512 Iteration 98Q: 3 clusters Score -2172670 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -2172671.000000 Penalty: 4698.499512 Iteration 99Q: 3 clusters Score -2172671 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -2172669.750000 Penalty: 4698.499512 Iteration 100F: 3 clusters Score -2172670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -2172673.500000 Penalty: 4698.499512 Iteration 101Q: 3 clusters Score -2172674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -2172672.250000 Penalty: 4698.499512 Iteration 102Q: 3 clusters Score -2172672 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -2172674.000000 Penalty: 4698.499512 Iteration 103Q: 3 clusters Score -2172674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9461 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -2172674.500000 Penalty: 4698.499512 Iteration 104Q: 3 clusters Score -2172674 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -2172676.750000 Penalty: 4698.499512 Iteration 105Q: 3 clusters Score -2172677 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -2172679.000000 Penalty: 4698.499512 Iteration 106Q: 3 clusters Score -2172679 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -2172679.500000 Penalty: 4698.499512 Iteration 107Q: 3 clusters Score -2172680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -2172678.500000 Penalty: 4698.499512 Iteration 108Q: 3 clusters Score -2172678 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -2172681.250000 Penalty: 4698.499512 Iteration 109Q: 3 clusters Score -2172681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -2172680.000000 Penalty: 4698.499512 Iteration 110Q: 3 clusters Score -2172680 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -2172682.250000 Penalty: 4698.499512 Iteration 111Q: 3 clusters Score -2172682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -2172684.500000 Penalty: 4698.499512 Iteration 112Q: 3 clusters Score -2172684 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -2172685.250000 Penalty: 4698.499512 Iteration 113Q: 3 clusters Score -2172685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -2172689.000000 Penalty: 4698.499512 Iteration 114Q: 3 clusters Score -2172689 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -2172688.250000 Penalty: 4698.499512 Iteration 115Q: 3 clusters Score -2172688 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -2172688.000000 Penalty: 4698.499512 Iteration 116Q: 3 clusters Score -2172688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -2172691.000000 Penalty: 4698.499512 Iteration 117Q: 3 clusters Score -2172691 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -2172696.500000 Penalty: 4698.499512 Iteration 118Q: 3 clusters Score -2172696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -2172697.500000 Penalty: 4698.499512 Iteration 119Q: 3 clusters Score -2172698 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -2172704.750000 Penalty: 4698.499512 Iteration 120F: 3 clusters Score -2172705 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -2172708.250000 Penalty: 4698.499512 Iteration 121Q: 3 clusters Score -2172708 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -2172709.750000 Penalty: 4698.499512 Iteration 122Q: 3 clusters Score -2172710 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -2172713.000000 Penalty: 4698.499512 Iteration 123Q: 3 clusters Score -2172713 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -2172720.750000 Penalty: 4698.499512 Iteration 124Q: 3 clusters Score -2172721 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -2172719.000000 Penalty: 4698.499512 Iteration 125Q: 3 clusters Score -2172719 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -2172723.000000 Penalty: 4698.499512 Iteration 126Q: 3 clusters Score -2172723 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -2172722.500000 Penalty: 4698.499512 Iteration 127Q: 3 clusters Score -2172722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -2172722.250000 Penalty: 4698.499512 Iteration 128Q: 3 clusters Score -2172722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -2172725.250000 Penalty: 4698.499512 Iteration 129Q: 3 clusters Score -2172725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -2172727.000000 Penalty: 4698.499512 Iteration 130Q: 3 clusters Score -2172727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -2172729.250000 Penalty: 4698.499512 Iteration 131Q: 3 clusters Score -2172729 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -2172728.250000 Penalty: 4698.499512 Iteration 132Q: 3 clusters Score -2172728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -2172729.250000 Penalty: 4698.499512 Iteration 133Q: 3 clusters Score -2172729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -2172731.500000 Penalty: 4698.499512 Iteration 134Q: 3 clusters Score -2172732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -2172728.250000 Penalty: 4698.499512 Iteration 135Q: 3 clusters Score -2172728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -2172729.500000 Penalty: 4698.499512 Iteration 136Q: 3 clusters Score -2172730 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -2172731.250000 Penalty: 4698.499512 Iteration 137Q: 3 clusters Score -2172731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -2172732.250000 Penalty: 4698.499512 Iteration 138Q: 3 clusters Score -2172732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -2172732.250000 Penalty: 4698.499512 Iteration 139F: 3 clusters Score -2172732 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Entering Unmasked Estep Score: -94274.648438 Penalty: 1603.217896 Iteration 0F: 2 clusters Score -94274.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -92669.531250 Penalty: 3206.435791 Iteration 0F: 3 clusters Score -92669.53 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -92994.125000 Penalty: 3206.435791 Iteration 1F: 3 clusters Score -92994.12 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -93199.703125 Penalty: 3206.435791 Iteration 2F: 3 clusters Score -93199.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -93364.898438 Penalty: 3206.435791 Iteration 3F: 3 clusters Score -93364.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -93519.398438 Penalty: 3206.435791 Iteration 4F: 3 clusters Score -93519.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -93686.523438 Penalty: 3206.435791 Iteration 5F: 3 clusters Score -93686.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -93779.867188 Penalty: 3206.435791 Iteration 6Q: 3 clusters Score -93779.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -93838.039062 Penalty: 3206.435791 Iteration 7Q: 3 clusters Score -93838.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -93896.140625 Penalty: 3206.435791 Iteration 8Q: 3 clusters Score -93896.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -93913.296875 Penalty: 3206.435791 Iteration 9Q: 3 clusters Score -93913.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -93925.562500 Penalty: 3206.435791 Iteration 10Q: 3 clusters Score -93925.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -93927.882812 Penalty: 3206.435791 Iteration 11Q: 3 clusters Score -93927.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -93928.351562 Penalty: 3206.435791 Iteration 12F: 3 clusters Score -93928.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -93941.460938 Penalty: 3206.435791 Iteration 13Q: 3 clusters Score -93941.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -93954.914062 Penalty: 3206.435791 Iteration 14Q: 3 clusters Score -93954.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -93966.351562 Penalty: 3206.435791 Iteration 15Q: 3 clusters Score -93966.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -94000.585938 Penalty: 3206.435791 Iteration 16Q: 3 clusters Score -94000.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -94065.585938 Penalty: 3206.435791 Iteration 17Q: 3 clusters Score -94065.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -94144.593750 Penalty: 3206.435791 Iteration 18Q: 3 clusters Score -94144.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -94308.304688 Penalty: 3206.435791 Iteration 19Q: 3 clusters Score -94308.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -94404.765625 Penalty: 3206.435791 Iteration 20F: 3 clusters Score -94404.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -94426.414062 Penalty: 3206.435791 Iteration 21Q: 3 clusters Score -94426.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -94451.171875 Penalty: 3206.435791 Iteration 22Q: 3 clusters Score -94451.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -94454.906250 Penalty: 3206.435791 Iteration 23Q: 3 clusters Score -94454.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -94454.906250 Penalty: 3206.435791 Iteration 24F: 3 clusters Score -94454.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 5759 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 18975 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 10026 members Mstep: Class 31 contains 13474 members Mstep: Class 32 contains 5144 members Mstep: Class 33 contains 294 members Entering Unmasked Estep Score: -51805260.000000 Penalty: 103811.726562 Splitting cluster 23 changes total score from -51791716.000000 to -51805260.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 24 (59172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59172 members Entering Unmasked Estep Score: -9706444.000000 Penalty: 2725.074707 Iteration 0F: 2 clusters Score -9706444 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29285 members Mstep: Class 2 contains 29887 members Entering Unmasked Estep Score: -9667376.000000 Penalty: 5450.149414 Iteration 0F: 3 clusters Score -9667376 nChanged 27575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27246 members Mstep: Class 2 contains 31926 members Entering Unmasked Estep Score: -9683234.000000 Penalty: 5450.149414 Iteration 1F: 3 clusters Score -9683234 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25852 members Mstep: Class 2 contains 33320 members Entering Unmasked Estep Score: -9685204.000000 Penalty: 5450.149414 Iteration 2F: 3 clusters Score -9685204 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24221 members Mstep: Class 2 contains 34951 members Entering Unmasked Estep Score: -9688107.000000 Penalty: 5450.149414 Iteration 3F: 3 clusters Score -9688107 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22836 members Mstep: Class 2 contains 36336 members Entering Unmasked Estep Score: -9691119.000000 Penalty: 5450.149414 Iteration 4F: 3 clusters Score -9691119 nChanged 3855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21741 members Mstep: Class 2 contains 37431 members Entering Unmasked Estep Score: -9693570.000000 Penalty: 5450.149414 Iteration 5F: 3 clusters Score -9693570 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20846 members Mstep: Class 2 contains 38326 members Entering Unmasked Estep Score: -9695283.000000 Penalty: 5450.149414 Iteration 6F: 3 clusters Score -9695283 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 39136 members Entering Unmasked Estep Score: -9696585.000000 Penalty: 5450.149414 Iteration 7Q: 3 clusters Score -9696585 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19208 members Mstep: Class 2 contains 39964 members Entering Unmasked Estep Score: -9697467.000000 Penalty: 5450.149414 Iteration 8Q: 3 clusters Score -9697467 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18430 members Mstep: Class 2 contains 40742 members Entering Unmasked Estep Score: -9698057.000000 Penalty: 5450.149414 Iteration 9Q: 3 clusters Score -9698057 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17716 members Mstep: Class 2 contains 41456 members Entering Unmasked Estep Score: -9698389.000000 Penalty: 5450.149414 Iteration 10Q: 3 clusters Score -9698389 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16985 members Mstep: Class 2 contains 42187 members Entering Unmasked Estep Score: -9698715.000000 Penalty: 5450.149414 Iteration 11Q: 3 clusters Score -9698715 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16267 members Mstep: Class 2 contains 42905 members Entering Unmasked Estep Score: -9698875.000000 Penalty: 5450.149414 Iteration 12Q: 3 clusters Score -9698875 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15589 members Mstep: Class 2 contains 43583 members Entering Unmasked Estep Score: -9699051.000000 Penalty: 5450.149414 Iteration 13Q: 3 clusters Score -9699051 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14843 members Mstep: Class 2 contains 44329 members Entering Unmasked Estep Score: -9699218.000000 Penalty: 5450.149414 Iteration 14Q: 3 clusters Score -9699218 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 45084 members Entering Unmasked Estep Score: -9699335.000000 Penalty: 5450.149414 Iteration 15Q: 3 clusters Score -9699335 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13340 members Mstep: Class 2 contains 45832 members Entering Unmasked Estep Score: -9699592.000000 Penalty: 5450.149414 Iteration 16Q: 3 clusters Score -9699592 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 46608 members Entering Unmasked Estep Score: -9699804.000000 Penalty: 5450.149414 Iteration 17Q: 3 clusters Score -9699804 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11745 members Mstep: Class 2 contains 47427 members Entering Unmasked Estep Score: -9700029.000000 Penalty: 5450.149414 Iteration 18Q: 3 clusters Score -9700029 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 48327 members Entering Unmasked Estep Score: -9700340.000000 Penalty: 5450.149414 Iteration 19Q: 3 clusters Score -9700340 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 49259 members Entering Unmasked Estep Score: -9700639.000000 Penalty: 5450.149414 Iteration 20F: 3 clusters Score -9700639 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 50174 members Entering Unmasked Estep Score: -9700961.000000 Penalty: 5450.149414 Iteration 21Q: 3 clusters Score -9700961 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 51070 members Entering Unmasked Estep Score: -9701281.000000 Penalty: 5450.149414 Iteration 22Q: 3 clusters Score -9701281 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 51901 members Entering Unmasked Estep Score: -9701658.000000 Penalty: 5450.149414 Iteration 23Q: 3 clusters Score -9701658 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 52723 members Entering Unmasked Estep Score: -9701960.000000 Penalty: 5450.149414 Iteration 24Q: 3 clusters Score -9701960 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 53486 members Entering Unmasked Estep Score: -9702339.000000 Penalty: 5450.149414 Iteration 25Q: 3 clusters Score -9702339 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 54176 members Entering Unmasked Estep Score: -9702733.000000 Penalty: 5450.149414 Iteration 26Q: 3 clusters Score -9702733 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 54777 members Entering Unmasked Estep Score: -9703050.000000 Penalty: 5450.149414 Iteration 27Q: 3 clusters Score -9703050 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 55273 members Entering Unmasked Estep Score: -9703347.000000 Penalty: 5450.149414 Iteration 28Q: 3 clusters Score -9703347 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 55738 members Entering Unmasked Estep Score: -9703576.000000 Penalty: 5450.149414 Iteration 29Q: 3 clusters Score -9703576 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 56118 members Entering Unmasked Estep Score: -9703806.000000 Penalty: 5450.149414 Iteration 30Q: 3 clusters Score -9703806 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 56432 members Entering Unmasked Estep Score: -9703956.000000 Penalty: 5450.149414 Iteration 31Q: 3 clusters Score -9703956 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 56655 members Entering Unmasked Estep Score: -9704055.000000 Penalty: 5450.149414 Iteration 32Q: 3 clusters Score -9704055 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 56849 members Entering Unmasked Estep Score: -9704139.000000 Penalty: 5450.149414 Iteration 33Q: 3 clusters Score -9704139 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 56996 members Entering Unmasked Estep Score: -9704202.000000 Penalty: 5450.149414 Iteration 34Q: 3 clusters Score -9704202 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 57105 members Entering Unmasked Estep Score: -9704252.000000 Penalty: 5450.149414 Iteration 35Q: 3 clusters Score -9704252 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 57203 members Entering Unmasked Estep Score: -9704345.000000 Penalty: 5450.149414 Iteration 36Q: 3 clusters Score -9704345 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 57271 members Entering Unmasked Estep Score: -9704360.000000 Penalty: 5450.149414 Iteration 37Q: 3 clusters Score -9704360 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 57312 members Entering Unmasked Estep Score: -9704380.000000 Penalty: 5450.149414 Iteration 38Q: 3 clusters Score -9704380 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 57361 members Entering Unmasked Estep Score: -9704399.000000 Penalty: 5450.149414 Iteration 39Q: 3 clusters Score -9704399 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 57401 members Entering Unmasked Estep Score: -9704417.000000 Penalty: 5450.149414 Iteration 40F: 3 clusters Score -9704417 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 57429 members Entering Unmasked Estep Score: -9704414.000000 Penalty: 5450.149414 Iteration 41Q: 3 clusters Score -9704414 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 57447 members Entering Unmasked Estep Score: -9704408.000000 Penalty: 5450.149414 Iteration 42Q: 3 clusters Score -9704408 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 57466 members Entering Unmasked Estep Score: -9704422.000000 Penalty: 5450.149414 Iteration 43Q: 3 clusters Score -9704422 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 57480 members Entering Unmasked Estep Score: -9704437.000000 Penalty: 5450.149414 Iteration 44Q: 3 clusters Score -9704437 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 57493 members Entering Unmasked Estep Score: -9704444.000000 Penalty: 5450.149414 Iteration 45Q: 3 clusters Score -9704444 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 57503 members Entering Unmasked Estep Score: -9704446.000000 Penalty: 5450.149414 Iteration 46Q: 3 clusters Score -9704446 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 57517 members Entering Unmasked Estep Score: -9704458.000000 Penalty: 5450.149414 Iteration 47Q: 3 clusters Score -9704458 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 57529 members Entering Unmasked Estep Score: -9704452.000000 Penalty: 5450.149414 Iteration 48Q: 3 clusters Score -9704452 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 57545 members Entering Unmasked Estep Score: -9704466.000000 Penalty: 5450.149414 Iteration 49Q: 3 clusters Score -9704466 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 57563 members Entering Unmasked Estep Score: -9704480.000000 Penalty: 5450.149414 Iteration 50Q: 3 clusters Score -9704480 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 57571 members Entering Unmasked Estep Score: -9704472.000000 Penalty: 5450.149414 Iteration 51Q: 3 clusters Score -9704472 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 57576 members Entering Unmasked Estep Score: -9704456.000000 Penalty: 5450.149414 Iteration 52Q: 3 clusters Score -9704456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 57583 members Entering Unmasked Estep Score: -9704474.000000 Penalty: 5450.149414 Iteration 53Q: 3 clusters Score -9704474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 57589 members Entering Unmasked Estep Score: -9704487.000000 Penalty: 5450.149414 Iteration 54Q: 3 clusters Score -9704487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 57594 members Entering Unmasked Estep Score: -9704487.000000 Penalty: 5450.149414 Iteration 55Q: 3 clusters Score -9704487 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 57600 members Entering Unmasked Estep Score: -9704471.000000 Penalty: 5450.149414 Iteration 56Q: 3 clusters Score -9704471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 57605 members Entering Unmasked Estep Score: -9704473.000000 Penalty: 5450.149414 Iteration 57Q: 3 clusters Score -9704473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 57607 members Entering Unmasked Estep Score: -9704467.000000 Penalty: 5450.149414 Iteration 58Q: 3 clusters Score -9704467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 57608 members Entering Unmasked Estep Score: -9704468.000000 Penalty: 5450.149414 Iteration 59Q: 3 clusters Score -9704468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 57609 members Entering Unmasked Estep Score: -9704477.000000 Penalty: 5450.149414 Iteration 60F: 3 clusters Score -9704477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 57611 members Entering Unmasked Estep Score: -9704477.000000 Penalty: 5450.149414 Iteration 61Q: 3 clusters Score -9704477 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 57612 members Entering Unmasked Estep Score: -9704480.000000 Penalty: 5450.149414 Iteration 62Q: 3 clusters Score -9704480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 57612 members Entering Unmasked Estep Score: -9704480.000000 Penalty: 5450.149414 Iteration 63F: 3 clusters Score -9704480 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Entering Unmasked Estep Score: -1101611.500000 Penalty: 2199.087158 Iteration 0F: 2 clusters Score -1101612 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1095874.500000 Penalty: 4398.174316 Iteration 0F: 3 clusters Score -1095874 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -1097600.750000 Penalty: 4398.174316 Iteration 1F: 3 clusters Score -1097601 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1098168.625000 Penalty: 4398.174316 Iteration 2F: 3 clusters Score -1098169 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1098678.500000 Penalty: 4398.174316 Iteration 3F: 3 clusters Score -1098678 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1099168.375000 Penalty: 4398.174316 Iteration 4F: 3 clusters Score -1099168 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1099527.750000 Penalty: 4398.174316 Iteration 5F: 3 clusters Score -1099528 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1099787.125000 Penalty: 4398.174316 Iteration 6F: 3 clusters Score -1099787 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1099952.500000 Penalty: 4398.174316 Iteration 7Q: 3 clusters Score -1099952 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1100058.375000 Penalty: 4398.174316 Iteration 8Q: 3 clusters Score -1100058 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1100140.000000 Penalty: 4398.174316 Iteration 9Q: 3 clusters Score -1100140 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1100205.250000 Penalty: 4398.174316 Iteration 10Q: 3 clusters Score -1100205 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1100258.375000 Penalty: 4398.174316 Iteration 11Q: 3 clusters Score -1100258 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1100289.250000 Penalty: 4398.174316 Iteration 12Q: 3 clusters Score -1100289 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1100311.000000 Penalty: 4398.174316 Iteration 13Q: 3 clusters Score -1100311 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1100330.625000 Penalty: 4398.174316 Iteration 14Q: 3 clusters Score -1100331 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1100339.750000 Penalty: 4398.174316 Iteration 15Q: 3 clusters Score -1100340 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1100349.000000 Penalty: 4398.174316 Iteration 16Q: 3 clusters Score -1100349 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1100353.375000 Penalty: 4398.174316 Iteration 17Q: 3 clusters Score -1100353 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1100357.250000 Penalty: 4398.174316 Iteration 18Q: 3 clusters Score -1100357 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1100363.125000 Penalty: 4398.174316 Iteration 19Q: 3 clusters Score -1100363 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1100368.500000 Penalty: 4398.174316 Iteration 20F: 3 clusters Score -1100368 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1100368.625000 Penalty: 4398.174316 Iteration 21Q: 3 clusters Score -1100369 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1100369.125000 Penalty: 4398.174316 Iteration 22Q: 3 clusters Score -1100369 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1100375.250000 Penalty: 4398.174316 Iteration 23Q: 3 clusters Score -1100375 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1100380.125000 Penalty: 4398.174316 Iteration 24Q: 3 clusters Score -1100380 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1100386.375000 Penalty: 4398.174316 Iteration 25Q: 3 clusters Score -1100386 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1100396.000000 Penalty: 4398.174316 Iteration 26Q: 3 clusters Score -1100396 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1100399.500000 Penalty: 4398.174316 Iteration 27Q: 3 clusters Score -1100400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1100399.125000 Penalty: 4398.174316 Iteration 28Q: 3 clusters Score -1100399 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1100403.125000 Penalty: 4398.174316 Iteration 29Q: 3 clusters Score -1100403 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1100404.375000 Penalty: 4398.174316 Iteration 30Q: 3 clusters Score -1100404 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1100403.500000 Penalty: 4398.174316 Iteration 31Q: 3 clusters Score -1100404 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1100404.875000 Penalty: 4398.174316 Iteration 32Q: 3 clusters Score -1100405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -1100407.000000 Penalty: 4398.174316 Iteration 33Q: 3 clusters Score -1100407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1100407.625000 Penalty: 4398.174316 Iteration 34Q: 3 clusters Score -1100408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -1100408.375000 Penalty: 4398.174316 Iteration 35Q: 3 clusters Score -1100408 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1100407.875000 Penalty: 4398.174316 Iteration 36Q: 3 clusters Score -1100408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1100408.375000 Penalty: 4398.174316 Iteration 37Q: 3 clusters Score -1100408 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1100407.375000 Penalty: 4398.174316 Iteration 38Q: 3 clusters Score -1100407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1100410.500000 Penalty: 4398.174316 Iteration 39Q: 3 clusters Score -1100410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1100411.500000 Penalty: 4398.174316 Iteration 40F: 3 clusters Score -1100412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1100412.875000 Penalty: 4398.174316 Iteration 41Q: 3 clusters Score -1100413 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1100414.000000 Penalty: 4398.174316 Iteration 42Q: 3 clusters Score -1100414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1100416.375000 Penalty: 4398.174316 Iteration 43Q: 3 clusters Score -1100416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1100414.750000 Penalty: 4398.174316 Iteration 44Q: 3 clusters Score -1100415 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -1100416.625000 Penalty: 4398.174316 Iteration 45Q: 3 clusters Score -1100417 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1100417.000000 Penalty: 4398.174316 Iteration 46Q: 3 clusters Score -1100417 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1100420.125000 Penalty: 4398.174316 Iteration 47Q: 3 clusters Score -1100420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1100421.125000 Penalty: 4398.174316 Iteration 48Q: 3 clusters Score -1100421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1100422.000000 Penalty: 4398.174316 Iteration 49Q: 3 clusters Score -1100422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1100423.500000 Penalty: 4398.174316 Iteration 50Q: 3 clusters Score -1100424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1100424.125000 Penalty: 4398.174316 Iteration 51Q: 3 clusters Score -1100424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -1100423.875000 Penalty: 4398.174316 Iteration 52Q: 3 clusters Score -1100424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -1100425.000000 Penalty: 4398.174316 Iteration 53Q: 3 clusters Score -1100425 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1100426.000000 Penalty: 4398.174316 Iteration 54Q: 3 clusters Score -1100426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1100428.625000 Penalty: 4398.174316 Iteration 55Q: 3 clusters Score -1100429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1100429.125000 Penalty: 4398.174316 Iteration 56Q: 3 clusters Score -1100429 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1100433.000000 Penalty: 4398.174316 Iteration 57Q: 3 clusters Score -1100433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1100433.375000 Penalty: 4398.174316 Iteration 58Q: 3 clusters Score -1100433 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1100433.375000 Penalty: 4398.174316 Iteration 59F: 3 clusters Score -1100433 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (18975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18975 members Entering Unmasked Estep Score: -2938799.250000 Penalty: 2443.017578 Iteration 0F: 2 clusters Score -2938799 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -2925485.500000 Penalty: 4886.035156 Iteration 0F: 3 clusters Score -2925486 nChanged 8358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -2930591.250000 Penalty: 4886.035156 Iteration 1F: 3 clusters Score -2930591 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -2931484.250000 Penalty: 4886.035156 Iteration 2F: 3 clusters Score -2931484 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -2932502.500000 Penalty: 4886.035156 Iteration 3F: 3 clusters Score -2932502 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -2933619.750000 Penalty: 4886.035156 Iteration 4F: 3 clusters Score -2933620 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -2934666.250000 Penalty: 4886.035156 Iteration 5F: 3 clusters Score -2934666 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -2935521.750000 Penalty: 4886.035156 Iteration 6F: 3 clusters Score -2935522 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -2936168.250000 Penalty: 4886.035156 Iteration 7F: 3 clusters Score -2936168 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 9907 members Entering Unmasked Estep Score: -2936693.000000 Penalty: 4886.035156 Iteration 8Q: 3 clusters Score -2936693 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -2937153.750000 Penalty: 4886.035156 Iteration 9Q: 3 clusters Score -2937154 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -2937551.750000 Penalty: 4886.035156 Iteration 10Q: 3 clusters Score -2937552 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -2937915.250000 Penalty: 4886.035156 Iteration 11Q: 3 clusters Score -2937915 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -2938216.250000 Penalty: 4886.035156 Iteration 12Q: 3 clusters Score -2938216 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -2938484.750000 Penalty: 4886.035156 Iteration 13Q: 3 clusters Score -2938485 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9946 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -2938735.000000 Penalty: 4886.035156 Iteration 14Q: 3 clusters Score -2938735 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10116 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -2938982.250000 Penalty: 4886.035156 Iteration 15Q: 3 clusters Score -2938982 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -2939195.250000 Penalty: 4886.035156 Iteration 16Q: 3 clusters Score -2939195 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -2939381.500000 Penalty: 4886.035156 Iteration 17Q: 3 clusters Score -2939382 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -2939527.250000 Penalty: 4886.035156 Iteration 18Q: 3 clusters Score -2939527 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10737 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -2939641.750000 Penalty: 4886.035156 Iteration 19Q: 3 clusters Score -2939642 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -2939752.750000 Penalty: 4886.035156 Iteration 20F: 3 clusters Score -2939753 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11106 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -2939852.500000 Penalty: 4886.035156 Iteration 21Q: 3 clusters Score -2939852 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11282 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -2939939.000000 Penalty: 4886.035156 Iteration 22Q: 3 clusters Score -2939939 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -2940005.750000 Penalty: 4886.035156 Iteration 23Q: 3 clusters Score -2940006 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11611 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -2940089.500000 Penalty: 4886.035156 Iteration 24Q: 3 clusters Score -2940090 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -2940156.250000 Penalty: 4886.035156 Iteration 25Q: 3 clusters Score -2940156 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -2940199.000000 Penalty: 4886.035156 Iteration 26Q: 3 clusters Score -2940199 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -2940267.500000 Penalty: 4886.035156 Iteration 27Q: 3 clusters Score -2940268 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -2940337.250000 Penalty: 4886.035156 Iteration 28Q: 3 clusters Score -2940337 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -2940411.000000 Penalty: 4886.035156 Iteration 29Q: 3 clusters Score -2940411 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12541 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -2940458.750000 Penalty: 4886.035156 Iteration 30Q: 3 clusters Score -2940459 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12691 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -2940525.250000 Penalty: 4886.035156 Iteration 31Q: 3 clusters Score -2940525 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12853 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -2940592.000000 Penalty: 4886.035156 Iteration 32Q: 3 clusters Score -2940592 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -2940645.000000 Penalty: 4886.035156 Iteration 33Q: 3 clusters Score -2940645 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13124 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -2940695.000000 Penalty: 4886.035156 Iteration 34Q: 3 clusters Score -2940695 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13244 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -2940738.000000 Penalty: 4886.035156 Iteration 35Q: 3 clusters Score -2940738 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13356 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -2940781.750000 Penalty: 4886.035156 Iteration 36Q: 3 clusters Score -2940782 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2940796.500000 Penalty: 4886.035156 Iteration 37Q: 3 clusters Score -2940796 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -2940823.750000 Penalty: 4886.035156 Iteration 38Q: 3 clusters Score -2940824 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13641 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -2940841.500000 Penalty: 4886.035156 Iteration 39Q: 3 clusters Score -2940842 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13699 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -2940859.250000 Penalty: 4886.035156 Iteration 40F: 3 clusters Score -2940859 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -2940874.250000 Penalty: 4886.035156 Iteration 41Q: 3 clusters Score -2940874 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2940885.500000 Penalty: 4886.035156 Iteration 42Q: 3 clusters Score -2940886 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13825 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -2940885.750000 Penalty: 4886.035156 Iteration 43Q: 3 clusters Score -2940886 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13852 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -2940892.000000 Penalty: 4886.035156 Iteration 44Q: 3 clusters Score -2940892 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13874 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -2940893.000000 Penalty: 4886.035156 Iteration 45Q: 3 clusters Score -2940893 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13897 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -2940898.750000 Penalty: 4886.035156 Iteration 46Q: 3 clusters Score -2940899 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13914 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -2940896.750000 Penalty: 4886.035156 Iteration 47Q: 3 clusters Score -2940897 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -2940897.000000 Penalty: 4886.035156 Iteration 48Q: 3 clusters Score -2940897 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -2940900.750000 Penalty: 4886.035156 Iteration 49Q: 3 clusters Score -2940901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13946 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -2940904.000000 Penalty: 4886.035156 Iteration 50Q: 3 clusters Score -2940904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13951 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -2940902.000000 Penalty: 4886.035156 Iteration 51Q: 3 clusters Score -2940902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -2940906.000000 Penalty: 4886.035156 Iteration 52Q: 3 clusters Score -2940906 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2940909.000000 Penalty: 4886.035156 Iteration 53Q: 3 clusters Score -2940909 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -2940908.500000 Penalty: 4886.035156 Iteration 54Q: 3 clusters Score -2940908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -2940906.000000 Penalty: 4886.035156 Iteration 55Q: 3 clusters Score -2940906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -2940910.750000 Penalty: 4886.035156 Iteration 56Q: 3 clusters Score -2940911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -2940909.000000 Penalty: 4886.035156 Iteration 57Q: 3 clusters Score -2940909 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13995 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -2940908.250000 Penalty: 4886.035156 Iteration 58Q: 3 clusters Score -2940908 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13996 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -2940910.250000 Penalty: 4886.035156 Iteration 59Q: 3 clusters Score -2940910 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -2940913.250000 Penalty: 4886.035156 Iteration 60F: 3 clusters Score -2940913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 5759 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 13998 members Mstep: Class 27 contains 12802 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 10026 members Mstep: Class 31 contains 13474 members Mstep: Class 32 contains 5144 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 4977 members Entering Unmasked Estep Score: -51806480.000000 Penalty: 106957.539062 Splitting cluster 26 changes total score from -51791716.000000 to -51806480.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 27 (12802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12802 members Entering Unmasked Estep Score: -2168358.750000 Penalty: 2345.424316 Iteration 0F: 2 clusters Score -2168359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -2158899.750000 Penalty: 4690.848633 Iteration 0F: 3 clusters Score -2158900 nChanged 5433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -2161875.500000 Penalty: 4690.848633 Iteration 1F: 3 clusters Score -2161876 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -2162240.500000 Penalty: 4690.848633 Iteration 2F: 3 clusters Score -2162240 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -2162559.000000 Penalty: 4690.848633 Iteration 3F: 3 clusters Score -2162559 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -2162876.000000 Penalty: 4690.848633 Iteration 4Q: 3 clusters Score -2162876 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -2163226.000000 Penalty: 4690.848633 Iteration 5Q: 3 clusters Score -2163226 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -2163498.750000 Penalty: 4690.848633 Iteration 6Q: 3 clusters Score -2163499 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -2163723.000000 Penalty: 4690.848633 Iteration 7Q: 3 clusters Score -2163723 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -2163999.750000 Penalty: 4690.848633 Iteration 8Q: 3 clusters Score -2164000 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2164379.750000 Penalty: 4690.848633 Iteration 9Q: 3 clusters Score -2164380 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -2165005.000000 Penalty: 4690.848633 Iteration 10F: 3 clusters Score -2165005 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -2166001.250000 Penalty: 4690.848633 Iteration 11F: 3 clusters Score -2166001 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -2167567.750000 Penalty: 4690.848633 Iteration 12F: 3 clusters Score -2167568 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -2168954.750000 Penalty: 4690.848633 Iteration 13F: 3 clusters Score -2168955 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -2169565.000000 Penalty: 4690.848633 Iteration 14Q: 3 clusters Score -2169565 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -2169904.250000 Penalty: 4690.848633 Iteration 15Q: 3 clusters Score -2169904 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -2170126.250000 Penalty: 4690.848633 Iteration 16Q: 3 clusters Score -2170126 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10900 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -2170186.750000 Penalty: 4690.848633 Iteration 17Q: 3 clusters Score -2170187 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10946 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -2170220.250000 Penalty: 4690.848633 Iteration 18Q: 3 clusters Score -2170220 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -2170235.000000 Penalty: 4690.848633 Iteration 19Q: 3 clusters Score -2170235 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -2170243.000000 Penalty: 4690.848633 Iteration 20F: 3 clusters Score -2170243 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -2170247.750000 Penalty: 4690.848633 Iteration 21Q: 3 clusters Score -2170248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -2170247.250000 Penalty: 4690.848633 Iteration 22Q: 3 clusters Score -2170247 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -2170250.750000 Penalty: 4690.848633 Iteration 23Q: 3 clusters Score -2170251 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -2170250.000000 Penalty: 4690.848633 Iteration 24Q: 3 clusters Score -2170250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -2170249.500000 Penalty: 4690.848633 Iteration 25Q: 3 clusters Score -2170250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -2170249.750000 Penalty: 4690.848633 Iteration 26Q: 3 clusters Score -2170250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -2170249.750000 Penalty: 4690.848633 Iteration 27F: 3 clusters Score -2170250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 5759 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 13998 members Mstep: Class 27 contains 11020 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 28326 members Mstep: Class 30 contains 10026 members Mstep: Class 31 contains 13474 members Mstep: Class 32 contains 5144 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 4977 members Mstep: Class 35 contains 1782 members Entering Unmasked Estep Score: -51807460.000000 Penalty: 110103.343750 Splitting cluster 27 changes total score from -51791716.000000 to -51807460.000000 So it's getting split into cluster 35. Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23699 members Mstep: Class 7 contains 31043 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13647 members Mstep: Class 11 contains 7747 members Mstep: Class 12 contains 13325 members Mstep: Class 13 contains 171 members Mstep: Class 14 contains 11271 members Mstep: Class 15 contains 3196 members Mstep: Class 16 contains 3565 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 5759 members Mstep: Class 19 contains 430 members Mstep: Class 20 contains 21609 members Mstep: Class 21 contains 5602 members Mstep: Class 22 contains 13001 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 59172 members Mstep: Class 25 contains 7096 members Mstep: Class 26 contains 13998 members Mstep: Class 27 contains 11020 members Entering Unmasked Estep ConsiderDeletion Score: -51813440.000000 Penalty: 110103.343750 Iteration 79Q: 36 clusters Score -5.181344e+07 nChanged 8516 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1099 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 24060 members Mstep: Class 7 contains 31574 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 13379 members Mstep: Class 11 contains 7894 members Mstep: Class 12 contains 13322 members Mstep: Class 13 contains 170 members Mstep: Class 14 contains 11310 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 7654 members Mstep: Class 18 contains 5725 members Mstep: Class 19 contains 440 members Mstep: Class 20 contains 21649 members Mstep: Class 21 contains 5598 members Mstep: Class 22 contains 12986 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 59571 members Mstep: Class 25 contains 7304 members Mstep: Class 26 contains 14795 members Mstep: Class 27 contains 11410 members Mstep: Class 28 contains 512 members Mstep: Class 29 contains 27329 members Mstep: Class 30 contains 9493 members Mstep: Class 31 contains 12721 members Mstep: Class 32 contains 5226 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 4652 members Mstep: Class 35 contains 1771 members Entering Unmasked Estep ConsiderDeletion Score: -51820324.000000 Penalty: 110103.343750 Iteration 80F: 36 clusters Score -5.182032e+07 nChanged 8232 Entering Unmasked Mstep Mstep: Class 0 contains 252 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1066 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 338 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 24036 members Mstep: Class 7 contains 31664 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 251 members Mstep: Class 10 contains 12976 members Mstep: Class 11 contains 7794 members Mstep: Class 12 contains 13320 members Mstep: Class 13 contains 170 members Mstep: Class 14 contains 11295 members Mstep: Class 15 contains 3200 members Mstep: Class 16 contains 3358 members Mstep: Class 17 contains 7592 members Mstep: Class 18 contains 5365 members Mstep: Class 19 contains 432 members Mstep: Class 20 contains 21670 members Mstep: Class 21 contains 5555 members Mstep: Class 22 contains 12953 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 57782 members Mstep: Class 25 contains 7090 members Mstep: Class 26 contains 14696 members Mstep: Class 27 contains 11413 members Mstep: Class 28 contains 543 members Mstep: Class 29 contains 27512 members Mstep: Class 30 contains 10785 members Mstep: Class 31 contains 13185 members Mstep: Class 32 contains 5668 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 5104 members Mstep: Class 35 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -51823988.000000 Penalty: 110103.343750 Iteration 81Q: 36 clusters Score -5.182399e+07 nChanged 4625 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1031 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23992 members Mstep: Class 7 contains 31749 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 253 members Mstep: Class 10 contains 12723 members Mstep: Class 11 contains 7749 members Mstep: Class 12 contains 13319 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11260 members Mstep: Class 15 contains 3202 members Mstep: Class 16 contains 3275 members Mstep: Class 17 contains 7622 members Mstep: Class 18 contains 5151 members Mstep: Class 19 contains 428 members Mstep: Class 20 contains 21689 members Mstep: Class 21 contains 5549 members Mstep: Class 22 contains 12924 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 56620 members Mstep: Class 25 contains 6933 members Mstep: Class 26 contains 14660 members Mstep: Class 27 contains 11389 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 27421 members Mstep: Class 30 contains 11746 members Mstep: Class 31 contains 13421 members Mstep: Class 32 contains 6012 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 5435 members Mstep: Class 35 contains 2070 members Entering Unmasked Estep ConsiderDeletion Score: -51825560.000000 Penalty: 110103.343750 Iteration 82Q: 36 clusters Score -5.182556e+07 nChanged 3233 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1017 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23950 members Mstep: Class 7 contains 31837 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 253 members Mstep: Class 10 contains 12552 members Mstep: Class 11 contains 7707 members Mstep: Class 12 contains 13317 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11224 members Mstep: Class 15 contains 3204 members Mstep: Class 16 contains 3203 members Mstep: Class 17 contains 7653 members Mstep: Class 18 contains 5036 members Mstep: Class 19 contains 431 members Mstep: Class 20 contains 21701 members Mstep: Class 21 contains 5562 members Mstep: Class 22 contains 12891 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 55795 members Mstep: Class 25 contains 6792 members Mstep: Class 26 contains 14624 members Mstep: Class 27 contains 11405 members Mstep: Class 28 contains 546 members Mstep: Class 29 contains 27260 members Mstep: Class 30 contains 12488 members Mstep: Class 31 contains 13542 members Mstep: Class 32 contains 6290 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 5696 members Mstep: Class 35 contains 2135 members Entering Unmasked Estep ConsiderDeletion Score: -51826696.000000 Penalty: 110103.343750 Iteration 83Q: 36 clusters Score -5.18267e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1002 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23913 members Mstep: Class 7 contains 31892 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 253 members Mstep: Class 10 contains 12431 members Mstep: Class 11 contains 7664 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11209 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3157 members Mstep: Class 17 contains 7688 members Mstep: Class 18 contains 4972 members Mstep: Class 19 contains 434 members Mstep: Class 20 contains 21717 members Mstep: Class 21 contains 5584 members Mstep: Class 22 contains 12867 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 55117 members Mstep: Class 25 contains 6613 members Mstep: Class 26 contains 14596 members Mstep: Class 27 contains 11421 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 27070 members Mstep: Class 30 contains 13130 members Mstep: Class 31 contains 13612 members Mstep: Class 32 contains 6533 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 5935 members Mstep: Class 35 contains 2182 members Entering Unmasked Estep ConsiderDeletion Score: -51827376.000000 Penalty: 110103.343750 Iteration 84Q: 36 clusters Score -5.182738e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 979 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23880 members Mstep: Class 7 contains 31912 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12356 members Mstep: Class 11 contains 7622 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11191 members Mstep: Class 15 contains 3204 members Mstep: Class 16 contains 3122 members Mstep: Class 17 contains 7714 members Mstep: Class 18 contains 4937 members Mstep: Class 19 contains 436 members Mstep: Class 20 contains 21734 members Mstep: Class 21 contains 5605 members Mstep: Class 22 contains 12835 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 54555 members Mstep: Class 25 contains 6471 members Mstep: Class 26 contains 14576 members Mstep: Class 27 contains 11446 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 26868 members Mstep: Class 30 contains 13672 members Mstep: Class 31 contains 13645 members Mstep: Class 32 contains 6734 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 6180 members Mstep: Class 35 contains 2212 members Entering Unmasked Estep ConsiderDeletion Score: -51827888.000000 Penalty: 110103.343750 Iteration 85Q: 36 clusters Score -5.182789e+07 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 969 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23840 members Mstep: Class 7 contains 31915 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12307 members Mstep: Class 11 contains 7591 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11179 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 7729 members Mstep: Class 18 contains 4914 members Mstep: Class 19 contains 436 members Mstep: Class 20 contains 21748 members Mstep: Class 21 contains 5632 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 54093 members Mstep: Class 25 contains 6318 members Mstep: Class 26 contains 14548 members Mstep: Class 27 contains 11463 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 26678 members Mstep: Class 30 contains 14132 members Mstep: Class 31 contains 13680 members Mstep: Class 32 contains 6903 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 6418 members Mstep: Class 35 contains 2232 members Entering Unmasked Estep ConsiderDeletion Score: -51828256.000000 Penalty: 110103.343750 Iteration 86Q: 36 clusters Score -5.182826e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 963 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23800 members Mstep: Class 7 contains 31944 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12267 members Mstep: Class 11 contains 7572 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11156 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3069 members Mstep: Class 17 contains 7746 members Mstep: Class 18 contains 4906 members Mstep: Class 19 contains 436 members Mstep: Class 20 contains 21763 members Mstep: Class 21 contains 5662 members Mstep: Class 22 contains 12795 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 53672 members Mstep: Class 25 contains 6180 members Mstep: Class 26 contains 14525 members Mstep: Class 27 contains 11489 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 26473 members Mstep: Class 30 contains 14536 members Mstep: Class 31 contains 13696 members Mstep: Class 32 contains 7060 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 6645 members Mstep: Class 35 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -51828576.000000 Penalty: 110103.343750 Iteration 87Q: 36 clusters Score -5.182858e+07 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 961 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23755 members Mstep: Class 7 contains 31939 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12230 members Mstep: Class 11 contains 7549 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11128 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 7748 members Mstep: Class 18 contains 4903 members Mstep: Class 19 contains 436 members Mstep: Class 20 contains 21778 members Mstep: Class 21 contains 5676 members Mstep: Class 22 contains 12782 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 53220 members Mstep: Class 25 contains 6054 members Mstep: Class 26 contains 14507 members Mstep: Class 27 contains 11522 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 26311 members Mstep: Class 30 contains 14934 members Mstep: Class 31 contains 13688 members Mstep: Class 32 contains 7197 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 6926 members Mstep: Class 35 contains 2252 members Entering Unmasked Estep ConsiderDeletion Score: -51829144.000000 Penalty: 110103.343750 Iteration 88Q: 36 clusters Score -5.182914e+07 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 958 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23729 members Mstep: Class 7 contains 31943 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12202 members Mstep: Class 11 contains 7542 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11107 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 7743 members Mstep: Class 18 contains 4906 members Mstep: Class 19 contains 437 members Mstep: Class 20 contains 21796 members Mstep: Class 21 contains 5696 members Mstep: Class 22 contains 12776 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 52785 members Mstep: Class 25 contains 5888 members Mstep: Class 26 contains 14471 members Mstep: Class 27 contains 11548 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 26175 members Mstep: Class 30 contains 15283 members Mstep: Class 31 contains 13683 members Mstep: Class 32 contains 7314 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 7238 members Mstep: Class 35 contains 2259 members Entering Unmasked Estep ConsiderDeletion Score: -51829564.000000 Penalty: 110103.343750 Iteration 89Q: 36 clusters Score -5.182956e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23704 members Mstep: Class 7 contains 31945 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12176 members Mstep: Class 11 contains 7535 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11083 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3046 members Mstep: Class 17 contains 7749 members Mstep: Class 18 contains 4912 members Mstep: Class 19 contains 437 members Mstep: Class 20 contains 21814 members Mstep: Class 21 contains 5723 members Mstep: Class 22 contains 12759 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 52356 members Mstep: Class 25 contains 5709 members Mstep: Class 26 contains 14428 members Mstep: Class 27 contains 11561 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 26041 members Mstep: Class 30 contains 15562 members Mstep: Class 31 contains 13686 members Mstep: Class 32 contains 7424 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 7635 members Mstep: Class 35 contains 2266 members Entering Unmasked Estep ConsiderDeletion Score: -51830096.000000 Penalty: 110103.343750 Iteration 90Q: 36 clusters Score -5.18301e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 954 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23678 members Mstep: Class 7 contains 31936 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12154 members Mstep: Class 11 contains 7523 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11060 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 7752 members Mstep: Class 18 contains 4915 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 21834 members Mstep: Class 21 contains 5751 members Mstep: Class 22 contains 12733 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 51892 members Mstep: Class 25 contains 5514 members Mstep: Class 26 contains 14402 members Mstep: Class 27 contains 11576 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 25937 members Mstep: Class 30 contains 15791 members Mstep: Class 31 contains 13703 members Mstep: Class 32 contains 7512 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 8114 members Mstep: Class 35 contains 2268 members Entering Unmasked Estep ConsiderDeletion Score: -51830460.000000 Penalty: 110103.343750 Iteration 91Q: 36 clusters Score -5.183046e+07 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 953 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23655 members Mstep: Class 7 contains 31921 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12123 members Mstep: Class 11 contains 7510 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11038 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 7755 members Mstep: Class 18 contains 4914 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 21852 members Mstep: Class 21 contains 5774 members Mstep: Class 22 contains 12714 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 51472 members Mstep: Class 25 contains 5315 members Mstep: Class 26 contains 14344 members Mstep: Class 27 contains 11587 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 25848 members Mstep: Class 30 contains 15984 members Mstep: Class 31 contains 13721 members Mstep: Class 32 contains 7588 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 8642 members Mstep: Class 35 contains 2268 members Entering Unmasked Estep ConsiderDeletion Score: -51830692.000000 Penalty: 110103.343750 Iteration 92Q: 36 clusters Score -5.183069e+07 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 949 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23621 members Mstep: Class 7 contains 31929 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12086 members Mstep: Class 11 contains 7510 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11044 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 7748 members Mstep: Class 18 contains 4911 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 21877 members Mstep: Class 21 contains 5808 members Mstep: Class 22 contains 12701 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 51027 members Mstep: Class 25 contains 5110 members Mstep: Class 26 contains 14321 members Mstep: Class 27 contains 11597 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 25775 members Mstep: Class 30 contains 16131 members Mstep: Class 31 contains 13733 members Mstep: Class 32 contains 7640 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 9162 members Mstep: Class 35 contains 2269 members Entering Unmasked Estep ConsiderDeletion Score: -51831508.000000 Penalty: 110103.343750 Iteration 93Q: 36 clusters Score -5.183151e+07 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 949 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 23586 members Mstep: Class 7 contains 31910 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12044 members Mstep: Class 11 contains 7501 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 7747 members Mstep: Class 18 contains 4913 members Mstep: Class 19 contains 440 members Mstep: Class 20 contains 21901 members Mstep: Class 21 contains 5842 members Mstep: Class 22 contains 12708 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 50547 members Mstep: Class 25 contains 4911 members Mstep: Class 26 contains 14317 members Mstep: Class 27 contains 11607 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25726 members Mstep: Class 30 contains 16249 members Mstep: Class 31 contains 13745 members Mstep: Class 32 contains 7684 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 9711 members Mstep: Class 35 contains 2274 members Entering Unmasked Estep ConsiderDeletion Score: -51831900.000000 Penalty: 110103.343750 Iteration 94Q: 36 clusters Score -5.18319e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 948 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23575 members Mstep: Class 7 contains 31864 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 12004 members Mstep: Class 11 contains 7483 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11050 members Mstep: Class 15 contains 3205 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 7745 members Mstep: Class 18 contains 4912 members Mstep: Class 19 contains 441 members Mstep: Class 20 contains 21921 members Mstep: Class 21 contains 5865 members Mstep: Class 22 contains 12720 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 50130 members Mstep: Class 25 contains 4776 members Mstep: Class 26 contains 14330 members Mstep: Class 27 contains 11619 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25659 members Mstep: Class 30 contains 16350 members Mstep: Class 31 contains 13757 members Mstep: Class 32 contains 7715 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 10189 members Mstep: Class 35 contains 2279 members Entering Unmasked Estep ConsiderDeletion Score: -51832172.000000 Penalty: 110103.343750 Iteration 95Q: 36 clusters Score -5.183217e+07 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 945 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23559 members Mstep: Class 7 contains 31836 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11975 members Mstep: Class 11 contains 7467 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11047 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3064 members Mstep: Class 17 contains 7748 members Mstep: Class 18 contains 4912 members Mstep: Class 19 contains 441 members Mstep: Class 20 contains 21941 members Mstep: Class 21 contains 5889 members Mstep: Class 22 contains 12744 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 49778 members Mstep: Class 25 contains 4669 members Mstep: Class 26 contains 14346 members Mstep: Class 27 contains 11628 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25612 members Mstep: Class 30 contains 16443 members Mstep: Class 31 contains 13760 members Mstep: Class 32 contains 7742 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 10540 members Mstep: Class 35 contains 2286 members Entering Unmasked Estep ConsiderDeletion Score: -51832448.000000 Penalty: 110103.343750 Iteration 96Q: 36 clusters Score -5.183245e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 941 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23535 members Mstep: Class 7 contains 31831 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11943 members Mstep: Class 11 contains 7447 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11050 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 7748 members Mstep: Class 18 contains 4908 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 21953 members Mstep: Class 21 contains 5923 members Mstep: Class 22 contains 12755 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 49468 members Mstep: Class 25 contains 4597 members Mstep: Class 26 contains 14352 members Mstep: Class 27 contains 11639 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25563 members Mstep: Class 30 contains 16536 members Mstep: Class 31 contains 13763 members Mstep: Class 32 contains 7772 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 10828 members Mstep: Class 35 contains 2291 members Entering Unmasked Estep ConsiderDeletion Score: -51832628.000000 Penalty: 110103.343750 Iteration 97Q: 36 clusters Score -5.183263e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 934 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23504 members Mstep: Class 7 contains 31816 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11921 members Mstep: Class 11 contains 7428 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11047 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3067 members Mstep: Class 17 contains 7746 members Mstep: Class 18 contains 4906 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 21960 members Mstep: Class 21 contains 5956 members Mstep: Class 22 contains 12766 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 49213 members Mstep: Class 25 contains 4541 members Mstep: Class 26 contains 14350 members Mstep: Class 27 contains 11649 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25532 members Mstep: Class 30 contains 16622 members Mstep: Class 31 contains 13780 members Mstep: Class 32 contains 7796 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 11056 members Mstep: Class 35 contains 2293 members Entering Unmasked Estep ConsiderDeletion Score: -51832648.000000 Penalty: 110103.343750 Iteration 98Q: 36 clusters Score -5.183265e+07 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23468 members Mstep: Class 7 contains 31804 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11908 members Mstep: Class 11 contains 7403 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11041 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3065 members Mstep: Class 17 contains 7748 members Mstep: Class 18 contains 4901 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 21971 members Mstep: Class 21 contains 5996 members Mstep: Class 22 contains 12776 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 49025 members Mstep: Class 25 contains 4498 members Mstep: Class 26 contains 14343 members Mstep: Class 27 contains 11651 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25496 members Mstep: Class 30 contains 16680 members Mstep: Class 31 contains 13793 members Mstep: Class 32 contains 7812 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 11259 members Mstep: Class 35 contains 2294 members Entering Unmasked Estep ConsiderDeletion Score: -51832784.000000 Penalty: 110103.343750 Iteration 99Q: 36 clusters Score -5.183278e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23426 members Mstep: Class 7 contains 31790 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11892 members Mstep: Class 11 contains 7388 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11035 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 7735 members Mstep: Class 18 contains 4899 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 21979 members Mstep: Class 21 contains 6029 members Mstep: Class 22 contains 12785 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 48847 members Mstep: Class 25 contains 4457 members Mstep: Class 26 contains 14328 members Mstep: Class 27 contains 11654 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 25465 members Mstep: Class 30 contains 16759 members Mstep: Class 31 contains 13807 members Mstep: Class 32 contains 7834 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 11441 members Mstep: Class 35 contains 2296 members Entering Unmasked Estep ConsiderDeletion Score: -51833652.000000 Penalty: 110103.343750 Iteration 100F: 36 clusters Score -5.183365e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 338 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23376 members Mstep: Class 7 contains 31779 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 253 members Mstep: Class 10 contains 11885 members Mstep: Class 11 contains 7364 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11017 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 7725 members Mstep: Class 18 contains 4899 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 21985 members Mstep: Class 21 contains 6075 members Mstep: Class 22 contains 12720 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 48526 members Mstep: Class 25 contains 4220 members Mstep: Class 26 contains 14317 members Mstep: Class 27 contains 11662 members Mstep: Class 28 contains 547 members Mstep: Class 29 contains 25433 members Mstep: Class 30 contains 16819 members Mstep: Class 31 contains 13802 members Mstep: Class 32 contains 7854 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 12072 members Mstep: Class 35 contains 2301 members Entering Unmasked Estep ConsiderDeletion Score: -51833972.000000 Penalty: 110103.343750 Iteration 101Q: 36 clusters Score -5.183397e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 924 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23335 members Mstep: Class 7 contains 31773 members Mstep: Class 8 contains 926 members Mstep: Class 9 contains 253 members Mstep: Class 10 contains 11877 members Mstep: Class 11 contains 7341 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 11010 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3067 members Mstep: Class 17 contains 7719 members Mstep: Class 18 contains 4898 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 21985 members Mstep: Class 21 contains 6115 members Mstep: Class 22 contains 12716 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 48235 members Mstep: Class 25 contains 4086 members Mstep: Class 26 contains 14316 members Mstep: Class 27 contains 11665 members Mstep: Class 28 contains 547 members Mstep: Class 29 contains 25406 members Mstep: Class 30 contains 16886 members Mstep: Class 31 contains 13817 members Mstep: Class 32 contains 7873 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 12453 members Mstep: Class 35 contains 2305 members Entering Unmasked Estep ConsiderDeletion Score: -51834068.000000 Penalty: 110103.343750 Iteration 102Q: 36 clusters Score -5.183407e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 922 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 331 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23292 members Mstep: Class 7 contains 31759 members Mstep: Class 8 contains 930 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11875 members Mstep: Class 11 contains 7321 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10996 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3067 members Mstep: Class 17 contains 7715 members Mstep: Class 18 contains 4898 members Mstep: Class 19 contains 438 members Mstep: Class 20 contains 21995 members Mstep: Class 21 contains 6165 members Mstep: Class 22 contains 12742 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 48034 members Mstep: Class 25 contains 3988 members Mstep: Class 26 contains 14320 members Mstep: Class 27 contains 11667 members Mstep: Class 28 contains 547 members Mstep: Class 29 contains 25392 members Mstep: Class 30 contains 16955 members Mstep: Class 31 contains 13829 members Mstep: Class 32 contains 7879 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 12666 members Mstep: Class 35 contains 2309 members Entering Unmasked Estep ConsiderDeletion Score: -51834192.000000 Penalty: 110103.343750 Iteration 103Q: 36 clusters Score -5.183419e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 330 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23246 members Mstep: Class 7 contains 31752 members Mstep: Class 8 contains 931 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11874 members Mstep: Class 11 contains 7307 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10985 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3068 members Mstep: Class 17 contains 7713 members Mstep: Class 18 contains 4900 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22006 members Mstep: Class 21 contains 6220 members Mstep: Class 22 contains 12763 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47866 members Mstep: Class 25 contains 3919 members Mstep: Class 26 contains 14328 members Mstep: Class 27 contains 11668 members Mstep: Class 28 contains 545 members Mstep: Class 29 contains 25381 members Mstep: Class 30 contains 17002 members Mstep: Class 31 contains 13846 members Mstep: Class 32 contains 7887 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 12810 members Mstep: Class 35 contains 2310 members Entering Unmasked Estep ConsiderDeletion Score: -51834376.000000 Penalty: 110103.343750 Iteration 104Q: 36 clusters Score -5.183438e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 920 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 328 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23196 members Mstep: Class 7 contains 31745 members Mstep: Class 8 contains 933 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11873 members Mstep: Class 11 contains 7303 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10972 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 7710 members Mstep: Class 18 contains 4900 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22017 members Mstep: Class 21 contains 6264 members Mstep: Class 22 contains 12778 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47740 members Mstep: Class 25 contains 3876 members Mstep: Class 26 contains 14330 members Mstep: Class 27 contains 11671 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25366 members Mstep: Class 30 contains 17053 members Mstep: Class 31 contains 13853 members Mstep: Class 32 contains 7900 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 12915 members Mstep: Class 35 contains 2314 members Entering Unmasked Estep ConsiderDeletion Score: -51834432.000000 Penalty: 110103.343750 Iteration 105Q: 36 clusters Score -5.183443e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 327 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23164 members Mstep: Class 7 contains 31738 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7293 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10968 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 7705 members Mstep: Class 18 contains 4904 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22021 members Mstep: Class 21 contains 6300 members Mstep: Class 22 contains 12797 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47638 members Mstep: Class 25 contains 3841 members Mstep: Class 26 contains 14331 members Mstep: Class 27 contains 11670 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25362 members Mstep: Class 30 contains 17092 members Mstep: Class 31 contains 13869 members Mstep: Class 32 contains 7907 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 12973 members Mstep: Class 35 contains 2317 members Entering Unmasked Estep ConsiderDeletion Score: -51834524.000000 Penalty: 110103.343750 Iteration 106Q: 36 clusters Score -5.183452e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 918 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 325 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23129 members Mstep: Class 7 contains 31734 members Mstep: Class 8 contains 936 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11878 members Mstep: Class 11 contains 7266 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10967 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 7701 members Mstep: Class 18 contains 4906 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22029 members Mstep: Class 21 contains 6340 members Mstep: Class 22 contains 12811 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47528 members Mstep: Class 25 contains 3818 members Mstep: Class 26 contains 14340 members Mstep: Class 27 contains 11672 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25352 members Mstep: Class 30 contains 17134 members Mstep: Class 31 contains 13875 members Mstep: Class 32 contains 7918 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13039 members Mstep: Class 35 contains 2318 members Entering Unmasked Estep ConsiderDeletion Score: -51834428.000000 Penalty: 110103.343750 Iteration 107Q: 36 clusters Score -5.183443e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 321 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23086 members Mstep: Class 7 contains 31746 members Mstep: Class 8 contains 940 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7239 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10966 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 7701 members Mstep: Class 18 contains 4912 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22034 members Mstep: Class 21 contains 6386 members Mstep: Class 22 contains 12823 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47442 members Mstep: Class 25 contains 3798 members Mstep: Class 26 contains 14346 members Mstep: Class 27 contains 11672 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25344 members Mstep: Class 30 contains 17179 members Mstep: Class 31 contains 13877 members Mstep: Class 32 contains 7924 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13068 members Mstep: Class 35 contains 2320 members Entering Unmasked Estep ConsiderDeletion Score: -51834588.000000 Penalty: 110103.343750 Iteration 108Q: 36 clusters Score -5.183459e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 318 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23050 members Mstep: Class 7 contains 31750 members Mstep: Class 8 contains 943 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7228 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10960 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 7697 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22037 members Mstep: Class 21 contains 6417 members Mstep: Class 22 contains 12834 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47382 members Mstep: Class 25 contains 3785 members Mstep: Class 26 contains 14338 members Mstep: Class 27 contains 11673 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25334 members Mstep: Class 30 contains 17208 members Mstep: Class 31 contains 13878 members Mstep: Class 32 contains 7930 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13110 members Mstep: Class 35 contains 2324 members Entering Unmasked Estep ConsiderDeletion Score: -51834628.000000 Penalty: 110103.343750 Iteration 109Q: 36 clusters Score -5.183463e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 23011 members Mstep: Class 7 contains 31738 members Mstep: Class 8 contains 948 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7212 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10952 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3042 members Mstep: Class 17 contains 7694 members Mstep: Class 18 contains 4920 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22043 members Mstep: Class 21 contains 6470 members Mstep: Class 22 contains 12842 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47330 members Mstep: Class 25 contains 3771 members Mstep: Class 26 contains 14340 members Mstep: Class 27 contains 11672 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25332 members Mstep: Class 30 contains 17234 members Mstep: Class 31 contains 13884 members Mstep: Class 32 contains 7929 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13141 members Mstep: Class 35 contains 2327 members Entering Unmasked Estep ConsiderDeletion Score: -51834672.000000 Penalty: 110103.343750 Iteration 110Q: 36 clusters Score -5.183467e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22973 members Mstep: Class 7 contains 31730 members Mstep: Class 8 contains 954 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7179 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10951 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 7690 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22044 members Mstep: Class 21 contains 6531 members Mstep: Class 22 contains 12847 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47284 members Mstep: Class 25 contains 3761 members Mstep: Class 26 contains 14338 members Mstep: Class 27 contains 11671 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25324 members Mstep: Class 30 contains 17262 members Mstep: Class 31 contains 13893 members Mstep: Class 32 contains 7931 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13169 members Mstep: Class 35 contains 2328 members Entering Unmasked Estep ConsiderDeletion Score: -51834704.000000 Penalty: 110103.343750 Iteration 111Q: 36 clusters Score -5.18347e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 303 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22924 members Mstep: Class 7 contains 31723 members Mstep: Class 8 contains 958 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7162 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10953 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 7685 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22048 members Mstep: Class 21 contains 6577 members Mstep: Class 22 contains 12852 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47251 members Mstep: Class 25 contains 3754 members Mstep: Class 26 contains 14336 members Mstep: Class 27 contains 11670 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25321 members Mstep: Class 30 contains 17276 members Mstep: Class 31 contains 13896 members Mstep: Class 32 contains 7937 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13193 members Mstep: Class 35 contains 2331 members Entering Unmasked Estep ConsiderDeletion Score: -51834728.000000 Penalty: 110103.343750 Iteration 112Q: 36 clusters Score -5.183473e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 298 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22888 members Mstep: Class 7 contains 31713 members Mstep: Class 8 contains 963 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7143 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10952 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 7681 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22052 members Mstep: Class 21 contains 6621 members Mstep: Class 22 contains 12856 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47228 members Mstep: Class 25 contains 3750 members Mstep: Class 26 contains 14332 members Mstep: Class 27 contains 11670 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25312 members Mstep: Class 30 contains 17291 members Mstep: Class 31 contains 13904 members Mstep: Class 32 contains 7944 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13209 members Mstep: Class 35 contains 2331 members Entering Unmasked Estep ConsiderDeletion Score: -51834744.000000 Penalty: 110103.343750 Iteration 113Q: 36 clusters Score -5.183474e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22840 members Mstep: Class 7 contains 31702 members Mstep: Class 8 contains 969 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7128 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10951 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 7677 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22054 members Mstep: Class 21 contains 6671 members Mstep: Class 22 contains 12861 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47205 members Mstep: Class 25 contains 3744 members Mstep: Class 26 contains 14339 members Mstep: Class 27 contains 11671 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25310 members Mstep: Class 30 contains 17304 members Mstep: Class 31 contains 13905 members Mstep: Class 32 contains 7948 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13220 members Mstep: Class 35 contains 2331 members Entering Unmasked Estep ConsiderDeletion Score: -51834880.000000 Penalty: 110103.343750 Iteration 114Q: 36 clusters Score -5.183488e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 285 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22796 members Mstep: Class 7 contains 31698 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7112 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10945 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 7673 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 22059 members Mstep: Class 21 contains 6720 members Mstep: Class 22 contains 12865 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47183 members Mstep: Class 25 contains 3745 members Mstep: Class 26 contains 14331 members Mstep: Class 27 contains 11672 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25302 members Mstep: Class 30 contains 17318 members Mstep: Class 31 contains 13911 members Mstep: Class 32 contains 7953 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13234 members Mstep: Class 35 contains 2331 members Entering Unmasked Estep ConsiderDeletion Score: -51834912.000000 Penalty: 110103.343750 Iteration 115Q: 36 clusters Score -5.183491e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 912 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 280 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22759 members Mstep: Class 7 contains 31694 members Mstep: Class 8 contains 981 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7104 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10940 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 7671 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 441 members Mstep: Class 20 contains 22062 members Mstep: Class 21 contains 6760 members Mstep: Class 22 contains 12867 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47165 members Mstep: Class 25 contains 3745 members Mstep: Class 26 contains 14330 members Mstep: Class 27 contains 11670 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25298 members Mstep: Class 30 contains 17329 members Mstep: Class 31 contains 13913 members Mstep: Class 32 contains 7957 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13246 members Mstep: Class 35 contains 2331 members Entering Unmasked Estep ConsiderDeletion Score: -51834932.000000 Penalty: 110103.343750 Iteration 116Q: 36 clusters Score -5.183493e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 278 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22728 members Mstep: Class 7 contains 31692 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7087 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10934 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 7668 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 22068 members Mstep: Class 21 contains 6791 members Mstep: Class 22 contains 12869 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47148 members Mstep: Class 25 contains 3743 members Mstep: Class 26 contains 14325 members Mstep: Class 27 contains 11671 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25300 members Mstep: Class 30 contains 17339 members Mstep: Class 31 contains 13919 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13257 members Mstep: Class 35 contains 2330 members Entering Unmasked Estep ConsiderDeletion Score: -51834912.000000 Penalty: 110103.343750 Iteration 117Q: 36 clusters Score -5.183491e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22695 members Mstep: Class 7 contains 31687 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 7063 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10933 members Mstep: Class 15 contains 3206 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 7669 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 22070 members Mstep: Class 21 contains 6835 members Mstep: Class 22 contains 12870 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47137 members Mstep: Class 25 contains 3743 members Mstep: Class 26 contains 14321 members Mstep: Class 27 contains 11673 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25295 members Mstep: Class 30 contains 17349 members Mstep: Class 31 contains 13923 members Mstep: Class 32 contains 7963 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13262 members Mstep: Class 35 contains 2329 members Entering Unmasked Estep ConsiderDeletion Score: -51834972.000000 Penalty: 110103.343750 Iteration 118Q: 36 clusters Score -5.183497e+07 nChanged 177 Entering ConstructFrom: Score: -51834972.000000 Penalty: 110103.343750 Entering ConstructFrom: Trying to split cluster 1 (2496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Entering Unmasked Estep Score: -386629.437500 Penalty: 1939.966309 Iteration 0F: 2 clusters Score -386629.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -383685.375000 Penalty: 3879.932617 Iteration 0F: 3 clusters Score -383685.4 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -384317.843750 Penalty: 3879.932617 Iteration 1F: 3 clusters Score -384317.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -384682.750000 Penalty: 3879.932617 Iteration 2F: 3 clusters Score -384682.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -385041.062500 Penalty: 3879.932617 Iteration 3F: 3 clusters Score -385041.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -385378.000000 Penalty: 3879.932617 Iteration 4F: 3 clusters Score -385378 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -385633.031250 Penalty: 3879.932617 Iteration 5F: 3 clusters Score -385633 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -385811.093750 Penalty: 3879.932617 Iteration 6F: 3 clusters Score -385811.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -385913.812500 Penalty: 3879.932617 Iteration 7Q: 3 clusters Score -385913.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -385979.843750 Penalty: 3879.932617 Iteration 8Q: 3 clusters Score -385979.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -386025.406250 Penalty: 3879.932617 Iteration 9Q: 3 clusters Score -386025.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -386050.718750 Penalty: 3879.932617 Iteration 10Q: 3 clusters Score -386050.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -386070.437500 Penalty: 3879.932617 Iteration 11Q: 3 clusters Score -386070.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -386090.093750 Penalty: 3879.932617 Iteration 12Q: 3 clusters Score -386090.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -386101.718750 Penalty: 3879.932617 Iteration 13Q: 3 clusters Score -386101.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -386114.343750 Penalty: 3879.932617 Iteration 14Q: 3 clusters Score -386114.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -386124.437500 Penalty: 3879.932617 Iteration 15Q: 3 clusters Score -386124.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -386130.843750 Penalty: 3879.932617 Iteration 16Q: 3 clusters Score -386130.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -386134.281250 Penalty: 3879.932617 Iteration 17Q: 3 clusters Score -386134.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -386137.343750 Penalty: 3879.932617 Iteration 18Q: 3 clusters Score -386137.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -386139.031250 Penalty: 3879.932617 Iteration 19Q: 3 clusters Score -386139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -386140.343750 Penalty: 3879.932617 Iteration 20F: 3 clusters Score -386140.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -386143.093750 Penalty: 3879.932617 Iteration 21Q: 3 clusters Score -386143.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -386145.125000 Penalty: 3879.932617 Iteration 22Q: 3 clusters Score -386145.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -386146.281250 Penalty: 3879.932617 Iteration 23Q: 3 clusters Score -386146.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -386147.125000 Penalty: 3879.932617 Iteration 24Q: 3 clusters Score -386147.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -386147.375000 Penalty: 3879.932617 Iteration 25Q: 3 clusters Score -386147.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -386148.562500 Penalty: 3879.932617 Iteration 26Q: 3 clusters Score -386148.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -386149.906250 Penalty: 3879.932617 Iteration 27Q: 3 clusters Score -386149.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -386150.218750 Penalty: 3879.932617 Iteration 28Q: 3 clusters Score -386150.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -386150.218750 Penalty: 3879.932617 Iteration 29F: 3 clusters Score -386150.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Entering Unmasked Estep Score: -136335.203125 Penalty: 1690.006592 Iteration 0F: 2 clusters Score -136335.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -134499.750000 Penalty: 3380.013184 Iteration 0F: 3 clusters Score -134499.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -134781.562500 Penalty: 3380.013184 Iteration 1F: 3 clusters Score -134781.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -134880.828125 Penalty: 3380.013184 Iteration 2F: 3 clusters Score -134880.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -134942.437500 Penalty: 3380.013184 Iteration 3Q: 3 clusters Score -134942.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -134982.031250 Penalty: 3380.013184 Iteration 4Q: 3 clusters Score -134982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -135016.015625 Penalty: 3380.013184 Iteration 5Q: 3 clusters Score -135016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -135051.265625 Penalty: 3380.013184 Iteration 6Q: 3 clusters Score -135051.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -135071.625000 Penalty: 3380.013184 Iteration 7Q: 3 clusters Score -135071.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -135085.078125 Penalty: 3380.013184 Iteration 8Q: 3 clusters Score -135085.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -135101.171875 Penalty: 3380.013184 Iteration 9Q: 3 clusters Score -135101.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -135111.812500 Penalty: 3380.013184 Iteration 10Q: 3 clusters Score -135111.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -135123.218750 Penalty: 3380.013184 Iteration 11Q: 3 clusters Score -135123.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -135130.046875 Penalty: 3380.013184 Iteration 12Q: 3 clusters Score -135130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -135143.046875 Penalty: 3380.013184 Iteration 13Q: 3 clusters Score -135143 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -135153.593750 Penalty: 3380.013184 Iteration 14Q: 3 clusters Score -135153.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -135165.250000 Penalty: 3380.013184 Iteration 15Q: 3 clusters Score -135165.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -135172.484375 Penalty: 3380.013184 Iteration 16Q: 3 clusters Score -135172.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -135179.000000 Penalty: 3380.013184 Iteration 17Q: 3 clusters Score -135179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -135187.687500 Penalty: 3380.013184 Iteration 18Q: 3 clusters Score -135187.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -135190.578125 Penalty: 3380.013184 Iteration 19Q: 3 clusters Score -135190.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -135192.890625 Penalty: 3380.013184 Iteration 20F: 3 clusters Score -135192.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -135193.828125 Penalty: 3380.013184 Iteration 21Q: 3 clusters Score -135193.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -135193.828125 Penalty: 3380.013184 Iteration 22F: 3 clusters Score -135193.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -25108.101562 Penalty: 1285.082397 Iteration 0F: 2 clusters Score -25108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -24071.812500 Penalty: 2570.164795 Iteration 0F: 3 clusters Score -24071.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24145.890625 Penalty: 2570.164795 Iteration 1F: 3 clusters Score -24145.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24191.761719 Penalty: 2570.164795 Iteration 2Q: 3 clusters Score -24191.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24196.125000 Penalty: 2570.164795 Iteration 3Q: 3 clusters Score -24196.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24196.125000 Penalty: 2570.164795 Iteration 4F: 3 clusters Score -24196.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -38569.320312 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -38569.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -37455.472656 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -37455.47 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -37627.156250 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -37627.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -37723.359375 Penalty: 2789.512695 Iteration 2F: 3 clusters Score -37723.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -37834.750000 Penalty: 2789.512695 Iteration 3F: 3 clusters Score -37834.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -37915.363281 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -37915.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -37951.410156 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -37951.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -37977.769531 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -37977.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -37988.628906 Penalty: 2789.512695 Iteration 7Q: 3 clusters Score -37988.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -37988.628906 Penalty: 2789.512695 Iteration 8F: 3 clusters Score -37988.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -68754.703125 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -68754.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -67345.281250 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -67345.28 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -67566.523438 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -67566.52 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -67679.062500 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -67679.06 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -67787.546875 Penalty: 3034.576172 Iteration 3F: 3 clusters Score -67787.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -67863.015625 Penalty: 3034.576172 Iteration 4F: 3 clusters Score -67863.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -67926.164062 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -67926.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -68009.382812 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -68009.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -68074.710938 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -68074.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -68095.632812 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -68095.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -68102.109375 Penalty: 3034.576172 Iteration 9Q: 3 clusters Score -68102.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68109.398438 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -68109.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68109.398438 Penalty: 3034.576172 Iteration 11F: 3 clusters Score -68109.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (22661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22661 members Entering Unmasked Estep Score: -3746747.500000 Penalty: 2487.043213 Iteration 0F: 2 clusters Score -3746748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -3730979.250000 Penalty: 4974.086426 Iteration 0F: 3 clusters Score -3730979 nChanged 9976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -3736307.000000 Penalty: 4974.086426 Iteration 1F: 3 clusters Score -3736307 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -3736845.750000 Penalty: 4974.086426 Iteration 2F: 3 clusters Score -3736846 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -3737331.750000 Penalty: 4974.086426 Iteration 3F: 3 clusters Score -3737332 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12854 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -3737812.250000 Penalty: 4974.086426 Iteration 4Q: 3 clusters Score -3737812 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -3738330.000000 Penalty: 4974.086426 Iteration 5Q: 3 clusters Score -3738330 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13697 members Mstep: Class 2 contains 8964 members Entering Unmasked Estep Score: -3738812.500000 Penalty: 4974.086426 Iteration 6Q: 3 clusters Score -3738812 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -3739360.000000 Penalty: 4974.086426 Iteration 7Q: 3 clusters Score -3739360 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -3739927.500000 Penalty: 4974.086426 Iteration 8Q: 3 clusters Score -3739928 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15549 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -3740508.250000 Penalty: 4974.086426 Iteration 9Q: 3 clusters Score -3740508 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16283 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -3741067.250000 Penalty: 4974.086426 Iteration 10Q: 3 clusters Score -3741067 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17001 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -3741596.750000 Penalty: 4974.086426 Iteration 11Q: 3 clusters Score -3741597 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17743 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -3742125.750000 Penalty: 4974.086426 Iteration 12Q: 3 clusters Score -3742126 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -3742609.250000 Penalty: 4974.086426 Iteration 13Q: 3 clusters Score -3742609 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -3743082.250000 Penalty: 4974.086426 Iteration 14Q: 3 clusters Score -3743082 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19666 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -3743532.250000 Penalty: 4974.086426 Iteration 15Q: 3 clusters Score -3743532 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20135 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -3743929.000000 Penalty: 4974.086426 Iteration 16Q: 3 clusters Score -3743929 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20509 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -3744251.250000 Penalty: 4974.086426 Iteration 17Q: 3 clusters Score -3744251 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20787 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -3744482.000000 Penalty: 4974.086426 Iteration 18Q: 3 clusters Score -3744482 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20971 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -3744641.500000 Penalty: 4974.086426 Iteration 19Q: 3 clusters Score -3744642 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21104 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -3744743.500000 Penalty: 4974.086426 Iteration 20F: 3 clusters Score -3744744 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21207 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3744810.750000 Penalty: 4974.086426 Iteration 21Q: 3 clusters Score -3744811 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21280 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -3744869.500000 Penalty: 4974.086426 Iteration 22Q: 3 clusters Score -3744870 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21345 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -3744906.000000 Penalty: 4974.086426 Iteration 23Q: 3 clusters Score -3744906 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21395 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -3744940.000000 Penalty: 4974.086426 Iteration 24Q: 3 clusters Score -3744940 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21428 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -3744962.500000 Penalty: 4974.086426 Iteration 25Q: 3 clusters Score -3744962 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21464 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -3744983.500000 Penalty: 4974.086426 Iteration 26Q: 3 clusters Score -3744984 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21493 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -3745008.250000 Penalty: 4974.086426 Iteration 27Q: 3 clusters Score -3745008 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21520 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3745021.000000 Penalty: 4974.086426 Iteration 28Q: 3 clusters Score -3745021 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21541 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -3745028.250000 Penalty: 4974.086426 Iteration 29Q: 3 clusters Score -3745028 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21557 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3745047.250000 Penalty: 4974.086426 Iteration 30Q: 3 clusters Score -3745047 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21571 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -3745050.500000 Penalty: 4974.086426 Iteration 31Q: 3 clusters Score -3745050 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21583 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -3745059.250000 Penalty: 4974.086426 Iteration 32Q: 3 clusters Score -3745059 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21596 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -3745068.000000 Penalty: 4974.086426 Iteration 33Q: 3 clusters Score -3745068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21604 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -3745070.500000 Penalty: 4974.086426 Iteration 34Q: 3 clusters Score -3745070 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21612 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -3745078.750000 Penalty: 4974.086426 Iteration 35Q: 3 clusters Score -3745079 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21618 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -3745081.000000 Penalty: 4974.086426 Iteration 36Q: 3 clusters Score -3745081 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -3745083.750000 Penalty: 4974.086426 Iteration 37Q: 3 clusters Score -3745084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21625 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -3745079.000000 Penalty: 4974.086426 Iteration 38Q: 3 clusters Score -3745079 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21629 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -3745095.750000 Penalty: 4974.086426 Iteration 39Q: 3 clusters Score -3745096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21631 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -3745097.000000 Penalty: 4974.086426 Iteration 40F: 3 clusters Score -3745097 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21635 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -3745103.250000 Penalty: 4974.086426 Iteration 41Q: 3 clusters Score -3745103 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21640 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -3745102.500000 Penalty: 4974.086426 Iteration 42Q: 3 clusters Score -3745102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -3745101.000000 Penalty: 4974.086426 Iteration 43Q: 3 clusters Score -3745101 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -3745103.000000 Penalty: 4974.086426 Iteration 44Q: 3 clusters Score -3745103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21651 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -3745097.250000 Penalty: 4974.086426 Iteration 45Q: 3 clusters Score -3745097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21651 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -3745097.250000 Penalty: 4974.086426 Iteration 46F: 3 clusters Score -3745097 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (31683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31683 members Entering Unmasked Estep Score: -5175916.500000 Penalty: 2570.156982 Iteration 0F: 2 clusters Score -5175916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15798 members Mstep: Class 2 contains 15885 members Entering Unmasked Estep Score: -5154316.500000 Penalty: 5140.313965 Iteration 0F: 3 clusters Score -5154316 nChanged 14291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 15988 members Entering Unmasked Estep Score: -5162143.000000 Penalty: 5140.313965 Iteration 1F: 3 clusters Score -5162143 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -5162719.000000 Penalty: 5140.313965 Iteration 2F: 3 clusters Score -5162719 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -5163263.000000 Penalty: 5140.313965 Iteration 3Q: 3 clusters Score -5163263 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 15978 members Entering Unmasked Estep Score: -5163797.000000 Penalty: 5140.313965 Iteration 4Q: 3 clusters Score -5163797 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15578 members Mstep: Class 2 contains 16105 members Entering Unmasked Estep Score: -5164375.000000 Penalty: 5140.313965 Iteration 5Q: 3 clusters Score -5164375 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15385 members Mstep: Class 2 contains 16298 members Entering Unmasked Estep Score: -5165052.000000 Penalty: 5140.313965 Iteration 6Q: 3 clusters Score -5165052 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15132 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -5165976.500000 Penalty: 5140.313965 Iteration 7Q: 3 clusters Score -5165976 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -5167128.500000 Penalty: 5140.313965 Iteration 8F: 3 clusters Score -5167128 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14660 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -5168530.500000 Penalty: 5140.313965 Iteration 9F: 3 clusters Score -5168530 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14588 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -5169855.500000 Penalty: 5140.313965 Iteration 10F: 3 clusters Score -5169856 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14603 members Mstep: Class 2 contains 17080 members Entering Unmasked Estep Score: -5170798.000000 Penalty: 5140.313965 Iteration 11Q: 3 clusters Score -5170798 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14749 members Mstep: Class 2 contains 16934 members Entering Unmasked Estep Score: -5171333.000000 Penalty: 5140.313965 Iteration 12Q: 3 clusters Score -5171333 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15006 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -5171741.000000 Penalty: 5140.313965 Iteration 13Q: 3 clusters Score -5171741 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 16383 members Entering Unmasked Estep Score: -5172093.000000 Penalty: 5140.313965 Iteration 14Q: 3 clusters Score -5172093 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15592 members Mstep: Class 2 contains 16091 members Entering Unmasked Estep Score: -5172432.000000 Penalty: 5140.313965 Iteration 15Q: 3 clusters Score -5172432 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 15730 members Entering Unmasked Estep Score: -5172736.500000 Penalty: 5140.313965 Iteration 16Q: 3 clusters Score -5172736 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16348 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -5173004.000000 Penalty: 5140.313965 Iteration 17Q: 3 clusters Score -5173004 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 14945 members Entering Unmasked Estep Score: -5173244.000000 Penalty: 5140.313965 Iteration 18Q: 3 clusters Score -5173244 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17150 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -5173546.500000 Penalty: 5140.313965 Iteration 19Q: 3 clusters Score -5173546 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 14098 members Entering Unmasked Estep Score: -5173822.500000 Penalty: 5140.313965 Iteration 20F: 3 clusters Score -5173822 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 13672 members Entering Unmasked Estep Score: -5174043.500000 Penalty: 5140.313965 Iteration 21Q: 3 clusters Score -5174044 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18394 members Mstep: Class 2 contains 13289 members Entering Unmasked Estep Score: -5174210.500000 Penalty: 5140.313965 Iteration 22Q: 3 clusters Score -5174210 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18751 members Mstep: Class 2 contains 12932 members Entering Unmasked Estep Score: -5174318.000000 Penalty: 5140.313965 Iteration 23Q: 3 clusters Score -5174318 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -5174410.500000 Penalty: 5140.313965 Iteration 24Q: 3 clusters Score -5174410 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19353 members Mstep: Class 2 contains 12330 members Entering Unmasked Estep Score: -5174492.000000 Penalty: 5140.313965 Iteration 25Q: 3 clusters Score -5174492 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 12074 members Entering Unmasked Estep Score: -5174597.500000 Penalty: 5140.313965 Iteration 26Q: 3 clusters Score -5174598 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19851 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -5174659.000000 Penalty: 5140.313965 Iteration 27Q: 3 clusters Score -5174659 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -5174727.500000 Penalty: 5140.313965 Iteration 28Q: 3 clusters Score -5174728 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20295 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -5174782.000000 Penalty: 5140.313965 Iteration 29Q: 3 clusters Score -5174782 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -5174804.000000 Penalty: 5140.313965 Iteration 30Q: 3 clusters Score -5174804 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20591 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -5174832.000000 Penalty: 5140.313965 Iteration 31Q: 3 clusters Score -5174832 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20701 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -5174844.000000 Penalty: 5140.313965 Iteration 32Q: 3 clusters Score -5174844 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20804 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -5174860.000000 Penalty: 5140.313965 Iteration 33Q: 3 clusters Score -5174860 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -5174874.500000 Penalty: 5140.313965 Iteration 34Q: 3 clusters Score -5174874 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20971 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -5174884.500000 Penalty: 5140.313965 Iteration 35Q: 3 clusters Score -5174884 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21029 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -5174898.500000 Penalty: 5140.313965 Iteration 36Q: 3 clusters Score -5174898 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21068 members Mstep: Class 2 contains 10615 members Entering Unmasked Estep Score: -5174903.000000 Penalty: 5140.313965 Iteration 37Q: 3 clusters Score -5174903 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -5174917.000000 Penalty: 5140.313965 Iteration 38Q: 3 clusters Score -5174917 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21139 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -5174927.000000 Penalty: 5140.313965 Iteration 39Q: 3 clusters Score -5174927 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21182 members Mstep: Class 2 contains 10501 members Entering Unmasked Estep Score: -5174920.500000 Penalty: 5140.313965 Iteration 40F: 3 clusters Score -5174920 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21215 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -5174908.000000 Penalty: 5140.313965 Iteration 41Q: 3 clusters Score -5174908 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21232 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -5174913.000000 Penalty: 5140.313965 Iteration 42Q: 3 clusters Score -5174913 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21251 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -5174921.000000 Penalty: 5140.313965 Iteration 43Q: 3 clusters Score -5174921 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21267 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -5174921.500000 Penalty: 5140.313965 Iteration 44Q: 3 clusters Score -5174922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21282 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -5174916.500000 Penalty: 5140.313965 Iteration 45Q: 3 clusters Score -5174916 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21298 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -5174909.500000 Penalty: 5140.313965 Iteration 46Q: 3 clusters Score -5174910 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21319 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -5174917.000000 Penalty: 5140.313965 Iteration 47Q: 3 clusters Score -5174917 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -5174924.500000 Penalty: 5140.313965 Iteration 48Q: 3 clusters Score -5174924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21346 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -5174932.000000 Penalty: 5140.313965 Iteration 49Q: 3 clusters Score -5174932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21352 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -5174925.000000 Penalty: 5140.313965 Iteration 50Q: 3 clusters Score -5174925 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21359 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -5174921.500000 Penalty: 5140.313965 Iteration 51Q: 3 clusters Score -5174922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21367 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -5174923.000000 Penalty: 5140.313965 Iteration 52Q: 3 clusters Score -5174923 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -5174925.500000 Penalty: 5140.313965 Iteration 53Q: 3 clusters Score -5174926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -5174927.500000 Penalty: 5140.313965 Iteration 54Q: 3 clusters Score -5174928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21374 members Mstep: Class 2 contains 10309 members Entering Unmasked Estep Score: -5174923.000000 Penalty: 5140.313965 Iteration 55Q: 3 clusters Score -5174923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21376 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -5174925.000000 Penalty: 5140.313965 Iteration 56Q: 3 clusters Score -5174925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21377 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -5174920.000000 Penalty: 5140.313965 Iteration 57Q: 3 clusters Score -5174920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21377 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -5174920.000000 Penalty: 5140.313965 Iteration 58F: 3 clusters Score -5174920 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: -147929.218750 Penalty: 1709.123169 Iteration 0F: 2 clusters Score -147929.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -146041.421875 Penalty: 3418.246338 Iteration 0F: 3 clusters Score -146041.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -146508.593750 Penalty: 3418.246338 Iteration 1F: 3 clusters Score -146508.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -146711.578125 Penalty: 3418.246338 Iteration 2F: 3 clusters Score -146711.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -146943.281250 Penalty: 3418.246338 Iteration 3F: 3 clusters Score -146943.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -147211.265625 Penalty: 3418.246338 Iteration 4F: 3 clusters Score -147211.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -147440.109375 Penalty: 3418.246338 Iteration 5F: 3 clusters Score -147440.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -147853.015625 Penalty: 3418.246338 Iteration 6F: 3 clusters Score -147853 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -148370.406250 Penalty: 3418.246338 Iteration 7F: 3 clusters Score -148370.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -148459.468750 Penalty: 3418.246338 Iteration 8Q: 3 clusters Score -148459.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -148501.703125 Penalty: 3418.246338 Iteration 9Q: 3 clusters Score -148501.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -148518.828125 Penalty: 3418.246338 Iteration 10Q: 3 clusters Score -148518.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -148524.390625 Penalty: 3418.246338 Iteration 11Q: 3 clusters Score -148524.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -148526.812500 Penalty: 3418.246338 Iteration 12Q: 3 clusters Score -148526.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -148534.562500 Penalty: 3418.246338 Iteration 13Q: 3 clusters Score -148534.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -148536.812500 Penalty: 3418.246338 Iteration 14Q: 3 clusters Score -148536.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -148536.812500 Penalty: 3418.246338 Iteration 15F: 3 clusters Score -148536.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22661 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 554 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7045 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 7663 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6870 members Mstep: Class 22 contains 12874 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47131 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11675 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25283 members Mstep: Class 30 contains 17359 members Mstep: Class 31 contains 13926 members Mstep: Class 32 contains 7971 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13272 members Mstep: Class 35 contains 2329 members Mstep: Class 36 contains 430 members Entering Unmasked Estep Score: -51834180.000000 Penalty: 113249.156250 Splitting cluster 8 changes total score from -51834972.000000 to -51834180.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -26323.753906 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -26323.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -25795.363281 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -25795.36 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -26337.058594 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -26337.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -26670.027344 Penalty: 2742.596680 Iteration 2F: 3 clusters Score -26670.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -26784.574219 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -26784.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -26791.796875 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -26791.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -26795.730469 Penalty: 2742.596680 Iteration 5Q: 3 clusters Score -26795.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -26795.730469 Penalty: 2742.596680 Iteration 6F: 3 clusters Score -26795.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22661 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 88 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7045 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 7663 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6870 members Mstep: Class 22 contains 12874 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47131 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11675 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25283 members Mstep: Class 30 contains 17359 members Mstep: Class 31 contains 13926 members Mstep: Class 32 contains 7971 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13272 members Mstep: Class 35 contains 2329 members Mstep: Class 36 contains 164 members Entering Unmasked Estep Score: -51833712.000000 Penalty: 113249.156250 Splitting cluster 9 changes total score from -51834972.000000 to -51833712.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (11880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11880 members Entering Unmasked Estep Score: -2027619.875000 Penalty: 2326.887695 Iteration 0F: 2 clusters Score -2027620 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -2018720.375000 Penalty: 4653.775391 Iteration 0F: 3 clusters Score -2018720 nChanged 5008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -2021309.375000 Penalty: 4653.775391 Iteration 1F: 3 clusters Score -2021309 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -2021598.125000 Penalty: 4653.775391 Iteration 2F: 3 clusters Score -2021598 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -2021821.875000 Penalty: 4653.775391 Iteration 3Q: 3 clusters Score -2021822 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -2021999.125000 Penalty: 4653.775391 Iteration 4Q: 3 clusters Score -2021999 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -2022153.375000 Penalty: 4653.775391 Iteration 5Q: 3 clusters Score -2022153 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -2022271.750000 Penalty: 4653.775391 Iteration 6Q: 3 clusters Score -2022272 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -2022378.750000 Penalty: 4653.775391 Iteration 7Q: 3 clusters Score -2022379 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -2022484.250000 Penalty: 4653.775391 Iteration 8Q: 3 clusters Score -2022484 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -2022597.625000 Penalty: 4653.775391 Iteration 9Q: 3 clusters Score -2022598 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -2022724.000000 Penalty: 4653.775391 Iteration 10Q: 3 clusters Score -2022724 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -2022856.500000 Penalty: 4653.775391 Iteration 11Q: 3 clusters Score -2022856 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -2022988.250000 Penalty: 4653.775391 Iteration 12Q: 3 clusters Score -2022988 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -2023116.625000 Penalty: 4653.775391 Iteration 13Q: 3 clusters Score -2023117 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -2023266.875000 Penalty: 4653.775391 Iteration 14Q: 3 clusters Score -2023267 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -2023394.750000 Penalty: 4653.775391 Iteration 15Q: 3 clusters Score -2023395 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -2023505.750000 Penalty: 4653.775391 Iteration 16Q: 3 clusters Score -2023506 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -2023614.750000 Penalty: 4653.775391 Iteration 17Q: 3 clusters Score -2023615 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -2023720.375000 Penalty: 4653.775391 Iteration 18Q: 3 clusters Score -2023720 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -2023812.125000 Penalty: 4653.775391 Iteration 19Q: 3 clusters Score -2023812 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -2023901.375000 Penalty: 4653.775391 Iteration 20F: 3 clusters Score -2023901 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -2023962.250000 Penalty: 4653.775391 Iteration 21Q: 3 clusters Score -2023962 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -2024018.125000 Penalty: 4653.775391 Iteration 22Q: 3 clusters Score -2024018 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -2024068.500000 Penalty: 4653.775391 Iteration 23Q: 3 clusters Score -2024068 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -2024097.875000 Penalty: 4653.775391 Iteration 24Q: 3 clusters Score -2024098 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -2024129.125000 Penalty: 4653.775391 Iteration 25Q: 3 clusters Score -2024129 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -2024149.125000 Penalty: 4653.775391 Iteration 26Q: 3 clusters Score -2024149 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -2024171.250000 Penalty: 4653.775391 Iteration 27Q: 3 clusters Score -2024171 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -2024187.625000 Penalty: 4653.775391 Iteration 28Q: 3 clusters Score -2024188 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -2024204.250000 Penalty: 4653.775391 Iteration 29Q: 3 clusters Score -2024204 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -2024221.375000 Penalty: 4653.775391 Iteration 30Q: 3 clusters Score -2024221 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -2024228.625000 Penalty: 4653.775391 Iteration 31Q: 3 clusters Score -2024229 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -2024245.500000 Penalty: 4653.775391 Iteration 32Q: 3 clusters Score -2024246 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -2024255.875000 Penalty: 4653.775391 Iteration 33Q: 3 clusters Score -2024256 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -2024260.375000 Penalty: 4653.775391 Iteration 34Q: 3 clusters Score -2024260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -2024264.625000 Penalty: 4653.775391 Iteration 35Q: 3 clusters Score -2024265 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2024272.500000 Penalty: 4653.775391 Iteration 36Q: 3 clusters Score -2024272 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -2024283.500000 Penalty: 4653.775391 Iteration 37Q: 3 clusters Score -2024284 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -2024287.875000 Penalty: 4653.775391 Iteration 38Q: 3 clusters Score -2024288 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -2024289.250000 Penalty: 4653.775391 Iteration 39Q: 3 clusters Score -2024289 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -2024289.125000 Penalty: 4653.775391 Iteration 40F: 3 clusters Score -2024289 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -2024297.875000 Penalty: 4653.775391 Iteration 41Q: 3 clusters Score -2024298 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -2024300.250000 Penalty: 4653.775391 Iteration 42Q: 3 clusters Score -2024300 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -2024305.750000 Penalty: 4653.775391 Iteration 43Q: 3 clusters Score -2024306 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -2024306.750000 Penalty: 4653.775391 Iteration 44Q: 3 clusters Score -2024307 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -2024309.000000 Penalty: 4653.775391 Iteration 45Q: 3 clusters Score -2024309 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -2024309.625000 Penalty: 4653.775391 Iteration 46Q: 3 clusters Score -2024310 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -2024316.000000 Penalty: 4653.775391 Iteration 47Q: 3 clusters Score -2024316 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -2024323.875000 Penalty: 4653.775391 Iteration 48Q: 3 clusters Score -2024324 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -2024328.125000 Penalty: 4653.775391 Iteration 49Q: 3 clusters Score -2024328 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -2024332.500000 Penalty: 4653.775391 Iteration 50Q: 3 clusters Score -2024332 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -2024336.500000 Penalty: 4653.775391 Iteration 51Q: 3 clusters Score -2024336 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -2024351.625000 Penalty: 4653.775391 Iteration 52Q: 3 clusters Score -2024352 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -2024352.375000 Penalty: 4653.775391 Iteration 53Q: 3 clusters Score -2024352 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -2024366.250000 Penalty: 4653.775391 Iteration 54Q: 3 clusters Score -2024366 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -2024386.375000 Penalty: 4653.775391 Iteration 55Q: 3 clusters Score -2024386 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -2024398.000000 Penalty: 4653.775391 Iteration 56Q: 3 clusters Score -2024398 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -2024410.750000 Penalty: 4653.775391 Iteration 57Q: 3 clusters Score -2024411 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -2024418.875000 Penalty: 4653.775391 Iteration 58Q: 3 clusters Score -2024419 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -2024428.000000 Penalty: 4653.775391 Iteration 59Q: 3 clusters Score -2024428 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -2024450.875000 Penalty: 4653.775391 Iteration 60F: 3 clusters Score -2024451 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -2024459.000000 Penalty: 4653.775391 Iteration 61Q: 3 clusters Score -2024459 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -2024473.625000 Penalty: 4653.775391 Iteration 62Q: 3 clusters Score -2024474 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -2024486.125000 Penalty: 4653.775391 Iteration 63Q: 3 clusters Score -2024486 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -2024495.250000 Penalty: 4653.775391 Iteration 64Q: 3 clusters Score -2024495 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -2024509.625000 Penalty: 4653.775391 Iteration 65Q: 3 clusters Score -2024510 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -2024524.250000 Penalty: 4653.775391 Iteration 66Q: 3 clusters Score -2024524 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -2024532.125000 Penalty: 4653.775391 Iteration 67Q: 3 clusters Score -2024532 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -2024547.375000 Penalty: 4653.775391 Iteration 68Q: 3 clusters Score -2024547 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -2024562.000000 Penalty: 4653.775391 Iteration 69Q: 3 clusters Score -2024562 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -2024576.000000 Penalty: 4653.775391 Iteration 70Q: 3 clusters Score -2024576 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -2024587.125000 Penalty: 4653.775391 Iteration 71Q: 3 clusters Score -2024587 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -2024596.375000 Penalty: 4653.775391 Iteration 72Q: 3 clusters Score -2024596 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -2024607.750000 Penalty: 4653.775391 Iteration 73Q: 3 clusters Score -2024608 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -2024632.375000 Penalty: 4653.775391 Iteration 74Q: 3 clusters Score -2024632 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -2024656.375000 Penalty: 4653.775391 Iteration 75Q: 3 clusters Score -2024656 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -2024684.250000 Penalty: 4653.775391 Iteration 76Q: 3 clusters Score -2024684 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -2024703.250000 Penalty: 4653.775391 Iteration 77Q: 3 clusters Score -2024703 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -2024721.875000 Penalty: 4653.775391 Iteration 78Q: 3 clusters Score -2024722 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -2024739.125000 Penalty: 4653.775391 Iteration 79Q: 3 clusters Score -2024739 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -2024761.250000 Penalty: 4653.775391 Iteration 80F: 3 clusters Score -2024761 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -2024773.750000 Penalty: 4653.775391 Iteration 81Q: 3 clusters Score -2024774 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -2024802.375000 Penalty: 4653.775391 Iteration 82Q: 3 clusters Score -2024802 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -2024838.875000 Penalty: 4653.775391 Iteration 83Q: 3 clusters Score -2024839 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -2024869.875000 Penalty: 4653.775391 Iteration 84Q: 3 clusters Score -2024870 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -2024919.625000 Penalty: 4653.775391 Iteration 85Q: 3 clusters Score -2024920 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -2024953.375000 Penalty: 4653.775391 Iteration 86Q: 3 clusters Score -2024953 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -2024993.375000 Penalty: 4653.775391 Iteration 87Q: 3 clusters Score -2024993 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -2025035.125000 Penalty: 4653.775391 Iteration 88Q: 3 clusters Score -2025035 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -2025061.875000 Penalty: 4653.775391 Iteration 89Q: 3 clusters Score -2025062 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -2025107.500000 Penalty: 4653.775391 Iteration 90Q: 3 clusters Score -2025108 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -2025131.125000 Penalty: 4653.775391 Iteration 91Q: 3 clusters Score -2025131 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -2025160.500000 Penalty: 4653.775391 Iteration 92Q: 3 clusters Score -2025160 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -2025189.125000 Penalty: 4653.775391 Iteration 93Q: 3 clusters Score -2025189 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -2025218.250000 Penalty: 4653.775391 Iteration 94Q: 3 clusters Score -2025218 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -2025241.875000 Penalty: 4653.775391 Iteration 95Q: 3 clusters Score -2025242 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -2025268.500000 Penalty: 4653.775391 Iteration 96Q: 3 clusters Score -2025268 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10102 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -2025296.500000 Penalty: 4653.775391 Iteration 97Q: 3 clusters Score -2025296 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2025320.125000 Penalty: 4653.775391 Iteration 98Q: 3 clusters Score -2025320 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -2025342.250000 Penalty: 4653.775391 Iteration 99Q: 3 clusters Score -2025342 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -2025357.250000 Penalty: 4653.775391 Iteration 100F: 3 clusters Score -2025357 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2025372.125000 Penalty: 4653.775391 Iteration 101Q: 3 clusters Score -2025372 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -2025383.875000 Penalty: 4653.775391 Iteration 102Q: 3 clusters Score -2025384 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -2025394.500000 Penalty: 4653.775391 Iteration 103Q: 3 clusters Score -2025394 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -2025407.875000 Penalty: 4653.775391 Iteration 104Q: 3 clusters Score -2025408 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2025425.250000 Penalty: 4653.775391 Iteration 105Q: 3 clusters Score -2025425 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -2025439.625000 Penalty: 4653.775391 Iteration 106Q: 3 clusters Score -2025440 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -2025458.875000 Penalty: 4653.775391 Iteration 107Q: 3 clusters Score -2025459 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -2025473.750000 Penalty: 4653.775391 Iteration 108Q: 3 clusters Score -2025474 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -2025490.125000 Penalty: 4653.775391 Iteration 109Q: 3 clusters Score -2025490 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -2025494.625000 Penalty: 4653.775391 Iteration 110Q: 3 clusters Score -2025495 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -2025509.625000 Penalty: 4653.775391 Iteration 111Q: 3 clusters Score -2025510 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -2025523.125000 Penalty: 4653.775391 Iteration 112Q: 3 clusters Score -2025523 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10669 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -2025536.625000 Penalty: 4653.775391 Iteration 113Q: 3 clusters Score -2025537 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -2025550.625000 Penalty: 4653.775391 Iteration 114Q: 3 clusters Score -2025551 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -2025559.875000 Penalty: 4653.775391 Iteration 115Q: 3 clusters Score -2025560 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -2025566.750000 Penalty: 4653.775391 Iteration 116Q: 3 clusters Score -2025567 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -2025581.750000 Penalty: 4653.775391 Iteration 117Q: 3 clusters Score -2025582 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -2025591.625000 Penalty: 4653.775391 Iteration 118Q: 3 clusters Score -2025592 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10797 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -2025596.500000 Penalty: 4653.775391 Iteration 119Q: 3 clusters Score -2025596 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -2025600.500000 Penalty: 4653.775391 Iteration 120F: 3 clusters Score -2025600 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -2025611.500000 Penalty: 4653.775391 Iteration 121Q: 3 clusters Score -2025612 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -2025613.625000 Penalty: 4653.775391 Iteration 122Q: 3 clusters Score -2025614 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -2025617.625000 Penalty: 4653.775391 Iteration 123Q: 3 clusters Score -2025618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -2025620.375000 Penalty: 4653.775391 Iteration 124Q: 3 clusters Score -2025620 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -2025624.625000 Penalty: 4653.775391 Iteration 125Q: 3 clusters Score -2025625 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2025628.250000 Penalty: 4653.775391 Iteration 126Q: 3 clusters Score -2025628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10883 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -2025630.750000 Penalty: 4653.775391 Iteration 127Q: 3 clusters Score -2025631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2025634.125000 Penalty: 4653.775391 Iteration 128Q: 3 clusters Score -2025634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -2025636.375000 Penalty: 4653.775391 Iteration 129Q: 3 clusters Score -2025636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -2025638.375000 Penalty: 4653.775391 Iteration 130Q: 3 clusters Score -2025638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -2025642.500000 Penalty: 4653.775391 Iteration 131Q: 3 clusters Score -2025642 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -2025645.125000 Penalty: 4653.775391 Iteration 132Q: 3 clusters Score -2025645 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -2025646.875000 Penalty: 4653.775391 Iteration 133Q: 3 clusters Score -2025647 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -2025655.875000 Penalty: 4653.775391 Iteration 134Q: 3 clusters Score -2025656 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -2025656.375000 Penalty: 4653.775391 Iteration 135Q: 3 clusters Score -2025656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -2025662.250000 Penalty: 4653.775391 Iteration 136Q: 3 clusters Score -2025662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -2025661.750000 Penalty: 4653.775391 Iteration 137Q: 3 clusters Score -2025662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -2025664.000000 Penalty: 4653.775391 Iteration 138Q: 3 clusters Score -2025664 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -2025666.125000 Penalty: 4653.775391 Iteration 139Q: 3 clusters Score -2025666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -2025670.875000 Penalty: 4653.775391 Iteration 140F: 3 clusters Score -2025671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -2025673.250000 Penalty: 4653.775391 Iteration 141Q: 3 clusters Score -2025673 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -2025674.000000 Penalty: 4653.775391 Iteration 142Q: 3 clusters Score -2025674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -2025675.875000 Penalty: 4653.775391 Iteration 143Q: 3 clusters Score -2025676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -2025681.125000 Penalty: 4653.775391 Iteration 144Q: 3 clusters Score -2025681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -2025681.625000 Penalty: 4653.775391 Iteration 145Q: 3 clusters Score -2025682 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -2025685.625000 Penalty: 4653.775391 Iteration 146Q: 3 clusters Score -2025686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -2025689.250000 Penalty: 4653.775391 Iteration 147Q: 3 clusters Score -2025689 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -2025689.875000 Penalty: 4653.775391 Iteration 148Q: 3 clusters Score -2025690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -2025690.250000 Penalty: 4653.775391 Iteration 149Q: 3 clusters Score -2025690 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -2025690.500000 Penalty: 4653.775391 Iteration 150Q: 3 clusters Score -2025690 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -2025690.500000 Penalty: 4653.775391 Iteration 151F: 3 clusters Score -2025690 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Entering Unmasked Estep Score: -1105393.125000 Penalty: 2197.298096 Iteration 0F: 2 clusters Score -1105393 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1099623.500000 Penalty: 4394.596191 Iteration 0F: 3 clusters Score -1099624 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -1101316.625000 Penalty: 4394.596191 Iteration 1F: 3 clusters Score -1101317 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1101712.375000 Penalty: 4394.596191 Iteration 2F: 3 clusters Score -1101712 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1102020.500000 Penalty: 4394.596191 Iteration 3F: 3 clusters Score -1102020 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1102276.000000 Penalty: 4394.596191 Iteration 4F: 3 clusters Score -1102276 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1102516.750000 Penalty: 4394.596191 Iteration 5Q: 3 clusters Score -1102517 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -1102748.875000 Penalty: 4394.596191 Iteration 6Q: 3 clusters Score -1102749 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1103000.000000 Penalty: 4394.596191 Iteration 7Q: 3 clusters Score -1103000 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1103229.625000 Penalty: 4394.596191 Iteration 8Q: 3 clusters Score -1103230 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1103419.750000 Penalty: 4394.596191 Iteration 9Q: 3 clusters Score -1103420 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1103582.875000 Penalty: 4394.596191 Iteration 10Q: 3 clusters Score -1103583 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1103717.250000 Penalty: 4394.596191 Iteration 11Q: 3 clusters Score -1103717 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1103806.375000 Penalty: 4394.596191 Iteration 12Q: 3 clusters Score -1103806 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1103872.625000 Penalty: 4394.596191 Iteration 13Q: 3 clusters Score -1103873 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1103924.000000 Penalty: 4394.596191 Iteration 14Q: 3 clusters Score -1103924 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1103965.750000 Penalty: 4394.596191 Iteration 15Q: 3 clusters Score -1103966 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1103999.250000 Penalty: 4394.596191 Iteration 16Q: 3 clusters Score -1103999 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1104030.000000 Penalty: 4394.596191 Iteration 17Q: 3 clusters Score -1104030 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1104059.500000 Penalty: 4394.596191 Iteration 18Q: 3 clusters Score -1104060 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1104083.625000 Penalty: 4394.596191 Iteration 19Q: 3 clusters Score -1104084 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1104105.750000 Penalty: 4394.596191 Iteration 20F: 3 clusters Score -1104106 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1104128.000000 Penalty: 4394.596191 Iteration 21Q: 3 clusters Score -1104128 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1104142.875000 Penalty: 4394.596191 Iteration 22Q: 3 clusters Score -1104143 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1104150.875000 Penalty: 4394.596191 Iteration 23Q: 3 clusters Score -1104151 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1104158.750000 Penalty: 4394.596191 Iteration 24Q: 3 clusters Score -1104159 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1104166.375000 Penalty: 4394.596191 Iteration 25Q: 3 clusters Score -1104166 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1104175.500000 Penalty: 4394.596191 Iteration 26Q: 3 clusters Score -1104176 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1104181.875000 Penalty: 4394.596191 Iteration 27Q: 3 clusters Score -1104182 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1104190.000000 Penalty: 4394.596191 Iteration 28Q: 3 clusters Score -1104190 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1104192.125000 Penalty: 4394.596191 Iteration 29Q: 3 clusters Score -1104192 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1104199.750000 Penalty: 4394.596191 Iteration 30Q: 3 clusters Score -1104200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1104200.000000 Penalty: 4394.596191 Iteration 31Q: 3 clusters Score -1104200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1104199.625000 Penalty: 4394.596191 Iteration 32Q: 3 clusters Score -1104200 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1104200.250000 Penalty: 4394.596191 Iteration 33Q: 3 clusters Score -1104200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1104200.125000 Penalty: 4394.596191 Iteration 34Q: 3 clusters Score -1104200 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1104202.875000 Penalty: 4394.596191 Iteration 35Q: 3 clusters Score -1104203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1104204.125000 Penalty: 4394.596191 Iteration 36Q: 3 clusters Score -1104204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1104204.625000 Penalty: 4394.596191 Iteration 37Q: 3 clusters Score -1104205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1104205.250000 Penalty: 4394.596191 Iteration 38Q: 3 clusters Score -1104205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1104205.125000 Penalty: 4394.596191 Iteration 39Q: 3 clusters Score -1104205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1104205.875000 Penalty: 4394.596191 Iteration 40F: 3 clusters Score -1104206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1104208.125000 Penalty: 4394.596191 Iteration 41Q: 3 clusters Score -1104208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1104207.750000 Penalty: 4394.596191 Iteration 42Q: 3 clusters Score -1104208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1104206.750000 Penalty: 4394.596191 Iteration 43Q: 3 clusters Score -1104207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1104206.750000 Penalty: 4394.596191 Iteration 44F: 3 clusters Score -1104207 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Entering Unmasked Estep Score: -2180886.250000 Penalty: 2355.186768 Iteration 0F: 2 clusters Score -2180886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -2171083.500000 Penalty: 4710.373535 Iteration 0F: 3 clusters Score -2171084 nChanged 5699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -2174171.250000 Penalty: 4710.373535 Iteration 1F: 3 clusters Score -2174171 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -2174540.000000 Penalty: 4710.373535 Iteration 2F: 3 clusters Score -2174540 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -2174864.750000 Penalty: 4710.373535 Iteration 3F: 3 clusters Score -2174865 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -2175161.500000 Penalty: 4710.373535 Iteration 4Q: 3 clusters Score -2175162 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -2175518.250000 Penalty: 4710.373535 Iteration 5Q: 3 clusters Score -2175518 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -2175937.500000 Penalty: 4710.373535 Iteration 6Q: 3 clusters Score -2175938 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -2176327.250000 Penalty: 4710.373535 Iteration 7Q: 3 clusters Score -2176327 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -2176725.750000 Penalty: 4710.373535 Iteration 8Q: 3 clusters Score -2176726 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -2177058.500000 Penalty: 4710.373535 Iteration 9Q: 3 clusters Score -2177058 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -2177342.000000 Penalty: 4710.373535 Iteration 10Q: 3 clusters Score -2177342 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -2177612.750000 Penalty: 4710.373535 Iteration 11Q: 3 clusters Score -2177613 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -2177891.000000 Penalty: 4710.373535 Iteration 12Q: 3 clusters Score -2177891 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -2178129.500000 Penalty: 4710.373535 Iteration 13Q: 3 clusters Score -2178130 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -2178314.250000 Penalty: 4710.373535 Iteration 14Q: 3 clusters Score -2178314 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -2178481.000000 Penalty: 4710.373535 Iteration 15Q: 3 clusters Score -2178481 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -2178632.000000 Penalty: 4710.373535 Iteration 16Q: 3 clusters Score -2178632 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -2178765.750000 Penalty: 4710.373535 Iteration 17Q: 3 clusters Score -2178766 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -2178890.000000 Penalty: 4710.373535 Iteration 18Q: 3 clusters Score -2178890 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -2179015.250000 Penalty: 4710.373535 Iteration 19Q: 3 clusters Score -2179015 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -2179169.000000 Penalty: 4710.373535 Iteration 20F: 3 clusters Score -2179169 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -2179362.500000 Penalty: 4710.373535 Iteration 21Q: 3 clusters Score -2179362 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -2179578.000000 Penalty: 4710.373535 Iteration 22Q: 3 clusters Score -2179578 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -2179815.250000 Penalty: 4710.373535 Iteration 23Q: 3 clusters Score -2179815 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -2180010.750000 Penalty: 4710.373535 Iteration 24Q: 3 clusters Score -2180011 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -2180147.750000 Penalty: 4710.373535 Iteration 25Q: 3 clusters Score -2180148 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -2180261.250000 Penalty: 4710.373535 Iteration 26Q: 3 clusters Score -2180261 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -2180322.500000 Penalty: 4710.373535 Iteration 27Q: 3 clusters Score -2180322 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -2180373.000000 Penalty: 4710.373535 Iteration 28Q: 3 clusters Score -2180373 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -2180397.250000 Penalty: 4710.373535 Iteration 29Q: 3 clusters Score -2180397 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -2180410.750000 Penalty: 4710.373535 Iteration 30Q: 3 clusters Score -2180411 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -2180429.500000 Penalty: 4710.373535 Iteration 31Q: 3 clusters Score -2180430 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -2180433.750000 Penalty: 4710.373535 Iteration 32Q: 3 clusters Score -2180434 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -2180430.500000 Penalty: 4710.373535 Iteration 33Q: 3 clusters Score -2180430 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -2180439.000000 Penalty: 4710.373535 Iteration 34Q: 3 clusters Score -2180439 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -2180441.250000 Penalty: 4710.373535 Iteration 35Q: 3 clusters Score -2180441 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -2180450.000000 Penalty: 4710.373535 Iteration 36Q: 3 clusters Score -2180450 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -2180450.250000 Penalty: 4710.373535 Iteration 37Q: 3 clusters Score -2180450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -2180453.500000 Penalty: 4710.373535 Iteration 38Q: 3 clusters Score -2180454 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2180453.250000 Penalty: 4710.373535 Iteration 39Q: 3 clusters Score -2180453 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -2180457.500000 Penalty: 4710.373535 Iteration 40F: 3 clusters Score -2180458 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -2180459.750000 Penalty: 4710.373535 Iteration 41Q: 3 clusters Score -2180460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -2180461.250000 Penalty: 4710.373535 Iteration 42Q: 3 clusters Score -2180461 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -2180461.500000 Penalty: 4710.373535 Iteration 43Q: 3 clusters Score -2180462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -2180465.750000 Penalty: 4710.373535 Iteration 44Q: 3 clusters Score -2180466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2180462.500000 Penalty: 4710.373535 Iteration 45Q: 3 clusters Score -2180462 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -2180464.000000 Penalty: 4710.373535 Iteration 46Q: 3 clusters Score -2180464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -2180464.500000 Penalty: 4710.373535 Iteration 47Q: 3 clusters Score -2180464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -2180464.000000 Penalty: 4710.373535 Iteration 48Q: 3 clusters Score -2180464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -2180463.750000 Penalty: 4710.373535 Iteration 49Q: 3 clusters Score -2180464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -2180465.750000 Penalty: 4710.373535 Iteration 50Q: 3 clusters Score -2180466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -2180464.250000 Penalty: 4710.373535 Iteration 51Q: 3 clusters Score -2180464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -2180464.500000 Penalty: 4710.373535 Iteration 52Q: 3 clusters Score -2180464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -2180464.250000 Penalty: 4710.373535 Iteration 53Q: 3 clusters Score -2180464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -2180465.750000 Penalty: 4710.373535 Iteration 54Q: 3 clusters Score -2180466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -2180467.500000 Penalty: 4710.373535 Iteration 55Q: 3 clusters Score -2180468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -2180466.000000 Penalty: 4710.373535 Iteration 56Q: 3 clusters Score -2180466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -2180467.500000 Penalty: 4710.373535 Iteration 57Q: 3 clusters Score -2180468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -2180466.000000 Penalty: 4710.373535 Iteration 58Q: 3 clusters Score -2180466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -2180467.250000 Penalty: 4710.373535 Iteration 59Q: 3 clusters Score -2180467 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -2180464.750000 Penalty: 4710.373535 Iteration 60F: 3 clusters Score -2180465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -2180468.000000 Penalty: 4710.373535 Iteration 61Q: 3 clusters Score -2180468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -2180466.500000 Penalty: 4710.373535 Iteration 62Q: 3 clusters Score -2180466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -2180470.000000 Penalty: 4710.373535 Iteration 63Q: 3 clusters Score -2180470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2180468.000000 Penalty: 4710.373535 Iteration 64Q: 3 clusters Score -2180468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -2180470.000000 Penalty: 4710.373535 Iteration 65Q: 3 clusters Score -2180470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2180469.500000 Penalty: 4710.373535 Iteration 66Q: 3 clusters Score -2180470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -2180470.000000 Penalty: 4710.373535 Iteration 67Q: 3 clusters Score -2180470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -2180470.750000 Penalty: 4710.373535 Iteration 68Q: 3 clusters Score -2180471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -2180475.000000 Penalty: 4710.373535 Iteration 69Q: 3 clusters Score -2180475 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -2180475.000000 Penalty: 4710.373535 Iteration 70Q: 3 clusters Score -2180475 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -2180474.250000 Penalty: 4710.373535 Iteration 71Q: 3 clusters Score -2180474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -2180472.000000 Penalty: 4710.373535 Iteration 72Q: 3 clusters Score -2180472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -2180470.250000 Penalty: 4710.373535 Iteration 73Q: 3 clusters Score -2180470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -2180470.250000 Penalty: 4710.373535 Iteration 74F: 3 clusters Score -2180470 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -22710.724609 Penalty: 1272.214844 Iteration 0F: 2 clusters Score -22710.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -21669.445312 Penalty: 2544.429688 Iteration 0F: 3 clusters Score -21669.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -21729.150391 Penalty: 2544.429688 Iteration 1F: 3 clusters Score -21729.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -21771.062500 Penalty: 2544.429688 Iteration 2Q: 3 clusters Score -21771.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -21777.136719 Penalty: 2544.429688 Iteration 3Q: 3 clusters Score -21777.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -21777.136719 Penalty: 2544.429688 Iteration 4F: 3 clusters Score -21777.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Entering Unmasked Estep Score: -1741687.875000 Penalty: 2306.218262 Iteration 0F: 2 clusters Score -1741688 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1733440.375000 Penalty: 4612.436523 Iteration 0F: 3 clusters Score -1733440 nChanged 4562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1736045.500000 Penalty: 4612.436523 Iteration 1F: 3 clusters Score -1736046 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1736465.750000 Penalty: 4612.436523 Iteration 2F: 3 clusters Score -1736466 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -1736795.625000 Penalty: 4612.436523 Iteration 3F: 3 clusters Score -1736796 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1737157.875000 Penalty: 4612.436523 Iteration 4F: 3 clusters Score -1737158 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1737573.625000 Penalty: 4612.436523 Iteration 5F: 3 clusters Score -1737574 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1737956.250000 Penalty: 4612.436523 Iteration 6F: 3 clusters Score -1737956 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -1738272.125000 Penalty: 4612.436523 Iteration 7Q: 3 clusters Score -1738272 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1738508.375000 Penalty: 4612.436523 Iteration 8Q: 3 clusters Score -1738508 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -1738701.750000 Penalty: 4612.436523 Iteration 9Q: 3 clusters Score -1738702 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1738864.000000 Penalty: 4612.436523 Iteration 10Q: 3 clusters Score -1738864 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -1739000.500000 Penalty: 4612.436523 Iteration 11Q: 3 clusters Score -1739000 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1739090.375000 Penalty: 4612.436523 Iteration 12Q: 3 clusters Score -1739090 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1739142.250000 Penalty: 4612.436523 Iteration 13Q: 3 clusters Score -1739142 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1739188.250000 Penalty: 4612.436523 Iteration 14Q: 3 clusters Score -1739188 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -1739227.375000 Penalty: 4612.436523 Iteration 15Q: 3 clusters Score -1739227 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1739263.500000 Penalty: 4612.436523 Iteration 16Q: 3 clusters Score -1739264 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -1739289.500000 Penalty: 4612.436523 Iteration 17Q: 3 clusters Score -1739290 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1739305.750000 Penalty: 4612.436523 Iteration 18Q: 3 clusters Score -1739306 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1739321.750000 Penalty: 4612.436523 Iteration 19Q: 3 clusters Score -1739322 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1739335.875000 Penalty: 4612.436523 Iteration 20F: 3 clusters Score -1739336 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -1739354.250000 Penalty: 4612.436523 Iteration 21Q: 3 clusters Score -1739354 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -1739366.875000 Penalty: 4612.436523 Iteration 22Q: 3 clusters Score -1739367 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1739382.000000 Penalty: 4612.436523 Iteration 23Q: 3 clusters Score -1739382 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1739394.875000 Penalty: 4612.436523 Iteration 24Q: 3 clusters Score -1739395 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1739402.750000 Penalty: 4612.436523 Iteration 25Q: 3 clusters Score -1739403 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1739412.125000 Penalty: 4612.436523 Iteration 26Q: 3 clusters Score -1739412 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1739417.500000 Penalty: 4612.436523 Iteration 27Q: 3 clusters Score -1739418 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1739421.375000 Penalty: 4612.436523 Iteration 28Q: 3 clusters Score -1739421 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -1739435.625000 Penalty: 4612.436523 Iteration 29Q: 3 clusters Score -1739436 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1739439.625000 Penalty: 4612.436523 Iteration 30Q: 3 clusters Score -1739440 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -1739440.625000 Penalty: 4612.436523 Iteration 31Q: 3 clusters Score -1739441 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -1739445.500000 Penalty: 4612.436523 Iteration 32Q: 3 clusters Score -1739446 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1739452.500000 Penalty: 4612.436523 Iteration 33Q: 3 clusters Score -1739452 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -1739455.625000 Penalty: 4612.436523 Iteration 34Q: 3 clusters Score -1739456 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -1739463.375000 Penalty: 4612.436523 Iteration 35Q: 3 clusters Score -1739463 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1739466.125000 Penalty: 4612.436523 Iteration 36Q: 3 clusters Score -1739466 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -1739479.375000 Penalty: 4612.436523 Iteration 37Q: 3 clusters Score -1739479 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -1739483.125000 Penalty: 4612.436523 Iteration 38Q: 3 clusters Score -1739483 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -1739489.000000 Penalty: 4612.436523 Iteration 39Q: 3 clusters Score -1739489 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1739497.750000 Penalty: 4612.436523 Iteration 40F: 3 clusters Score -1739498 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -1739507.500000 Penalty: 4612.436523 Iteration 41Q: 3 clusters Score -1739508 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1739515.250000 Penalty: 4612.436523 Iteration 42Q: 3 clusters Score -1739515 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1739527.625000 Penalty: 4612.436523 Iteration 43Q: 3 clusters Score -1739528 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1739536.375000 Penalty: 4612.436523 Iteration 44Q: 3 clusters Score -1739536 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1739541.750000 Penalty: 4612.436523 Iteration 45Q: 3 clusters Score -1739542 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -1739552.375000 Penalty: 4612.436523 Iteration 46Q: 3 clusters Score -1739552 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1739550.625000 Penalty: 4612.436523 Iteration 47Q: 3 clusters Score -1739551 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -1739556.250000 Penalty: 4612.436523 Iteration 48Q: 3 clusters Score -1739556 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -1739561.250000 Penalty: 4612.436523 Iteration 49Q: 3 clusters Score -1739561 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -1739565.125000 Penalty: 4612.436523 Iteration 50Q: 3 clusters Score -1739565 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1739574.000000 Penalty: 4612.436523 Iteration 51Q: 3 clusters Score -1739574 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -1739580.000000 Penalty: 4612.436523 Iteration 52Q: 3 clusters Score -1739580 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1739578.375000 Penalty: 4612.436523 Iteration 53Q: 3 clusters Score -1739578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -1739582.875000 Penalty: 4612.436523 Iteration 54Q: 3 clusters Score -1739583 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -1739583.125000 Penalty: 4612.436523 Iteration 55Q: 3 clusters Score -1739583 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1739584.250000 Penalty: 4612.436523 Iteration 56Q: 3 clusters Score -1739584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1739589.875000 Penalty: 4612.436523 Iteration 57Q: 3 clusters Score -1739590 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -1739590.125000 Penalty: 4612.436523 Iteration 58Q: 3 clusters Score -1739590 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -1739595.125000 Penalty: 4612.436523 Iteration 59Q: 3 clusters Score -1739595 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -1739601.125000 Penalty: 4612.436523 Iteration 60F: 3 clusters Score -1739601 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -1739600.125000 Penalty: 4612.436523 Iteration 61Q: 3 clusters Score -1739600 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -1739603.375000 Penalty: 4612.436523 Iteration 62Q: 3 clusters Score -1739603 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -1739613.000000 Penalty: 4612.436523 Iteration 63Q: 3 clusters Score -1739613 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1739612.375000 Penalty: 4612.436523 Iteration 64Q: 3 clusters Score -1739612 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1739616.625000 Penalty: 4612.436523 Iteration 65Q: 3 clusters Score -1739617 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -1739621.125000 Penalty: 4612.436523 Iteration 66Q: 3 clusters Score -1739621 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1739624.250000 Penalty: 4612.436523 Iteration 67Q: 3 clusters Score -1739624 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -1739625.875000 Penalty: 4612.436523 Iteration 68Q: 3 clusters Score -1739626 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1739631.875000 Penalty: 4612.436523 Iteration 69Q: 3 clusters Score -1739632 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -1739634.875000 Penalty: 4612.436523 Iteration 70Q: 3 clusters Score -1739635 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -1739641.250000 Penalty: 4612.436523 Iteration 71Q: 3 clusters Score -1739641 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1739640.375000 Penalty: 4612.436523 Iteration 72Q: 3 clusters Score -1739640 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -1739651.375000 Penalty: 4612.436523 Iteration 73Q: 3 clusters Score -1739651 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -1739664.500000 Penalty: 4612.436523 Iteration 74Q: 3 clusters Score -1739664 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -1739679.750000 Penalty: 4612.436523 Iteration 75Q: 3 clusters Score -1739680 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -1739683.500000 Penalty: 4612.436523 Iteration 76Q: 3 clusters Score -1739684 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -1739698.500000 Penalty: 4612.436523 Iteration 77Q: 3 clusters Score -1739698 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -1739708.000000 Penalty: 4612.436523 Iteration 78Q: 3 clusters Score -1739708 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1739722.750000 Penalty: 4612.436523 Iteration 79Q: 3 clusters Score -1739723 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -1739741.125000 Penalty: 4612.436523 Iteration 80F: 3 clusters Score -1739741 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -1739759.375000 Penalty: 4612.436523 Iteration 81Q: 3 clusters Score -1739759 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -1739775.000000 Penalty: 4612.436523 Iteration 82Q: 3 clusters Score -1739775 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1739795.625000 Penalty: 4612.436523 Iteration 83Q: 3 clusters Score -1739796 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1739812.875000 Penalty: 4612.436523 Iteration 84Q: 3 clusters Score -1739813 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -1739829.750000 Penalty: 4612.436523 Iteration 85Q: 3 clusters Score -1739830 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -1739856.125000 Penalty: 4612.436523 Iteration 86Q: 3 clusters Score -1739856 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -1739892.125000 Penalty: 4612.436523 Iteration 87Q: 3 clusters Score -1739892 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1739927.375000 Penalty: 4612.436523 Iteration 88Q: 3 clusters Score -1739927 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -1739962.750000 Penalty: 4612.436523 Iteration 89Q: 3 clusters Score -1739963 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1740002.875000 Penalty: 4612.436523 Iteration 90Q: 3 clusters Score -1740003 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1740027.375000 Penalty: 4612.436523 Iteration 91Q: 3 clusters Score -1740027 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -1740051.625000 Penalty: 4612.436523 Iteration 92Q: 3 clusters Score -1740052 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -1740081.625000 Penalty: 4612.436523 Iteration 93Q: 3 clusters Score -1740082 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -1740111.875000 Penalty: 4612.436523 Iteration 94Q: 3 clusters Score -1740112 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -1740147.125000 Penalty: 4612.436523 Iteration 95Q: 3 clusters Score -1740147 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -1740181.000000 Penalty: 4612.436523 Iteration 96Q: 3 clusters Score -1740181 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -1740206.250000 Penalty: 4612.436523 Iteration 97Q: 3 clusters Score -1740206 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -1740233.125000 Penalty: 4612.436523 Iteration 98Q: 3 clusters Score -1740233 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -1740269.875000 Penalty: 4612.436523 Iteration 99Q: 3 clusters Score -1740270 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -1740317.500000 Penalty: 4612.436523 Iteration 100F: 3 clusters Score -1740318 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -1740369.125000 Penalty: 4612.436523 Iteration 101Q: 3 clusters Score -1740369 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -1740422.750000 Penalty: 4612.436523 Iteration 102Q: 3 clusters Score -1740423 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -1740467.625000 Penalty: 4612.436523 Iteration 103Q: 3 clusters Score -1740468 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -1740494.500000 Penalty: 4612.436523 Iteration 104Q: 3 clusters Score -1740494 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -1740538.500000 Penalty: 4612.436523 Iteration 105Q: 3 clusters Score -1740538 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1740581.750000 Penalty: 4612.436523 Iteration 106Q: 3 clusters Score -1740582 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1740617.000000 Penalty: 4612.436523 Iteration 107Q: 3 clusters Score -1740617 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -1740631.500000 Penalty: 4612.436523 Iteration 108Q: 3 clusters Score -1740632 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -1740637.375000 Penalty: 4612.436523 Iteration 109Q: 3 clusters Score -1740637 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -1740647.375000 Penalty: 4612.436523 Iteration 110Q: 3 clusters Score -1740647 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1740646.375000 Penalty: 4612.436523 Iteration 111Q: 3 clusters Score -1740646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -1740649.250000 Penalty: 4612.436523 Iteration 112Q: 3 clusters Score -1740649 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1740650.750000 Penalty: 4612.436523 Iteration 113Q: 3 clusters Score -1740651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -1740652.375000 Penalty: 4612.436523 Iteration 114Q: 3 clusters Score -1740652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -1740654.500000 Penalty: 4612.436523 Iteration 115Q: 3 clusters Score -1740654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -1740654.500000 Penalty: 4612.436523 Iteration 116F: 3 clusters Score -1740654 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Entering Unmasked Estep Score: -492423.250000 Penalty: 2002.126709 Iteration 0F: 2 clusters Score -492423.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -489054.187500 Penalty: 4004.253418 Iteration 0F: 3 clusters Score -489054.2 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -490092.000000 Penalty: 4004.253418 Iteration 1F: 3 clusters Score -490092 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -490448.312500 Penalty: 4004.253418 Iteration 2F: 3 clusters Score -490448.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -490706.906250 Penalty: 4004.253418 Iteration 3F: 3 clusters Score -490706.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -490893.625000 Penalty: 4004.253418 Iteration 4F: 3 clusters Score -490893.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -491037.125000 Penalty: 4004.253418 Iteration 5Q: 3 clusters Score -491037.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -491161.343750 Penalty: 4004.253418 Iteration 6Q: 3 clusters Score -491161.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -491249.906250 Penalty: 4004.253418 Iteration 7Q: 3 clusters Score -491249.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -491312.218750 Penalty: 4004.253418 Iteration 8Q: 3 clusters Score -491312.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -491353.281250 Penalty: 4004.253418 Iteration 9Q: 3 clusters Score -491353.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -491384.875000 Penalty: 4004.253418 Iteration 10Q: 3 clusters Score -491384.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -491414.343750 Penalty: 4004.253418 Iteration 11Q: 3 clusters Score -491414.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -491434.343750 Penalty: 4004.253418 Iteration 12Q: 3 clusters Score -491434.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -491446.500000 Penalty: 4004.253418 Iteration 13Q: 3 clusters Score -491446.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -491454.687500 Penalty: 4004.253418 Iteration 14Q: 3 clusters Score -491454.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -491458.125000 Penalty: 4004.253418 Iteration 15Q: 3 clusters Score -491458.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -491460.812500 Penalty: 4004.253418 Iteration 16Q: 3 clusters Score -491460.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -491463.625000 Penalty: 4004.253418 Iteration 17Q: 3 clusters Score -491463.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -491464.781250 Penalty: 4004.253418 Iteration 18Q: 3 clusters Score -491464.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -491464.781250 Penalty: 4004.253418 Iteration 19F: 3 clusters Score -491464.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Entering Unmasked Estep Score: -478076.031250 Penalty: 1989.678345 Iteration 0F: 2 clusters Score -478076 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -474801.062500 Penalty: 3979.356689 Iteration 0F: 3 clusters Score -474801.1 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -475436.531250 Penalty: 3979.356689 Iteration 1F: 3 clusters Score -475436.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -475637.937500 Penalty: 3979.356689 Iteration 2F: 3 clusters Score -475637.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -475842.031250 Penalty: 3979.356689 Iteration 3F: 3 clusters Score -475842 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -476044.125000 Penalty: 3979.356689 Iteration 4F: 3 clusters Score -476044.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -476241.625000 Penalty: 3979.356689 Iteration 5F: 3 clusters Score -476241.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -476462.875000 Penalty: 3979.356689 Iteration 6F: 3 clusters Score -476462.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -476643.718750 Penalty: 3979.356689 Iteration 7F: 3 clusters Score -476643.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -476767.250000 Penalty: 3979.356689 Iteration 8Q: 3 clusters Score -476767.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -476854.781250 Penalty: 3979.356689 Iteration 9Q: 3 clusters Score -476854.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -476920.281250 Penalty: 3979.356689 Iteration 10Q: 3 clusters Score -476920.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -476967.781250 Penalty: 3979.356689 Iteration 11Q: 3 clusters Score -476967.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -477015.062500 Penalty: 3979.356689 Iteration 12Q: 3 clusters Score -477015.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -477044.000000 Penalty: 3979.356689 Iteration 13Q: 3 clusters Score -477044 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -477072.812500 Penalty: 3979.356689 Iteration 14Q: 3 clusters Score -477072.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -477098.937500 Penalty: 3979.356689 Iteration 15Q: 3 clusters Score -477098.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -477118.187500 Penalty: 3979.356689 Iteration 16Q: 3 clusters Score -477118.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -477131.343750 Penalty: 3979.356689 Iteration 17Q: 3 clusters Score -477131.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -477140.718750 Penalty: 3979.356689 Iteration 18Q: 3 clusters Score -477140.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -477148.937500 Penalty: 3979.356689 Iteration 19Q: 3 clusters Score -477148.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -477162.062500 Penalty: 3979.356689 Iteration 20F: 3 clusters Score -477162.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -477171.750000 Penalty: 3979.356689 Iteration 21Q: 3 clusters Score -477171.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -477180.781250 Penalty: 3979.356689 Iteration 22Q: 3 clusters Score -477180.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -477187.687500 Penalty: 3979.356689 Iteration 23Q: 3 clusters Score -477187.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -477191.343750 Penalty: 3979.356689 Iteration 24Q: 3 clusters Score -477191.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -477194.375000 Penalty: 3979.356689 Iteration 25Q: 3 clusters Score -477194.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -477197.281250 Penalty: 3979.356689 Iteration 26Q: 3 clusters Score -477197.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -477198.062500 Penalty: 3979.356689 Iteration 27Q: 3 clusters Score -477198.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -477197.812500 Penalty: 3979.356689 Iteration 28Q: 3 clusters Score -477197.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -477197.812500 Penalty: 3979.356689 Iteration 29F: 3 clusters Score -477197.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Entering Unmasked Estep Score: -1264324.000000 Penalty: 2218.151367 Iteration 0F: 2 clusters Score -1264324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1258140.375000 Penalty: 4436.302734 Iteration 0F: 3 clusters Score -1258140 nChanged 3078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1259840.750000 Penalty: 4436.302734 Iteration 1F: 3 clusters Score -1259841 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1260231.750000 Penalty: 4436.302734 Iteration 2F: 3 clusters Score -1260232 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1260680.625000 Penalty: 4436.302734 Iteration 3F: 3 clusters Score -1260681 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1261417.625000 Penalty: 4436.302734 Iteration 4F: 3 clusters Score -1261418 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1262551.625000 Penalty: 4436.302734 Iteration 5F: 3 clusters Score -1262552 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1263617.875000 Penalty: 4436.302734 Iteration 6F: 3 clusters Score -1263618 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1264262.125000 Penalty: 4436.302734 Iteration 7F: 3 clusters Score -1264262 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -1264525.875000 Penalty: 4436.302734 Iteration 8Q: 3 clusters Score -1264526 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1264633.500000 Penalty: 4436.302734 Iteration 9Q: 3 clusters Score -1264634 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1264675.375000 Penalty: 4436.302734 Iteration 10Q: 3 clusters Score -1264675 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1264696.750000 Penalty: 4436.302734 Iteration 11Q: 3 clusters Score -1264697 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1264724.500000 Penalty: 4436.302734 Iteration 12Q: 3 clusters Score -1264724 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1264755.000000 Penalty: 4436.302734 Iteration 13Q: 3 clusters Score -1264755 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1264770.625000 Penalty: 4436.302734 Iteration 14Q: 3 clusters Score -1264771 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1264791.125000 Penalty: 4436.302734 Iteration 15Q: 3 clusters Score -1264791 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1264802.625000 Penalty: 4436.302734 Iteration 16Q: 3 clusters Score -1264803 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1264817.375000 Penalty: 4436.302734 Iteration 17Q: 3 clusters Score -1264817 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1264830.375000 Penalty: 4436.302734 Iteration 18Q: 3 clusters Score -1264830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1264833.750000 Penalty: 4436.302734 Iteration 19Q: 3 clusters Score -1264834 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1264842.750000 Penalty: 4436.302734 Iteration 20F: 3 clusters Score -1264843 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -1264851.250000 Penalty: 4436.302734 Iteration 21Q: 3 clusters Score -1264851 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1264857.000000 Penalty: 4436.302734 Iteration 22Q: 3 clusters Score -1264857 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -1264863.125000 Penalty: 4436.302734 Iteration 23Q: 3 clusters Score -1264863 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1264864.875000 Penalty: 4436.302734 Iteration 24Q: 3 clusters Score -1264865 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1264868.625000 Penalty: 4436.302734 Iteration 25Q: 3 clusters Score -1264869 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1264870.625000 Penalty: 4436.302734 Iteration 26Q: 3 clusters Score -1264871 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1264878.250000 Penalty: 4436.302734 Iteration 27Q: 3 clusters Score -1264878 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1264887.625000 Penalty: 4436.302734 Iteration 28Q: 3 clusters Score -1264888 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1264898.250000 Penalty: 4436.302734 Iteration 29Q: 3 clusters Score -1264898 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1264918.125000 Penalty: 4436.302734 Iteration 30Q: 3 clusters Score -1264918 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -1264933.625000 Penalty: 4436.302734 Iteration 31Q: 3 clusters Score -1264934 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -1264962.125000 Penalty: 4436.302734 Iteration 32Q: 3 clusters Score -1264962 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1264994.500000 Penalty: 4436.302734 Iteration 33Q: 3 clusters Score -1264994 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1265034.500000 Penalty: 4436.302734 Iteration 34Q: 3 clusters Score -1265034 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1265079.875000 Penalty: 4436.302734 Iteration 35Q: 3 clusters Score -1265080 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1265123.250000 Penalty: 4436.302734 Iteration 36Q: 3 clusters Score -1265123 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1265159.125000 Penalty: 4436.302734 Iteration 37Q: 3 clusters Score -1265159 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1265184.250000 Penalty: 4436.302734 Iteration 38Q: 3 clusters Score -1265184 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1265201.250000 Penalty: 4436.302734 Iteration 39Q: 3 clusters Score -1265201 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -1265212.375000 Penalty: 4436.302734 Iteration 40F: 3 clusters Score -1265212 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -1265218.375000 Penalty: 4436.302734 Iteration 41Q: 3 clusters Score -1265218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1265220.250000 Penalty: 4436.302734 Iteration 42Q: 3 clusters Score -1265220 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -1265221.750000 Penalty: 4436.302734 Iteration 43Q: 3 clusters Score -1265222 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1265225.750000 Penalty: 4436.302734 Iteration 44Q: 3 clusters Score -1265226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1265226.750000 Penalty: 4436.302734 Iteration 45Q: 3 clusters Score -1265227 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1265227.750000 Penalty: 4436.302734 Iteration 46Q: 3 clusters Score -1265228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1265228.500000 Penalty: 4436.302734 Iteration 47Q: 3 clusters Score -1265228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1265227.625000 Penalty: 4436.302734 Iteration 48Q: 3 clusters Score -1265228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1265230.250000 Penalty: 4436.302734 Iteration 49Q: 3 clusters Score -1265230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1265231.125000 Penalty: 4436.302734 Iteration 50Q: 3 clusters Score -1265231 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1265231.125000 Penalty: 4436.302734 Iteration 51F: 3 clusters Score -1265231 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22661 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7045 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5363 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6870 members Mstep: Class 22 contains 12874 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47131 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11675 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25283 members Mstep: Class 30 contains 17359 members Mstep: Class 31 contains 13926 members Mstep: Class 32 contains 7971 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13272 members Mstep: Class 35 contains 2329 members Mstep: Class 36 contains 2300 members Entering Unmasked Estep Score: -51834988.000000 Penalty: 113249.156250 Splitting cluster 17 changes total score from -51834972.000000 to -51834988.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 18 (4925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Entering Unmasked Estep Score: -823050.500000 Penalty: 2108.515869 Iteration 0F: 2 clusters Score -823050.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -818567.000000 Penalty: 4217.031738 Iteration 0F: 3 clusters Score -818567 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -819564.875000 Penalty: 4217.031738 Iteration 1F: 3 clusters Score -819564.9 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -819770.000000 Penalty: 4217.031738 Iteration 2F: 3 clusters Score -819770 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -819892.125000 Penalty: 4217.031738 Iteration 3Q: 3 clusters Score -819892.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -819971.125000 Penalty: 4217.031738 Iteration 4Q: 3 clusters Score -819971.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -820026.875000 Penalty: 4217.031738 Iteration 5Q: 3 clusters Score -820026.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -820071.125000 Penalty: 4217.031738 Iteration 6Q: 3 clusters Score -820071.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -820106.250000 Penalty: 4217.031738 Iteration 7Q: 3 clusters Score -820106.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -820136.625000 Penalty: 4217.031738 Iteration 8Q: 3 clusters Score -820136.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -820152.687500 Penalty: 4217.031738 Iteration 9Q: 3 clusters Score -820152.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -820171.312500 Penalty: 4217.031738 Iteration 10Q: 3 clusters Score -820171.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -820185.312500 Penalty: 4217.031738 Iteration 11Q: 3 clusters Score -820185.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -820196.125000 Penalty: 4217.031738 Iteration 12Q: 3 clusters Score -820196.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -820206.562500 Penalty: 4217.031738 Iteration 13Q: 3 clusters Score -820206.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -820215.312500 Penalty: 4217.031738 Iteration 14Q: 3 clusters Score -820215.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -820226.437500 Penalty: 4217.031738 Iteration 15Q: 3 clusters Score -820226.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -820233.437500 Penalty: 4217.031738 Iteration 16Q: 3 clusters Score -820233.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -820245.187500 Penalty: 4217.031738 Iteration 17Q: 3 clusters Score -820245.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -820258.062500 Penalty: 4217.031738 Iteration 18Q: 3 clusters Score -820258.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -820274.250000 Penalty: 4217.031738 Iteration 19Q: 3 clusters Score -820274.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -820292.937500 Penalty: 4217.031738 Iteration 20F: 3 clusters Score -820292.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -820309.437500 Penalty: 4217.031738 Iteration 21Q: 3 clusters Score -820309.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -820328.187500 Penalty: 4217.031738 Iteration 22Q: 3 clusters Score -820328.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -820346.750000 Penalty: 4217.031738 Iteration 23Q: 3 clusters Score -820346.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -820361.687500 Penalty: 4217.031738 Iteration 24Q: 3 clusters Score -820361.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -820376.625000 Penalty: 4217.031738 Iteration 25Q: 3 clusters Score -820376.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -820388.500000 Penalty: 4217.031738 Iteration 26Q: 3 clusters Score -820388.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -820404.250000 Penalty: 4217.031738 Iteration 27Q: 3 clusters Score -820404.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -820421.687500 Penalty: 4217.031738 Iteration 28Q: 3 clusters Score -820421.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -820439.187500 Penalty: 4217.031738 Iteration 29Q: 3 clusters Score -820439.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -820456.312500 Penalty: 4217.031738 Iteration 30Q: 3 clusters Score -820456.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -820477.375000 Penalty: 4217.031738 Iteration 31Q: 3 clusters Score -820477.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -820502.812500 Penalty: 4217.031738 Iteration 32Q: 3 clusters Score -820502.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -820529.062500 Penalty: 4217.031738 Iteration 33Q: 3 clusters Score -820529.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -820550.625000 Penalty: 4217.031738 Iteration 34Q: 3 clusters Score -820550.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -820571.312500 Penalty: 4217.031738 Iteration 35Q: 3 clusters Score -820571.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -820595.687500 Penalty: 4217.031738 Iteration 36Q: 3 clusters Score -820595.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -820619.875000 Penalty: 4217.031738 Iteration 37Q: 3 clusters Score -820619.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -820637.937500 Penalty: 4217.031738 Iteration 38Q: 3 clusters Score -820637.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -820663.250000 Penalty: 4217.031738 Iteration 39Q: 3 clusters Score -820663.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -820697.812500 Penalty: 4217.031738 Iteration 40F: 3 clusters Score -820697.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -820728.250000 Penalty: 4217.031738 Iteration 41Q: 3 clusters Score -820728.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -820747.062500 Penalty: 4217.031738 Iteration 42Q: 3 clusters Score -820747.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -820781.750000 Penalty: 4217.031738 Iteration 43Q: 3 clusters Score -820781.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -820822.812500 Penalty: 4217.031738 Iteration 44Q: 3 clusters Score -820822.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -820851.250000 Penalty: 4217.031738 Iteration 45Q: 3 clusters Score -820851.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -820874.687500 Penalty: 4217.031738 Iteration 46Q: 3 clusters Score -820874.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -820896.187500 Penalty: 4217.031738 Iteration 47Q: 3 clusters Score -820896.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -820915.875000 Penalty: 4217.031738 Iteration 48Q: 3 clusters Score -820915.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -820937.562500 Penalty: 4217.031738 Iteration 49Q: 3 clusters Score -820937.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -820951.312500 Penalty: 4217.031738 Iteration 50Q: 3 clusters Score -820951.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -820961.687500 Penalty: 4217.031738 Iteration 51Q: 3 clusters Score -820961.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -820972.687500 Penalty: 4217.031738 Iteration 52Q: 3 clusters Score -820972.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -820983.500000 Penalty: 4217.031738 Iteration 53Q: 3 clusters Score -820983.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -820995.062500 Penalty: 4217.031738 Iteration 54Q: 3 clusters Score -820995.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -821004.500000 Penalty: 4217.031738 Iteration 55Q: 3 clusters Score -821004.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -821017.562500 Penalty: 4217.031738 Iteration 56Q: 3 clusters Score -821017.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -821035.062500 Penalty: 4217.031738 Iteration 57Q: 3 clusters Score -821035.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -821050.187500 Penalty: 4217.031738 Iteration 58Q: 3 clusters Score -821050.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -821059.625000 Penalty: 4217.031738 Iteration 59Q: 3 clusters Score -821059.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -821078.062500 Penalty: 4217.031738 Iteration 60F: 3 clusters Score -821078.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -821099.375000 Penalty: 4217.031738 Iteration 61Q: 3 clusters Score -821099.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -821125.562500 Penalty: 4217.031738 Iteration 62Q: 3 clusters Score -821125.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -821141.812500 Penalty: 4217.031738 Iteration 63Q: 3 clusters Score -821141.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -821158.312500 Penalty: 4217.031738 Iteration 64Q: 3 clusters Score -821158.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -821173.875000 Penalty: 4217.031738 Iteration 65Q: 3 clusters Score -821173.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -821190.312500 Penalty: 4217.031738 Iteration 66Q: 3 clusters Score -821190.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -821204.687500 Penalty: 4217.031738 Iteration 67Q: 3 clusters Score -821204.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -821214.687500 Penalty: 4217.031738 Iteration 68Q: 3 clusters Score -821214.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -821223.562500 Penalty: 4217.031738 Iteration 69Q: 3 clusters Score -821223.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -821230.125000 Penalty: 4217.031738 Iteration 70Q: 3 clusters Score -821230.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -821233.687500 Penalty: 4217.031738 Iteration 71Q: 3 clusters Score -821233.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -821234.062500 Penalty: 4217.031738 Iteration 72Q: 3 clusters Score -821234.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -821233.875000 Penalty: 4217.031738 Iteration 73Q: 3 clusters Score -821233.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -821233.875000 Penalty: 4217.031738 Iteration 74F: 3 clusters Score -821233.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Entering Unmasked Estep Score: -57989.421875 Penalty: 1511.764526 Iteration 0F: 2 clusters Score -57989.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -56623.222656 Penalty: 3023.529053 Iteration 0F: 3 clusters Score -56623.22 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -56836.808594 Penalty: 3023.529053 Iteration 1F: 3 clusters Score -56836.81 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -56928.390625 Penalty: 3023.529053 Iteration 2F: 3 clusters Score -56928.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -57006.128906 Penalty: 3023.529053 Iteration 3Q: 3 clusters Score -57006.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -57044.691406 Penalty: 3023.529053 Iteration 4Q: 3 clusters Score -57044.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -57067.246094 Penalty: 3023.529053 Iteration 5Q: 3 clusters Score -57067.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -57097.726562 Penalty: 3023.529053 Iteration 6Q: 3 clusters Score -57097.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -57132.796875 Penalty: 3023.529053 Iteration 7Q: 3 clusters Score -57132.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -57138.015625 Penalty: 3023.529053 Iteration 8Q: 3 clusters Score -57138.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -57142.847656 Penalty: 3023.529053 Iteration 9Q: 3 clusters Score -57142.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -57145.621094 Penalty: 3023.529053 Iteration 10Q: 3 clusters Score -57145.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -57152.968750 Penalty: 3023.529053 Iteration 11Q: 3 clusters Score -57152.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -57155.199219 Penalty: 3023.529053 Iteration 12Q: 3 clusters Score -57155.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -57156.339844 Penalty: 3023.529053 Iteration 13Q: 3 clusters Score -57156.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -57156.851562 Penalty: 3023.529053 Iteration 14Q: 3 clusters Score -57156.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -57158.855469 Penalty: 3023.529053 Iteration 15Q: 3 clusters Score -57158.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -57161.457031 Penalty: 3023.529053 Iteration 16Q: 3 clusters Score -57161.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -57162.214844 Penalty: 3023.529053 Iteration 17Q: 3 clusters Score -57162.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -57163.281250 Penalty: 3023.529053 Iteration 18Q: 3 clusters Score -57163.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -57163.281250 Penalty: 3023.529053 Iteration 19F: 3 clusters Score -57163.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (22074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22074 members Entering Unmasked Estep Score: -3721145.000000 Penalty: 2480.534424 Iteration 0F: 2 clusters Score -3721145 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -3705734.750000 Penalty: 4961.068848 Iteration 0F: 3 clusters Score -3705735 nChanged 9811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -3710991.500000 Penalty: 4961.068848 Iteration 1F: 3 clusters Score -3710992 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -3711498.000000 Penalty: 4961.068848 Iteration 2F: 3 clusters Score -3711498 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -3711933.250000 Penalty: 4961.068848 Iteration 3F: 3 clusters Score -3711933 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -3712414.750000 Penalty: 4961.068848 Iteration 4Q: 3 clusters Score -3712415 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -3712895.000000 Penalty: 4961.068848 Iteration 5Q: 3 clusters Score -3712895 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -3713363.500000 Penalty: 4961.068848 Iteration 6Q: 3 clusters Score -3713364 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -3713817.750000 Penalty: 4961.068848 Iteration 7Q: 3 clusters Score -3713818 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -3714227.750000 Penalty: 4961.068848 Iteration 8Q: 3 clusters Score -3714228 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 11325 members Entering Unmasked Estep Score: -3714638.750000 Penalty: 4961.068848 Iteration 9Q: 3 clusters Score -3714639 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -3714960.500000 Penalty: 4961.068848 Iteration 10Q: 3 clusters Score -3714960 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -3715276.500000 Penalty: 4961.068848 Iteration 11Q: 3 clusters Score -3715276 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -3715593.000000 Penalty: 4961.068848 Iteration 12Q: 3 clusters Score -3715593 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -3715887.000000 Penalty: 4961.068848 Iteration 13Q: 3 clusters Score -3715887 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -3716150.500000 Penalty: 4961.068848 Iteration 14Q: 3 clusters Score -3716150 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 12088 members Entering Unmasked Estep Score: -3716322.250000 Penalty: 4961.068848 Iteration 15Q: 3 clusters Score -3716322 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -3716478.500000 Penalty: 4961.068848 Iteration 16Q: 3 clusters Score -3716478 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -3716581.000000 Penalty: 4961.068848 Iteration 17Q: 3 clusters Score -3716581 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 12761 members Entering Unmasked Estep Score: -3716667.500000 Penalty: 4961.068848 Iteration 18Q: 3 clusters Score -3716668 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -3716731.500000 Penalty: 4961.068848 Iteration 19Q: 3 clusters Score -3716732 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 13162 members Entering Unmasked Estep Score: -3716782.500000 Penalty: 4961.068848 Iteration 20F: 3 clusters Score -3716782 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 13406 members Entering Unmasked Estep Score: -3716872.750000 Penalty: 4961.068848 Iteration 21Q: 3 clusters Score -3716873 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -3716942.750000 Penalty: 4961.068848 Iteration 22Q: 3 clusters Score -3716943 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -3717013.500000 Penalty: 4961.068848 Iteration 23Q: 3 clusters Score -3717014 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -3717095.750000 Penalty: 4961.068848 Iteration 24Q: 3 clusters Score -3717096 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 14421 members Entering Unmasked Estep Score: -3717187.750000 Penalty: 4961.068848 Iteration 25Q: 3 clusters Score -3717188 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 14692 members Entering Unmasked Estep Score: -3717284.000000 Penalty: 4961.068848 Iteration 26Q: 3 clusters Score -3717284 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -3717371.750000 Penalty: 4961.068848 Iteration 27Q: 3 clusters Score -3717372 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -3717457.000000 Penalty: 4961.068848 Iteration 28Q: 3 clusters Score -3717457 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -3717536.500000 Penalty: 4961.068848 Iteration 29Q: 3 clusters Score -3717536 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 15765 members Entering Unmasked Estep Score: -3717623.500000 Penalty: 4961.068848 Iteration 30Q: 3 clusters Score -3717624 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 16033 members Entering Unmasked Estep Score: -3717712.250000 Penalty: 4961.068848 Iteration 31Q: 3 clusters Score -3717712 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 16283 members Entering Unmasked Estep Score: -3717799.500000 Penalty: 4961.068848 Iteration 32Q: 3 clusters Score -3717800 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -3717900.500000 Penalty: 4961.068848 Iteration 33Q: 3 clusters Score -3717900 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -3717971.000000 Penalty: 4961.068848 Iteration 34Q: 3 clusters Score -3717971 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 16963 members Entering Unmasked Estep Score: -3718034.750000 Penalty: 4961.068848 Iteration 35Q: 3 clusters Score -3718035 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 17157 members Entering Unmasked Estep Score: -3718084.750000 Penalty: 4961.068848 Iteration 36Q: 3 clusters Score -3718085 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 17329 members Entering Unmasked Estep Score: -3718152.250000 Penalty: 4961.068848 Iteration 37Q: 3 clusters Score -3718152 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 17494 members Entering Unmasked Estep Score: -3718210.500000 Penalty: 4961.068848 Iteration 38Q: 3 clusters Score -3718210 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 17647 members Entering Unmasked Estep Score: -3718265.750000 Penalty: 4961.068848 Iteration 39Q: 3 clusters Score -3718266 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 17802 members Entering Unmasked Estep Score: -3718338.500000 Penalty: 4961.068848 Iteration 40F: 3 clusters Score -3718338 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 17934 members Entering Unmasked Estep Score: -3718383.500000 Penalty: 4961.068848 Iteration 41Q: 3 clusters Score -3718384 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 18060 members Entering Unmasked Estep Score: -3718423.750000 Penalty: 4961.068848 Iteration 42Q: 3 clusters Score -3718424 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 18186 members Entering Unmasked Estep Score: -3718477.250000 Penalty: 4961.068848 Iteration 43Q: 3 clusters Score -3718477 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 18309 members Entering Unmasked Estep Score: -3718510.750000 Penalty: 4961.068848 Iteration 44Q: 3 clusters Score -3718511 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 18423 members Entering Unmasked Estep Score: -3718566.250000 Penalty: 4961.068848 Iteration 45Q: 3 clusters Score -3718566 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 18529 members Entering Unmasked Estep Score: -3718593.250000 Penalty: 4961.068848 Iteration 46Q: 3 clusters Score -3718593 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 18632 members Entering Unmasked Estep Score: -3718642.250000 Penalty: 4961.068848 Iteration 47Q: 3 clusters Score -3718642 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 18713 members Entering Unmasked Estep Score: -3718676.750000 Penalty: 4961.068848 Iteration 48Q: 3 clusters Score -3718677 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 18797 members Entering Unmasked Estep Score: -3718705.250000 Penalty: 4961.068848 Iteration 49Q: 3 clusters Score -3718705 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 18874 members Entering Unmasked Estep Score: -3718743.750000 Penalty: 4961.068848 Iteration 50Q: 3 clusters Score -3718744 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 18932 members Entering Unmasked Estep Score: -3718756.750000 Penalty: 4961.068848 Iteration 51Q: 3 clusters Score -3718757 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 18986 members Entering Unmasked Estep Score: -3718771.750000 Penalty: 4961.068848 Iteration 52Q: 3 clusters Score -3718772 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -3718779.750000 Penalty: 4961.068848 Iteration 53Q: 3 clusters Score -3718780 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 19071 members Entering Unmasked Estep Score: -3718785.750000 Penalty: 4961.068848 Iteration 54Q: 3 clusters Score -3718786 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 19109 members Entering Unmasked Estep Score: -3718800.250000 Penalty: 4961.068848 Iteration 55Q: 3 clusters Score -3718800 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 19145 members Entering Unmasked Estep Score: -3718804.000000 Penalty: 4961.068848 Iteration 56Q: 3 clusters Score -3718804 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 19169 members Entering Unmasked Estep Score: -3718812.250000 Penalty: 4961.068848 Iteration 57Q: 3 clusters Score -3718812 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 19192 members Entering Unmasked Estep Score: -3718816.500000 Penalty: 4961.068848 Iteration 58Q: 3 clusters Score -3718816 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 19217 members Entering Unmasked Estep Score: -3718816.000000 Penalty: 4961.068848 Iteration 59Q: 3 clusters Score -3718816 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 19244 members Entering Unmasked Estep Score: -3718825.500000 Penalty: 4961.068848 Iteration 60F: 3 clusters Score -3718826 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 19263 members Entering Unmasked Estep Score: -3718825.000000 Penalty: 4961.068848 Iteration 61Q: 3 clusters Score -3718825 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 19280 members Entering Unmasked Estep Score: -3718832.000000 Penalty: 4961.068848 Iteration 62Q: 3 clusters Score -3718832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 19292 members Entering Unmasked Estep Score: -3718833.500000 Penalty: 4961.068848 Iteration 63Q: 3 clusters Score -3718834 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 19307 members Entering Unmasked Estep Score: -3718832.500000 Penalty: 4961.068848 Iteration 64Q: 3 clusters Score -3718832 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 19325 members Entering Unmasked Estep Score: -3718838.250000 Penalty: 4961.068848 Iteration 65Q: 3 clusters Score -3718838 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 19347 members Entering Unmasked Estep Score: -3718848.250000 Penalty: 4961.068848 Iteration 66Q: 3 clusters Score -3718848 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 19364 members Entering Unmasked Estep Score: -3718852.500000 Penalty: 4961.068848 Iteration 67Q: 3 clusters Score -3718852 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 19381 members Entering Unmasked Estep Score: -3718845.000000 Penalty: 4961.068848 Iteration 68Q: 3 clusters Score -3718845 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 19392 members Entering Unmasked Estep Score: -3718845.500000 Penalty: 4961.068848 Iteration 69Q: 3 clusters Score -3718846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 19404 members Entering Unmasked Estep Score: -3718849.500000 Penalty: 4961.068848 Iteration 70Q: 3 clusters Score -3718850 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -3718854.500000 Penalty: 4961.068848 Iteration 71Q: 3 clusters Score -3718854 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 19429 members Entering Unmasked Estep Score: -3718862.750000 Penalty: 4961.068848 Iteration 72Q: 3 clusters Score -3718863 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 19437 members Entering Unmasked Estep Score: -3718860.000000 Penalty: 4961.068848 Iteration 73Q: 3 clusters Score -3718860 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 19443 members Entering Unmasked Estep Score: -3718859.250000 Penalty: 4961.068848 Iteration 74Q: 3 clusters Score -3718859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 19447 members Entering Unmasked Estep Score: -3718866.000000 Penalty: 4961.068848 Iteration 75Q: 3 clusters Score -3718866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 19453 members Entering Unmasked Estep Score: -3718862.500000 Penalty: 4961.068848 Iteration 76Q: 3 clusters Score -3718862 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 19458 members Entering Unmasked Estep Score: -3718869.000000 Penalty: 4961.068848 Iteration 77Q: 3 clusters Score -3718869 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 19466 members Entering Unmasked Estep Score: -3718871.750000 Penalty: 4961.068848 Iteration 78Q: 3 clusters Score -3718872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 19472 members Entering Unmasked Estep Score: -3718868.250000 Penalty: 4961.068848 Iteration 79Q: 3 clusters Score -3718868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 19480 members Entering Unmasked Estep Score: -3718873.000000 Penalty: 4961.068848 Iteration 80F: 3 clusters Score -3718873 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 19486 members Entering Unmasked Estep Score: -3718875.000000 Penalty: 4961.068848 Iteration 81Q: 3 clusters Score -3718875 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 19490 members Entering Unmasked Estep Score: -3718877.500000 Penalty: 4961.068848 Iteration 82Q: 3 clusters Score -3718878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 19494 members Entering Unmasked Estep Score: -3718881.750000 Penalty: 4961.068848 Iteration 83Q: 3 clusters Score -3718882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -3718882.250000 Penalty: 4961.068848 Iteration 84Q: 3 clusters Score -3718882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 19500 members Entering Unmasked Estep Score: -3718878.250000 Penalty: 4961.068848 Iteration 85Q: 3 clusters Score -3718878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 19503 members Entering Unmasked Estep Score: -3718877.250000 Penalty: 4961.068848 Iteration 86Q: 3 clusters Score -3718877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 19506 members Entering Unmasked Estep Score: -3718882.250000 Penalty: 4961.068848 Iteration 87Q: 3 clusters Score -3718882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 19508 members Entering Unmasked Estep Score: -3718878.000000 Penalty: 4961.068848 Iteration 88Q: 3 clusters Score -3718878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 19510 members Entering Unmasked Estep Score: -3718878.000000 Penalty: 4961.068848 Iteration 89Q: 3 clusters Score -3718878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 19511 members Entering Unmasked Estep Score: -3718878.000000 Penalty: 4961.068848 Iteration 90Q: 3 clusters Score -3718878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 19517 members Entering Unmasked Estep Score: -3718881.000000 Penalty: 4961.068848 Iteration 91Q: 3 clusters Score -3718881 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 19524 members Entering Unmasked Estep Score: -3718882.500000 Penalty: 4961.068848 Iteration 92Q: 3 clusters Score -3718882 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -3718883.500000 Penalty: 4961.068848 Iteration 93Q: 3 clusters Score -3718884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 19537 members Entering Unmasked Estep Score: -3718885.250000 Penalty: 4961.068848 Iteration 94Q: 3 clusters Score -3718885 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -3718886.500000 Penalty: 4961.068848 Iteration 95Q: 3 clusters Score -3718886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 19541 members Entering Unmasked Estep Score: -3718880.750000 Penalty: 4961.068848 Iteration 96Q: 3 clusters Score -3718881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 19543 members Entering Unmasked Estep Score: -3718885.250000 Penalty: 4961.068848 Iteration 97Q: 3 clusters Score -3718885 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -3718886.000000 Penalty: 4961.068848 Iteration 98Q: 3 clusters Score -3718886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -3718882.250000 Penalty: 4961.068848 Iteration 99Q: 3 clusters Score -3718882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -3718884.250000 Penalty: 4961.068848 Iteration 100F: 3 clusters Score -3718884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 19553 members Entering Unmasked Estep Score: -3718890.250000 Penalty: 4961.068848 Iteration 101Q: 3 clusters Score -3718890 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -3718891.500000 Penalty: 4961.068848 Iteration 102Q: 3 clusters Score -3718892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 19556 members Entering Unmasked Estep Score: -3718891.500000 Penalty: 4961.068848 Iteration 103Q: 3 clusters Score -3718892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 19557 members Entering Unmasked Estep Score: -3718891.250000 Penalty: 4961.068848 Iteration 104Q: 3 clusters Score -3718891 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 19558 members Entering Unmasked Estep Score: -3718890.500000 Penalty: 4961.068848 Iteration 105Q: 3 clusters Score -3718890 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -3718891.250000 Penalty: 4961.068848 Iteration 106Q: 3 clusters Score -3718891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -3718891.250000 Penalty: 4961.068848 Iteration 107F: 3 clusters Score -3718891 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Entering Unmasked Estep Score: -1133682.625000 Penalty: 2191.059814 Iteration 0F: 2 clusters Score -1133683 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1127955.625000 Penalty: 4382.119629 Iteration 0F: 3 clusters Score -1127956 nChanged 2702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -1129410.000000 Penalty: 4382.119629 Iteration 1F: 3 clusters Score -1129410 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1129714.750000 Penalty: 4382.119629 Iteration 2F: 3 clusters Score -1129715 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1129977.625000 Penalty: 4382.119629 Iteration 3F: 3 clusters Score -1129978 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1130230.375000 Penalty: 4382.119629 Iteration 4F: 3 clusters Score -1130230 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1130463.500000 Penalty: 4382.119629 Iteration 5Q: 3 clusters Score -1130464 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1130684.875000 Penalty: 4382.119629 Iteration 6Q: 3 clusters Score -1130685 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1130931.125000 Penalty: 4382.119629 Iteration 7Q: 3 clusters Score -1130931 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1131201.500000 Penalty: 4382.119629 Iteration 8Q: 3 clusters Score -1131202 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1131484.250000 Penalty: 4382.119629 Iteration 9Q: 3 clusters Score -1131484 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1131747.000000 Penalty: 4382.119629 Iteration 10Q: 3 clusters Score -1131747 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1131943.375000 Penalty: 4382.119629 Iteration 11Q: 3 clusters Score -1131943 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1132071.375000 Penalty: 4382.119629 Iteration 12Q: 3 clusters Score -1132071 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1132152.250000 Penalty: 4382.119629 Iteration 13Q: 3 clusters Score -1132152 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1132207.875000 Penalty: 4382.119629 Iteration 14Q: 3 clusters Score -1132208 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1132235.750000 Penalty: 4382.119629 Iteration 15Q: 3 clusters Score -1132236 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1132254.375000 Penalty: 4382.119629 Iteration 16Q: 3 clusters Score -1132254 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1132275.125000 Penalty: 4382.119629 Iteration 17Q: 3 clusters Score -1132275 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1132282.250000 Penalty: 4382.119629 Iteration 18Q: 3 clusters Score -1132282 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -1132291.125000 Penalty: 4382.119629 Iteration 19Q: 3 clusters Score -1132291 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1132295.875000 Penalty: 4382.119629 Iteration 20F: 3 clusters Score -1132296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1132297.125000 Penalty: 4382.119629 Iteration 21Q: 3 clusters Score -1132297 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1132300.125000 Penalty: 4382.119629 Iteration 22Q: 3 clusters Score -1132300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -1132299.375000 Penalty: 4382.119629 Iteration 23Q: 3 clusters Score -1132299 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1132301.500000 Penalty: 4382.119629 Iteration 24Q: 3 clusters Score -1132302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1132301.500000 Penalty: 4382.119629 Iteration 25F: 3 clusters Score -1132302 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Entering Unmasked Estep Score: -2152703.500000 Penalty: 2346.815430 Iteration 0F: 2 clusters Score -2152704 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -2143165.250000 Penalty: 4693.630859 Iteration 0F: 3 clusters Score -2143165 nChanged 5554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -2145992.250000 Penalty: 4693.630859 Iteration 1F: 3 clusters Score -2145992 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -2146316.750000 Penalty: 4693.630859 Iteration 2F: 3 clusters Score -2146317 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -2146581.250000 Penalty: 4693.630859 Iteration 3Q: 3 clusters Score -2146581 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -2146828.750000 Penalty: 4693.630859 Iteration 4Q: 3 clusters Score -2146829 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -2147140.000000 Penalty: 4693.630859 Iteration 5Q: 3 clusters Score -2147140 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -2147654.250000 Penalty: 4693.630859 Iteration 6F: 3 clusters Score -2147654 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -2148381.250000 Penalty: 4693.630859 Iteration 7F: 3 clusters Score -2148381 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -2149086.250000 Penalty: 4693.630859 Iteration 8F: 3 clusters Score -2149086 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -2149681.500000 Penalty: 4693.630859 Iteration 9F: 3 clusters Score -2149682 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -2150091.500000 Penalty: 4693.630859 Iteration 10Q: 3 clusters Score -2150092 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -2150364.750000 Penalty: 4693.630859 Iteration 11Q: 3 clusters Score -2150365 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -2150537.000000 Penalty: 4693.630859 Iteration 12Q: 3 clusters Score -2150537 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -2150633.750000 Penalty: 4693.630859 Iteration 13Q: 3 clusters Score -2150634 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -2150704.500000 Penalty: 4693.630859 Iteration 14Q: 3 clusters Score -2150704 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -2150756.250000 Penalty: 4693.630859 Iteration 15Q: 3 clusters Score -2150756 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -2150797.750000 Penalty: 4693.630859 Iteration 16Q: 3 clusters Score -2150798 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -2150826.000000 Penalty: 4693.630859 Iteration 17Q: 3 clusters Score -2150826 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -2150844.000000 Penalty: 4693.630859 Iteration 18Q: 3 clusters Score -2150844 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -2150863.000000 Penalty: 4693.630859 Iteration 19Q: 3 clusters Score -2150863 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -2150875.250000 Penalty: 4693.630859 Iteration 20F: 3 clusters Score -2150875 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -2150883.500000 Penalty: 4693.630859 Iteration 21Q: 3 clusters Score -2150884 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -2150890.250000 Penalty: 4693.630859 Iteration 22Q: 3 clusters Score -2150890 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -2150893.500000 Penalty: 4693.630859 Iteration 23Q: 3 clusters Score -2150894 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -2150910.500000 Penalty: 4693.630859 Iteration 24Q: 3 clusters Score -2150910 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -2150910.000000 Penalty: 4693.630859 Iteration 25Q: 3 clusters Score -2150910 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -2150919.250000 Penalty: 4693.630859 Iteration 26Q: 3 clusters Score -2150919 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2150934.000000 Penalty: 4693.630859 Iteration 27Q: 3 clusters Score -2150934 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -2150936.750000 Penalty: 4693.630859 Iteration 28Q: 3 clusters Score -2150937 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -2150937.000000 Penalty: 4693.630859 Iteration 29Q: 3 clusters Score -2150937 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -2150940.500000 Penalty: 4693.630859 Iteration 30Q: 3 clusters Score -2150940 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2150944.750000 Penalty: 4693.630859 Iteration 31Q: 3 clusters Score -2150945 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -2150951.750000 Penalty: 4693.630859 Iteration 32Q: 3 clusters Score -2150952 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -2150960.250000 Penalty: 4693.630859 Iteration 33Q: 3 clusters Score -2150960 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -2150978.500000 Penalty: 4693.630859 Iteration 34Q: 3 clusters Score -2150978 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -2150987.500000 Penalty: 4693.630859 Iteration 35Q: 3 clusters Score -2150988 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -2151000.750000 Penalty: 4693.630859 Iteration 36Q: 3 clusters Score -2151001 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -2151012.250000 Penalty: 4693.630859 Iteration 37Q: 3 clusters Score -2151012 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -2151021.000000 Penalty: 4693.630859 Iteration 38Q: 3 clusters Score -2151021 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -2151029.250000 Penalty: 4693.630859 Iteration 39Q: 3 clusters Score -2151029 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -2151038.750000 Penalty: 4693.630859 Iteration 40F: 3 clusters Score -2151039 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -2151047.750000 Penalty: 4693.630859 Iteration 41Q: 3 clusters Score -2151048 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -2151056.250000 Penalty: 4693.630859 Iteration 42Q: 3 clusters Score -2151056 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -2151068.500000 Penalty: 4693.630859 Iteration 43Q: 3 clusters Score -2151068 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -2151081.250000 Penalty: 4693.630859 Iteration 44Q: 3 clusters Score -2151081 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -2151096.500000 Penalty: 4693.630859 Iteration 45Q: 3 clusters Score -2151096 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -2151114.500000 Penalty: 4693.630859 Iteration 46Q: 3 clusters Score -2151114 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -2151130.000000 Penalty: 4693.630859 Iteration 47Q: 3 clusters Score -2151130 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -2151139.250000 Penalty: 4693.630859 Iteration 48Q: 3 clusters Score -2151139 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -2151145.750000 Penalty: 4693.630859 Iteration 49Q: 3 clusters Score -2151146 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -2151148.500000 Penalty: 4693.630859 Iteration 50Q: 3 clusters Score -2151148 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -2151152.500000 Penalty: 4693.630859 Iteration 51Q: 3 clusters Score -2151152 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -2151154.750000 Penalty: 4693.630859 Iteration 52Q: 3 clusters Score -2151155 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -2151164.750000 Penalty: 4693.630859 Iteration 53Q: 3 clusters Score -2151165 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -2151161.750000 Penalty: 4693.630859 Iteration 54Q: 3 clusters Score -2151162 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -2151168.500000 Penalty: 4693.630859 Iteration 55Q: 3 clusters Score -2151168 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -2151168.750000 Penalty: 4693.630859 Iteration 56Q: 3 clusters Score -2151169 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -2151180.000000 Penalty: 4693.630859 Iteration 57Q: 3 clusters Score -2151180 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -2151179.000000 Penalty: 4693.630859 Iteration 58Q: 3 clusters Score -2151179 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -2151183.250000 Penalty: 4693.630859 Iteration 59Q: 3 clusters Score -2151183 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -2151184.750000 Penalty: 4693.630859 Iteration 60F: 3 clusters Score -2151185 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -2151185.500000 Penalty: 4693.630859 Iteration 61Q: 3 clusters Score -2151186 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -2151186.750000 Penalty: 4693.630859 Iteration 62Q: 3 clusters Score -2151187 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -2151186.000000 Penalty: 4693.630859 Iteration 63Q: 3 clusters Score -2151186 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -2151190.500000 Penalty: 4693.630859 Iteration 64Q: 3 clusters Score -2151190 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -2151196.750000 Penalty: 4693.630859 Iteration 65Q: 3 clusters Score -2151197 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -2151203.750000 Penalty: 4693.630859 Iteration 66Q: 3 clusters Score -2151204 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -2151210.750000 Penalty: 4693.630859 Iteration 67Q: 3 clusters Score -2151211 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -2151218.000000 Penalty: 4693.630859 Iteration 68Q: 3 clusters Score -2151218 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -2151217.750000 Penalty: 4693.630859 Iteration 69Q: 3 clusters Score -2151218 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -2151227.250000 Penalty: 4693.630859 Iteration 70Q: 3 clusters Score -2151227 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -2151234.750000 Penalty: 4693.630859 Iteration 71Q: 3 clusters Score -2151235 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -2151240.500000 Penalty: 4693.630859 Iteration 72Q: 3 clusters Score -2151240 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2151244.000000 Penalty: 4693.630859 Iteration 73Q: 3 clusters Score -2151244 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -2151253.500000 Penalty: 4693.630859 Iteration 74Q: 3 clusters Score -2151254 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -2151254.500000 Penalty: 4693.630859 Iteration 75Q: 3 clusters Score -2151254 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -2151255.000000 Penalty: 4693.630859 Iteration 76Q: 3 clusters Score -2151255 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -2151262.000000 Penalty: 4693.630859 Iteration 77Q: 3 clusters Score -2151262 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -2151263.750000 Penalty: 4693.630859 Iteration 78Q: 3 clusters Score -2151264 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2151268.750000 Penalty: 4693.630859 Iteration 79Q: 3 clusters Score -2151269 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -2151273.000000 Penalty: 4693.630859 Iteration 80F: 3 clusters Score -2151273 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -2151275.250000 Penalty: 4693.630859 Iteration 81Q: 3 clusters Score -2151275 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -2151274.500000 Penalty: 4693.630859 Iteration 82Q: 3 clusters Score -2151274 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -2151280.750000 Penalty: 4693.630859 Iteration 83Q: 3 clusters Score -2151281 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -2151287.250000 Penalty: 4693.630859 Iteration 84Q: 3 clusters Score -2151287 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -2151292.000000 Penalty: 4693.630859 Iteration 85Q: 3 clusters Score -2151292 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -2151294.250000 Penalty: 4693.630859 Iteration 86Q: 3 clusters Score -2151294 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -2151296.500000 Penalty: 4693.630859 Iteration 87Q: 3 clusters Score -2151296 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -2151299.250000 Penalty: 4693.630859 Iteration 88Q: 3 clusters Score -2151299 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -2151307.250000 Penalty: 4693.630859 Iteration 89Q: 3 clusters Score -2151307 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -2151318.000000 Penalty: 4693.630859 Iteration 90Q: 3 clusters Score -2151318 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2151320.750000 Penalty: 4693.630859 Iteration 91Q: 3 clusters Score -2151321 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -2151324.250000 Penalty: 4693.630859 Iteration 92Q: 3 clusters Score -2151324 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -2151331.500000 Penalty: 4693.630859 Iteration 93Q: 3 clusters Score -2151332 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -2151336.000000 Penalty: 4693.630859 Iteration 94Q: 3 clusters Score -2151336 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -2151346.250000 Penalty: 4693.630859 Iteration 95Q: 3 clusters Score -2151346 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -2151346.500000 Penalty: 4693.630859 Iteration 96Q: 3 clusters Score -2151346 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -2151350.250000 Penalty: 4693.630859 Iteration 97Q: 3 clusters Score -2151350 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -2151348.750000 Penalty: 4693.630859 Iteration 98Q: 3 clusters Score -2151349 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -2151351.250000 Penalty: 4693.630859 Iteration 99Q: 3 clusters Score -2151351 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -2151351.500000 Penalty: 4693.630859 Iteration 100F: 3 clusters Score -2151352 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -2151351.250000 Penalty: 4693.630859 Iteration 101Q: 3 clusters Score -2151351 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -2151357.750000 Penalty: 4693.630859 Iteration 102Q: 3 clusters Score -2151358 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -2151357.000000 Penalty: 4693.630859 Iteration 103Q: 3 clusters Score -2151357 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -2151359.250000 Penalty: 4693.630859 Iteration 104Q: 3 clusters Score -2151359 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -2151358.750000 Penalty: 4693.630859 Iteration 105Q: 3 clusters Score -2151359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -2151362.500000 Penalty: 4693.630859 Iteration 106Q: 3 clusters Score -2151362 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -2151363.500000 Penalty: 4693.630859 Iteration 107Q: 3 clusters Score -2151364 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -2151367.000000 Penalty: 4693.630859 Iteration 108Q: 3 clusters Score -2151367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -2151369.500000 Penalty: 4693.630859 Iteration 109Q: 3 clusters Score -2151370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -2151367.000000 Penalty: 4693.630859 Iteration 110Q: 3 clusters Score -2151367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -2151371.000000 Penalty: 4693.630859 Iteration 111Q: 3 clusters Score -2151371 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -2151370.500000 Penalty: 4693.630859 Iteration 112Q: 3 clusters Score -2151370 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -2151367.750000 Penalty: 4693.630859 Iteration 113Q: 3 clusters Score -2151368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -2151367.750000 Penalty: 4693.630859 Iteration 114Q: 3 clusters Score -2151368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -2151371.000000 Penalty: 4693.630859 Iteration 115Q: 3 clusters Score -2151371 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -2151371.000000 Penalty: 4693.630859 Iteration 116F: 3 clusters Score -2151371 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Entering Unmasked Estep Score: -52291.460938 Penalty: 1452.057861 Iteration 0F: 2 clusters Score -52291.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -50955.757812 Penalty: 2904.115723 Iteration 0F: 3 clusters Score -50955.76 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -51117.742188 Penalty: 2904.115723 Iteration 1F: 3 clusters Score -51117.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51180.929688 Penalty: 2904.115723 Iteration 2Q: 3 clusters Score -51180.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51192.835938 Penalty: 2904.115723 Iteration 3Q: 3 clusters Score -51192.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51197.472656 Penalty: 2904.115723 Iteration 4Q: 3 clusters Score -51197.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -51202.003906 Penalty: 2904.115723 Iteration 5Q: 3 clusters Score -51202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -51204.261719 Penalty: 2904.115723 Iteration 6Q: 3 clusters Score -51204.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -51204.261719 Penalty: 2904.115723 Iteration 7F: 3 clusters Score -51204.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (47131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47131 members Entering Unmasked Estep Score: -7707594.500000 Penalty: 2668.650146 Iteration 0F: 2 clusters Score -7707594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23577 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -7675940.500000 Penalty: 5337.300293 Iteration 0F: 3 clusters Score -7675940 nChanged 21768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24007 members Mstep: Class 2 contains 23124 members Entering Unmasked Estep Score: -7688274.000000 Penalty: 5337.300293 Iteration 1F: 3 clusters Score -7688274 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24305 members Mstep: Class 2 contains 22826 members Entering Unmasked Estep Score: -7689089.500000 Penalty: 5337.300293 Iteration 2Q: 3 clusters Score -7689090 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24725 members Mstep: Class 2 contains 22406 members Entering Unmasked Estep Score: -7690167.500000 Penalty: 5337.300293 Iteration 3Q: 3 clusters Score -7690168 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25312 members Mstep: Class 2 contains 21819 members Entering Unmasked Estep Score: -7691226.000000 Penalty: 5337.300293 Iteration 4Q: 3 clusters Score -7691226 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26280 members Mstep: Class 2 contains 20851 members Entering Unmasked Estep Score: -7692376.000000 Penalty: 5337.300293 Iteration 5F: 3 clusters Score -7692376 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27616 members Mstep: Class 2 contains 19515 members Entering Unmasked Estep Score: -7693628.500000 Penalty: 5337.300293 Iteration 6F: 3 clusters Score -7693628 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29305 members Mstep: Class 2 contains 17826 members Entering Unmasked Estep Score: -7695177.000000 Penalty: 5337.300293 Iteration 7F: 3 clusters Score -7695177 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31338 members Mstep: Class 2 contains 15793 members Entering Unmasked Estep Score: -7696993.000000 Penalty: 5337.300293 Iteration 8F: 3 clusters Score -7696993 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33595 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -7699076.000000 Penalty: 5337.300293 Iteration 9F: 3 clusters Score -7699076 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35739 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -7700950.000000 Penalty: 5337.300293 Iteration 10F: 3 clusters Score -7700950 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37565 members Mstep: Class 2 contains 9566 members Entering Unmasked Estep Score: -7702499.500000 Penalty: 5337.300293 Iteration 11Q: 3 clusters Score -7702500 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39039 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -7703711.500000 Penalty: 5337.300293 Iteration 12Q: 3 clusters Score -7703712 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40215 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -7704571.500000 Penalty: 5337.300293 Iteration 13Q: 3 clusters Score -7704572 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41137 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -7705199.000000 Penalty: 5337.300293 Iteration 14Q: 3 clusters Score -7705199 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41836 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -7705612.000000 Penalty: 5337.300293 Iteration 15Q: 3 clusters Score -7705612 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42406 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -7705964.500000 Penalty: 5337.300293 Iteration 16Q: 3 clusters Score -7705964 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42893 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -7706255.000000 Penalty: 5337.300293 Iteration 17Q: 3 clusters Score -7706255 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43251 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -7706418.500000 Penalty: 5337.300293 Iteration 18Q: 3 clusters Score -7706418 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43532 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -7706541.500000 Penalty: 5337.300293 Iteration 19Q: 3 clusters Score -7706542 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43749 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -7706654.500000 Penalty: 5337.300293 Iteration 20F: 3 clusters Score -7706654 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43933 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -7706735.500000 Penalty: 5337.300293 Iteration 21Q: 3 clusters Score -7706736 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44079 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -7706775.000000 Penalty: 5337.300293 Iteration 22Q: 3 clusters Score -7706775 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44194 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -7706831.000000 Penalty: 5337.300293 Iteration 23Q: 3 clusters Score -7706831 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44278 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -7706857.000000 Penalty: 5337.300293 Iteration 24Q: 3 clusters Score -7706857 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44344 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -7706884.500000 Penalty: 5337.300293 Iteration 25Q: 3 clusters Score -7706884 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44406 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -7706881.000000 Penalty: 5337.300293 Iteration 26Q: 3 clusters Score -7706881 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44470 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -7706923.500000 Penalty: 5337.300293 Iteration 27Q: 3 clusters Score -7706924 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44521 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -7706937.000000 Penalty: 5337.300293 Iteration 28Q: 3 clusters Score -7706937 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44561 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -7706939.500000 Penalty: 5337.300293 Iteration 29Q: 3 clusters Score -7706940 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44602 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -7706946.500000 Penalty: 5337.300293 Iteration 30Q: 3 clusters Score -7706946 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44634 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -7706948.500000 Penalty: 5337.300293 Iteration 31Q: 3 clusters Score -7706948 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44665 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -7706954.500000 Penalty: 5337.300293 Iteration 32Q: 3 clusters Score -7706954 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44690 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -7706971.000000 Penalty: 5337.300293 Iteration 33Q: 3 clusters Score -7706971 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44715 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -7706984.500000 Penalty: 5337.300293 Iteration 34Q: 3 clusters Score -7706984 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44737 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -7706991.000000 Penalty: 5337.300293 Iteration 35Q: 3 clusters Score -7706991 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44763 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -7706988.500000 Penalty: 5337.300293 Iteration 36Q: 3 clusters Score -7706988 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44784 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -7706983.000000 Penalty: 5337.300293 Iteration 37Q: 3 clusters Score -7706983 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44796 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -7707002.500000 Penalty: 5337.300293 Iteration 38Q: 3 clusters Score -7707002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44808 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -7707007.500000 Penalty: 5337.300293 Iteration 39Q: 3 clusters Score -7707008 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44818 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -7707007.500000 Penalty: 5337.300293 Iteration 40F: 3 clusters Score -7707008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44826 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -7707003.000000 Penalty: 5337.300293 Iteration 41Q: 3 clusters Score -7707003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44830 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -7707005.500000 Penalty: 5337.300293 Iteration 42Q: 3 clusters Score -7707006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44833 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -7707010.500000 Penalty: 5337.300293 Iteration 43Q: 3 clusters Score -7707010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44835 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -7707008.500000 Penalty: 5337.300293 Iteration 44Q: 3 clusters Score -7707008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44837 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -7707009.500000 Penalty: 5337.300293 Iteration 45Q: 3 clusters Score -7707010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44836 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -7707011.500000 Penalty: 5337.300293 Iteration 46Q: 3 clusters Score -7707012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44839 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -7707009.500000 Penalty: 5337.300293 Iteration 47Q: 3 clusters Score -7707010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44842 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -7707009.000000 Penalty: 5337.300293 Iteration 48Q: 3 clusters Score -7707009 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44847 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -7707009.500000 Penalty: 5337.300293 Iteration 49Q: 3 clusters Score -7707010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44853 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -7707011.000000 Penalty: 5337.300293 Iteration 50Q: 3 clusters Score -7707011 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44859 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -7707016.500000 Penalty: 5337.300293 Iteration 51Q: 3 clusters Score -7707016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44861 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -7707016.000000 Penalty: 5337.300293 Iteration 52Q: 3 clusters Score -7707016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44864 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -7707017.000000 Penalty: 5337.300293 Iteration 53Q: 3 clusters Score -7707017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44868 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -7707012.000000 Penalty: 5337.300293 Iteration 54Q: 3 clusters Score -7707012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44869 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -7707007.500000 Penalty: 5337.300293 Iteration 55Q: 3 clusters Score -7707008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44871 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -7707013.500000 Penalty: 5337.300293 Iteration 56Q: 3 clusters Score -7707014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44874 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -7707014.000000 Penalty: 5337.300293 Iteration 57Q: 3 clusters Score -7707014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44878 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -7707021.500000 Penalty: 5337.300293 Iteration 58Q: 3 clusters Score -7707022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44882 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -7707018.000000 Penalty: 5337.300293 Iteration 59Q: 3 clusters Score -7707018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44882 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -7707022.000000 Penalty: 5337.300293 Iteration 60F: 3 clusters Score -7707022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44885 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -7707018.500000 Penalty: 5337.300293 Iteration 61Q: 3 clusters Score -7707018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44889 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -7707018.500000 Penalty: 5337.300293 Iteration 62Q: 3 clusters Score -7707018 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44895 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -7707024.500000 Penalty: 5337.300293 Iteration 63Q: 3 clusters Score -7707024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44900 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -7707026.500000 Penalty: 5337.300293 Iteration 64Q: 3 clusters Score -7707026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44905 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -7707016.000000 Penalty: 5337.300293 Iteration 65Q: 3 clusters Score -7707016 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44912 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -7707029.500000 Penalty: 5337.300293 Iteration 66Q: 3 clusters Score -7707030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44917 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -7707020.500000 Penalty: 5337.300293 Iteration 67Q: 3 clusters Score -7707020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44922 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -7707022.000000 Penalty: 5337.300293 Iteration 68Q: 3 clusters Score -7707022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44925 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -7707016.500000 Penalty: 5337.300293 Iteration 69Q: 3 clusters Score -7707016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44927 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -7707016.500000 Penalty: 5337.300293 Iteration 70Q: 3 clusters Score -7707016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44928 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -7707018.000000 Penalty: 5337.300293 Iteration 71Q: 3 clusters Score -7707018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44928 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -7707018.000000 Penalty: 5337.300293 Iteration 72F: 3 clusters Score -7707018 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (3740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Entering Unmasked Estep Score: -574474.187500 Penalty: 2040.256592 Iteration 0F: 2 clusters Score -574474.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -570853.312500 Penalty: 4080.513184 Iteration 0F: 3 clusters Score -570853.3 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -571834.125000 Penalty: 4080.513184 Iteration 1F: 3 clusters Score -571834.1 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -572193.875000 Penalty: 4080.513184 Iteration 2F: 3 clusters Score -572193.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -572438.750000 Penalty: 4080.513184 Iteration 3F: 3 clusters Score -572438.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -572634.687500 Penalty: 4080.513184 Iteration 4F: 3 clusters Score -572634.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -572776.375000 Penalty: 4080.513184 Iteration 5Q: 3 clusters Score -572776.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -572865.187500 Penalty: 4080.513184 Iteration 6Q: 3 clusters Score -572865.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -572919.937500 Penalty: 4080.513184 Iteration 7Q: 3 clusters Score -572919.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -572956.312500 Penalty: 4080.513184 Iteration 8Q: 3 clusters Score -572956.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -572978.937500 Penalty: 4080.513184 Iteration 9Q: 3 clusters Score -572978.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -573002.750000 Penalty: 4080.513184 Iteration 10Q: 3 clusters Score -573002.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -573017.812500 Penalty: 4080.513184 Iteration 11Q: 3 clusters Score -573017.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -573025.187500 Penalty: 4080.513184 Iteration 12Q: 3 clusters Score -573025.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -573034.500000 Penalty: 4080.513184 Iteration 13Q: 3 clusters Score -573034.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -573036.312500 Penalty: 4080.513184 Iteration 14Q: 3 clusters Score -573036.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -573040.750000 Penalty: 4080.513184 Iteration 15Q: 3 clusters Score -573040.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -573041.812500 Penalty: 4080.513184 Iteration 16Q: 3 clusters Score -573041.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -573044.312500 Penalty: 4080.513184 Iteration 17Q: 3 clusters Score -573044.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -573045.187500 Penalty: 4080.513184 Iteration 18Q: 3 clusters Score -573045.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -573045.187500 Penalty: 4080.513184 Iteration 19Q: 3 clusters Score -573045.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -573046.125000 Penalty: 4080.513184 Iteration 20F: 3 clusters Score -573046.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -573047.687500 Penalty: 4080.513184 Iteration 21Q: 3 clusters Score -573047.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -573047.687500 Penalty: 4080.513184 Iteration 22F: 3 clusters Score -573047.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (14315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Entering Unmasked Estep Score: -2207356.000000 Penalty: 2373.127686 Iteration 0F: 2 clusters Score -2207356 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -2196984.750000 Penalty: 4746.255371 Iteration 0F: 3 clusters Score -2196985 nChanged 6184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -2200510.500000 Penalty: 4746.255371 Iteration 1F: 3 clusters Score -2200510 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -2201057.250000 Penalty: 4746.255371 Iteration 2F: 3 clusters Score -2201057 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -2201516.000000 Penalty: 4746.255371 Iteration 3F: 3 clusters Score -2201516 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -2201930.250000 Penalty: 4746.255371 Iteration 4F: 3 clusters Score -2201930 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -2202295.000000 Penalty: 4746.255371 Iteration 5Q: 3 clusters Score -2202295 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -2202612.500000 Penalty: 4746.255371 Iteration 6Q: 3 clusters Score -2202612 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -2202880.500000 Penalty: 4746.255371 Iteration 7Q: 3 clusters Score -2202880 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9566 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -2203156.250000 Penalty: 4746.255371 Iteration 8Q: 3 clusters Score -2203156 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -2203424.000000 Penalty: 4746.255371 Iteration 9Q: 3 clusters Score -2203424 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -2203686.250000 Penalty: 4746.255371 Iteration 10Q: 3 clusters Score -2203686 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -2203922.750000 Penalty: 4746.255371 Iteration 11Q: 3 clusters Score -2203923 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -2204159.000000 Penalty: 4746.255371 Iteration 12Q: 3 clusters Score -2204159 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2204398.250000 Penalty: 4746.255371 Iteration 13Q: 3 clusters Score -2204398 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -2204587.500000 Penalty: 4746.255371 Iteration 14Q: 3 clusters Score -2204588 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -2204740.000000 Penalty: 4746.255371 Iteration 15Q: 3 clusters Score -2204740 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -2204860.000000 Penalty: 4746.255371 Iteration 16Q: 3 clusters Score -2204860 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -2204960.750000 Penalty: 4746.255371 Iteration 17Q: 3 clusters Score -2204961 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -2205042.250000 Penalty: 4746.255371 Iteration 18Q: 3 clusters Score -2205042 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -2205112.000000 Penalty: 4746.255371 Iteration 19Q: 3 clusters Score -2205112 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -2205166.000000 Penalty: 4746.255371 Iteration 20F: 3 clusters Score -2205166 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12853 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -2205222.750000 Penalty: 4746.255371 Iteration 21Q: 3 clusters Score -2205223 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -2205263.750000 Penalty: 4746.255371 Iteration 22Q: 3 clusters Score -2205264 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -2205303.750000 Penalty: 4746.255371 Iteration 23Q: 3 clusters Score -2205304 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13081 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -2205336.000000 Penalty: 4746.255371 Iteration 24Q: 3 clusters Score -2205336 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -2205358.000000 Penalty: 4746.255371 Iteration 25Q: 3 clusters Score -2205358 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -2205377.500000 Penalty: 4746.255371 Iteration 26Q: 3 clusters Score -2205378 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -2205394.750000 Penalty: 4746.255371 Iteration 27Q: 3 clusters Score -2205395 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13262 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -2205413.250000 Penalty: 4746.255371 Iteration 28Q: 3 clusters Score -2205413 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -2205422.750000 Penalty: 4746.255371 Iteration 29Q: 3 clusters Score -2205423 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13321 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2205433.500000 Penalty: 4746.255371 Iteration 30Q: 3 clusters Score -2205434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2205435.500000 Penalty: 4746.255371 Iteration 31Q: 3 clusters Score -2205436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -2205444.250000 Penalty: 4746.255371 Iteration 32Q: 3 clusters Score -2205444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -2205443.250000 Penalty: 4746.255371 Iteration 33Q: 3 clusters Score -2205443 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13356 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -2205449.250000 Penalty: 4746.255371 Iteration 34Q: 3 clusters Score -2205449 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -2205452.000000 Penalty: 4746.255371 Iteration 35Q: 3 clusters Score -2205452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -2205450.000000 Penalty: 4746.255371 Iteration 36Q: 3 clusters Score -2205450 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -2205451.500000 Penalty: 4746.255371 Iteration 37Q: 3 clusters Score -2205452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -2205451.500000 Penalty: 4746.255371 Iteration 38Q: 3 clusters Score -2205452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13383 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -2205459.500000 Penalty: 4746.255371 Iteration 39Q: 3 clusters Score -2205460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -2205464.750000 Penalty: 4746.255371 Iteration 40F: 3 clusters Score -2205465 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -2205461.000000 Penalty: 4746.255371 Iteration 41Q: 3 clusters Score -2205461 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -2205460.500000 Penalty: 4746.255371 Iteration 42Q: 3 clusters Score -2205460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -2205465.250000 Penalty: 4746.255371 Iteration 43Q: 3 clusters Score -2205465 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -2205477.750000 Penalty: 4746.255371 Iteration 44Q: 3 clusters Score -2205478 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -2205476.500000 Penalty: 4746.255371 Iteration 45Q: 3 clusters Score -2205476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -2205475.500000 Penalty: 4746.255371 Iteration 46Q: 3 clusters Score -2205476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13428 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -2205483.250000 Penalty: 4746.255371 Iteration 47Q: 3 clusters Score -2205483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -2205483.250000 Penalty: 4746.255371 Iteration 48Q: 3 clusters Score -2205483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -2205481.500000 Penalty: 4746.255371 Iteration 49Q: 3 clusters Score -2205482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13443 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -2205484.500000 Penalty: 4746.255371 Iteration 50Q: 3 clusters Score -2205484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -2205489.250000 Penalty: 4746.255371 Iteration 51Q: 3 clusters Score -2205489 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13455 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -2205495.000000 Penalty: 4746.255371 Iteration 52Q: 3 clusters Score -2205495 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -2205503.000000 Penalty: 4746.255371 Iteration 53Q: 3 clusters Score -2205503 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13472 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -2205500.500000 Penalty: 4746.255371 Iteration 54Q: 3 clusters Score -2205500 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -2205509.500000 Penalty: 4746.255371 Iteration 55Q: 3 clusters Score -2205510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -2205508.250000 Penalty: 4746.255371 Iteration 56Q: 3 clusters Score -2205508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -2205510.500000 Penalty: 4746.255371 Iteration 57Q: 3 clusters Score -2205510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -2205510.500000 Penalty: 4746.255371 Iteration 58F: 3 clusters Score -2205510 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (11675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Entering Unmasked Estep Score: -1986723.625000 Penalty: 2322.570801 Iteration 0F: 2 clusters Score -1986724 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1977976.750000 Penalty: 4645.141602 Iteration 0F: 3 clusters Score -1977977 nChanged 4910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1980587.250000 Penalty: 4645.141602 Iteration 1F: 3 clusters Score -1980587 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1980865.625000 Penalty: 4645.141602 Iteration 2F: 3 clusters Score -1980866 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -1981091.125000 Penalty: 4645.141602 Iteration 3Q: 3 clusters Score -1981091 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1981273.125000 Penalty: 4645.141602 Iteration 4Q: 3 clusters Score -1981273 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1981447.625000 Penalty: 4645.141602 Iteration 5Q: 3 clusters Score -1981448 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -1981633.750000 Penalty: 4645.141602 Iteration 6Q: 3 clusters Score -1981634 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1981835.625000 Penalty: 4645.141602 Iteration 7Q: 3 clusters Score -1981836 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -1982057.625000 Penalty: 4645.141602 Iteration 8Q: 3 clusters Score -1982058 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1982293.125000 Penalty: 4645.141602 Iteration 9Q: 3 clusters Score -1982293 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -1982511.625000 Penalty: 4645.141602 Iteration 10Q: 3 clusters Score -1982512 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1982696.250000 Penalty: 4645.141602 Iteration 11Q: 3 clusters Score -1982696 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1982887.250000 Penalty: 4645.141602 Iteration 12Q: 3 clusters Score -1982887 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -1983098.375000 Penalty: 4645.141602 Iteration 13Q: 3 clusters Score -1983098 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -1983276.750000 Penalty: 4645.141602 Iteration 14Q: 3 clusters Score -1983277 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -1983433.625000 Penalty: 4645.141602 Iteration 15Q: 3 clusters Score -1983434 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -1983573.375000 Penalty: 4645.141602 Iteration 16Q: 3 clusters Score -1983573 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -1983734.625000 Penalty: 4645.141602 Iteration 17Q: 3 clusters Score -1983735 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -1983877.750000 Penalty: 4645.141602 Iteration 18Q: 3 clusters Score -1983878 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 9792 members Entering Unmasked Estep Score: -1984018.625000 Penalty: 4645.141602 Iteration 19Q: 3 clusters Score -1984019 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1984135.750000 Penalty: 4645.141602 Iteration 20F: 3 clusters Score -1984136 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -1984233.000000 Penalty: 4645.141602 Iteration 21Q: 3 clusters Score -1984233 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1984312.625000 Penalty: 4645.141602 Iteration 22Q: 3 clusters Score -1984313 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -1984382.875000 Penalty: 4645.141602 Iteration 23Q: 3 clusters Score -1984383 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -1984428.500000 Penalty: 4645.141602 Iteration 24Q: 3 clusters Score -1984428 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -1984459.875000 Penalty: 4645.141602 Iteration 25Q: 3 clusters Score -1984460 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -1984501.750000 Penalty: 4645.141602 Iteration 26Q: 3 clusters Score -1984502 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -1984554.375000 Penalty: 4645.141602 Iteration 27Q: 3 clusters Score -1984554 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -1984595.750000 Penalty: 4645.141602 Iteration 28Q: 3 clusters Score -1984596 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -1984630.500000 Penalty: 4645.141602 Iteration 29Q: 3 clusters Score -1984630 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -1984660.375000 Penalty: 4645.141602 Iteration 30Q: 3 clusters Score -1984660 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1984673.375000 Penalty: 4645.141602 Iteration 31Q: 3 clusters Score -1984673 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -1984686.875000 Penalty: 4645.141602 Iteration 32Q: 3 clusters Score -1984687 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -1984702.000000 Penalty: 4645.141602 Iteration 33Q: 3 clusters Score -1984702 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -1984706.500000 Penalty: 4645.141602 Iteration 34Q: 3 clusters Score -1984706 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -1984716.625000 Penalty: 4645.141602 Iteration 35Q: 3 clusters Score -1984717 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -1984726.375000 Penalty: 4645.141602 Iteration 36Q: 3 clusters Score -1984726 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -1984736.500000 Penalty: 4645.141602 Iteration 37Q: 3 clusters Score -1984736 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -1984748.375000 Penalty: 4645.141602 Iteration 38Q: 3 clusters Score -1984748 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 10811 members Entering Unmasked Estep Score: -1984751.625000 Penalty: 4645.141602 Iteration 39Q: 3 clusters Score -1984752 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -1984759.000000 Penalty: 4645.141602 Iteration 40F: 3 clusters Score -1984759 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -1984764.875000 Penalty: 4645.141602 Iteration 41Q: 3 clusters Score -1984765 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -1984770.875000 Penalty: 4645.141602 Iteration 42Q: 3 clusters Score -1984771 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -1984771.875000 Penalty: 4645.141602 Iteration 43Q: 3 clusters Score -1984772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -1984775.500000 Penalty: 4645.141602 Iteration 44Q: 3 clusters Score -1984776 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -1984779.375000 Penalty: 4645.141602 Iteration 45Q: 3 clusters Score -1984779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -1984788.000000 Penalty: 4645.141602 Iteration 46Q: 3 clusters Score -1984788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -1984789.125000 Penalty: 4645.141602 Iteration 47Q: 3 clusters Score -1984789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -1984789.750000 Penalty: 4645.141602 Iteration 48Q: 3 clusters Score -1984790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 10886 members Entering Unmasked Estep Score: -1984791.375000 Penalty: 4645.141602 Iteration 49Q: 3 clusters Score -1984791 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -1984795.500000 Penalty: 4645.141602 Iteration 50Q: 3 clusters Score -1984796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -1984792.625000 Penalty: 4645.141602 Iteration 51Q: 3 clusters Score -1984793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -1984794.125000 Penalty: 4645.141602 Iteration 52Q: 3 clusters Score -1984794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 10892 members Entering Unmasked Estep Score: -1984795.750000 Penalty: 4645.141602 Iteration 53Q: 3 clusters Score -1984796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 10896 members Entering Unmasked Estep Score: -1984797.125000 Penalty: 4645.141602 Iteration 54Q: 3 clusters Score -1984797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 10901 members Entering Unmasked Estep Score: -1984799.875000 Penalty: 4645.141602 Iteration 55Q: 3 clusters Score -1984800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -1984802.125000 Penalty: 4645.141602 Iteration 56Q: 3 clusters Score -1984802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -1984802.250000 Penalty: 4645.141602 Iteration 57Q: 3 clusters Score -1984802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -1984805.500000 Penalty: 4645.141602 Iteration 58Q: 3 clusters Score -1984806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -1984805.250000 Penalty: 4645.141602 Iteration 59Q: 3 clusters Score -1984805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -1984805.250000 Penalty: 4645.141602 Iteration 60F: 3 clusters Score -1984805 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Entering Unmasked Estep Score: -84761.539062 Penalty: 1561.225952 Iteration 0F: 2 clusters Score -84761.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -83245.570312 Penalty: 3122.451904 Iteration 0F: 3 clusters Score -83245.57 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -83427.890625 Penalty: 3122.451904 Iteration 1F: 3 clusters Score -83427.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -83474.757812 Penalty: 3122.451904 Iteration 2Q: 3 clusters Score -83474.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -83507.304688 Penalty: 3122.451904 Iteration 3Q: 3 clusters Score -83507.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -83529.226562 Penalty: 3122.451904 Iteration 4Q: 3 clusters Score -83529.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -83535.828125 Penalty: 3122.451904 Iteration 5Q: 3 clusters Score -83535.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -83538.570312 Penalty: 3122.451904 Iteration 6Q: 3 clusters Score -83538.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -83538.570312 Penalty: 3122.451904 Iteration 7F: 3 clusters Score -83538.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (25283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25283 members Entering Unmasked Estep Score: -4138998.000000 Penalty: 2514.196289 Iteration 0F: 2 clusters Score -4138998 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -4121537.000000 Penalty: 5028.392578 Iteration 0F: 3 clusters Score -4121537 nChanged 11259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -4127619.000000 Penalty: 5028.392578 Iteration 1F: 3 clusters Score -4127619 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12761 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -4128054.750000 Penalty: 5028.392578 Iteration 2F: 3 clusters Score -4128055 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -4128401.000000 Penalty: 5028.392578 Iteration 3Q: 3 clusters Score -4128401 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12783 members Mstep: Class 2 contains 12500 members Entering Unmasked Estep Score: -4128731.000000 Penalty: 5028.392578 Iteration 4Q: 3 clusters Score -4128731 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12750 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -4129038.500000 Penalty: 5028.392578 Iteration 5Q: 3 clusters Score -4129038 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 12603 members Entering Unmasked Estep Score: -4129281.500000 Penalty: 5028.392578 Iteration 6Q: 3 clusters Score -4129282 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12606 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -4129517.500000 Penalty: 5028.392578 Iteration 7Q: 3 clusters Score -4129518 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 12811 members Entering Unmasked Estep Score: -4129788.250000 Penalty: 5028.392578 Iteration 8Q: 3 clusters Score -4129788 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -4130060.250000 Penalty: 5028.392578 Iteration 9Q: 3 clusters Score -4130060 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -4130402.750000 Penalty: 5028.392578 Iteration 10Q: 3 clusters Score -4130403 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 13445 members Entering Unmasked Estep Score: -4130787.000000 Penalty: 5028.392578 Iteration 11Q: 3 clusters Score -4130787 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -4131218.000000 Penalty: 5028.392578 Iteration 12Q: 3 clusters Score -4131218 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 13828 members Entering Unmasked Estep Score: -4131615.500000 Penalty: 5028.392578 Iteration 13Q: 3 clusters Score -4131616 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 13953 members Entering Unmasked Estep Score: -4132009.750000 Penalty: 5028.392578 Iteration 14Q: 3 clusters Score -4132010 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -4132359.000000 Penalty: 5028.392578 Iteration 15Q: 3 clusters Score -4132359 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 14151 members Entering Unmasked Estep Score: -4132641.250000 Penalty: 5028.392578 Iteration 16Q: 3 clusters Score -4132641 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -4132901.000000 Penalty: 5028.392578 Iteration 17Q: 3 clusters Score -4132901 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 14390 members Entering Unmasked Estep Score: -4133096.500000 Penalty: 5028.392578 Iteration 18Q: 3 clusters Score -4133096 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 14542 members Entering Unmasked Estep Score: -4133234.500000 Penalty: 5028.392578 Iteration 19Q: 3 clusters Score -4133234 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -4133347.750000 Penalty: 5028.392578 Iteration 20F: 3 clusters Score -4133348 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 14922 members Entering Unmasked Estep Score: -4133447.750000 Penalty: 5028.392578 Iteration 21Q: 3 clusters Score -4133448 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 15115 members Entering Unmasked Estep Score: -4133552.250000 Penalty: 5028.392578 Iteration 22Q: 3 clusters Score -4133552 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -4133614.000000 Penalty: 5028.392578 Iteration 23Q: 3 clusters Score -4133614 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 15504 members Entering Unmasked Estep Score: -4133681.750000 Penalty: 5028.392578 Iteration 24Q: 3 clusters Score -4133682 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 15727 members Entering Unmasked Estep Score: -4133762.500000 Penalty: 5028.392578 Iteration 25Q: 3 clusters Score -4133762 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 15942 members Entering Unmasked Estep Score: -4133805.000000 Penalty: 5028.392578 Iteration 26Q: 3 clusters Score -4133805 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 16192 members Entering Unmasked Estep Score: -4133909.500000 Penalty: 5028.392578 Iteration 27Q: 3 clusters Score -4133910 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 16473 members Entering Unmasked Estep Score: -4133966.500000 Penalty: 5028.392578 Iteration 28Q: 3 clusters Score -4133966 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 16767 members Entering Unmasked Estep Score: -4134067.000000 Penalty: 5028.392578 Iteration 29Q: 3 clusters Score -4134067 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 17081 members Entering Unmasked Estep Score: -4134174.000000 Penalty: 5028.392578 Iteration 30Q: 3 clusters Score -4134174 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -4134287.250000 Penalty: 5028.392578 Iteration 31Q: 3 clusters Score -4134287 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -4134394.000000 Penalty: 5028.392578 Iteration 32Q: 3 clusters Score -4134394 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -4134537.500000 Penalty: 5028.392578 Iteration 33Q: 3 clusters Score -4134538 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 18504 members Entering Unmasked Estep Score: -4134679.000000 Penalty: 5028.392578 Iteration 34Q: 3 clusters Score -4134679 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 18873 members Entering Unmasked Estep Score: -4134794.250000 Penalty: 5028.392578 Iteration 35Q: 3 clusters Score -4134794 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 19245 members Entering Unmasked Estep Score: -4134922.500000 Penalty: 5028.392578 Iteration 36Q: 3 clusters Score -4134922 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 19648 members Entering Unmasked Estep Score: -4135085.250000 Penalty: 5028.392578 Iteration 37Q: 3 clusters Score -4135085 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -4135218.000000 Penalty: 5028.392578 Iteration 38Q: 3 clusters Score -4135218 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 20381 members Entering Unmasked Estep Score: -4135354.250000 Penalty: 5028.392578 Iteration 39Q: 3 clusters Score -4135354 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -4135464.000000 Penalty: 5028.392578 Iteration 40F: 3 clusters Score -4135464 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 21018 members Entering Unmasked Estep Score: -4135599.250000 Penalty: 5028.392578 Iteration 41Q: 3 clusters Score -4135599 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 21331 members Entering Unmasked Estep Score: -4135732.250000 Penalty: 5028.392578 Iteration 42Q: 3 clusters Score -4135732 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 21627 members Entering Unmasked Estep Score: -4135835.500000 Penalty: 5028.392578 Iteration 43Q: 3 clusters Score -4135836 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 21895 members Entering Unmasked Estep Score: -4135937.500000 Penalty: 5028.392578 Iteration 44Q: 3 clusters Score -4135938 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 22144 members Entering Unmasked Estep Score: -4136059.000000 Penalty: 5028.392578 Iteration 45Q: 3 clusters Score -4136059 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 22364 members Entering Unmasked Estep Score: -4136144.500000 Penalty: 5028.392578 Iteration 46Q: 3 clusters Score -4136144 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 22566 members Entering Unmasked Estep Score: -4136236.000000 Penalty: 5028.392578 Iteration 47Q: 3 clusters Score -4136236 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 22753 members Entering Unmasked Estep Score: -4136304.250000 Penalty: 5028.392578 Iteration 48Q: 3 clusters Score -4136304 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 22917 members Entering Unmasked Estep Score: -4136400.750000 Penalty: 5028.392578 Iteration 49Q: 3 clusters Score -4136401 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 23067 members Entering Unmasked Estep Score: -4136481.750000 Penalty: 5028.392578 Iteration 50Q: 3 clusters Score -4136482 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 23210 members Entering Unmasked Estep Score: -4136560.750000 Penalty: 5028.392578 Iteration 51Q: 3 clusters Score -4136561 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 23341 members Entering Unmasked Estep Score: -4136618.000000 Penalty: 5028.392578 Iteration 52Q: 3 clusters Score -4136618 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 23446 members Entering Unmasked Estep Score: -4136676.500000 Penalty: 5028.392578 Iteration 53Q: 3 clusters Score -4136676 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 23543 members Entering Unmasked Estep Score: -4136712.500000 Penalty: 5028.392578 Iteration 54Q: 3 clusters Score -4136712 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 23625 members Entering Unmasked Estep Score: -4136749.500000 Penalty: 5028.392578 Iteration 55Q: 3 clusters Score -4136750 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 23677 members Entering Unmasked Estep Score: -4136778.250000 Penalty: 5028.392578 Iteration 56Q: 3 clusters Score -4136778 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 23721 members Entering Unmasked Estep Score: -4136789.250000 Penalty: 5028.392578 Iteration 57Q: 3 clusters Score -4136789 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 23766 members Entering Unmasked Estep Score: -4136812.500000 Penalty: 5028.392578 Iteration 58Q: 3 clusters Score -4136812 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 23801 members Entering Unmasked Estep Score: -4136829.750000 Penalty: 5028.392578 Iteration 59Q: 3 clusters Score -4136830 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 23829 members Entering Unmasked Estep Score: -4136837.000000 Penalty: 5028.392578 Iteration 60F: 3 clusters Score -4136837 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 23861 members Entering Unmasked Estep Score: -4136848.250000 Penalty: 5028.392578 Iteration 61Q: 3 clusters Score -4136848 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -4136864.000000 Penalty: 5028.392578 Iteration 62Q: 3 clusters Score -4136864 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 23919 members Entering Unmasked Estep Score: -4136875.250000 Penalty: 5028.392578 Iteration 63Q: 3 clusters Score -4136875 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -4136875.000000 Penalty: 5028.392578 Iteration 64Q: 3 clusters Score -4136875 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23963 members Entering Unmasked Estep Score: -4136873.500000 Penalty: 5028.392578 Iteration 65Q: 3 clusters Score -4136874 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -4136881.750000 Penalty: 5028.392578 Iteration 66Q: 3 clusters Score -4136882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -4136889.000000 Penalty: 5028.392578 Iteration 67Q: 3 clusters Score -4136889 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 24010 members Entering Unmasked Estep Score: -4136895.250000 Penalty: 5028.392578 Iteration 68Q: 3 clusters Score -4136895 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 24026 members Entering Unmasked Estep Score: -4136901.000000 Penalty: 5028.392578 Iteration 69Q: 3 clusters Score -4136901 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 24046 members Entering Unmasked Estep Score: -4136912.000000 Penalty: 5028.392578 Iteration 70Q: 3 clusters Score -4136912 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 24064 members Entering Unmasked Estep Score: -4136924.000000 Penalty: 5028.392578 Iteration 71Q: 3 clusters Score -4136924 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 24083 members Entering Unmasked Estep Score: -4136932.750000 Penalty: 5028.392578 Iteration 72Q: 3 clusters Score -4136933 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -4136942.250000 Penalty: 5028.392578 Iteration 73Q: 3 clusters Score -4136942 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -4136940.000000 Penalty: 5028.392578 Iteration 74Q: 3 clusters Score -4136940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 24118 members Entering Unmasked Estep Score: -4136944.500000 Penalty: 5028.392578 Iteration 75Q: 3 clusters Score -4136944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -4136953.000000 Penalty: 5028.392578 Iteration 76Q: 3 clusters Score -4136953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 24125 members Entering Unmasked Estep Score: -4136950.250000 Penalty: 5028.392578 Iteration 77Q: 3 clusters Score -4136950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 24126 members Entering Unmasked Estep Score: -4136949.500000 Penalty: 5028.392578 Iteration 78Q: 3 clusters Score -4136950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 24126 members Entering Unmasked Estep Score: -4136946.000000 Penalty: 5028.392578 Iteration 79Q: 3 clusters Score -4136946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 24126 members Entering Unmasked Estep Score: -4136946.000000 Penalty: 5028.392578 Iteration 80F: 3 clusters Score -4136946 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (17359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Entering Unmasked Estep Score: -2989866.000000 Penalty: 2420.942871 Iteration 0F: 2 clusters Score -2989866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -2977560.250000 Penalty: 4841.885742 Iteration 0F: 3 clusters Score -2977560 nChanged 7444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -2981548.000000 Penalty: 4841.885742 Iteration 1F: 3 clusters Score -2981548 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -2981886.250000 Penalty: 4841.885742 Iteration 2F: 3 clusters Score -2981886 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -2982132.250000 Penalty: 4841.885742 Iteration 3Q: 3 clusters Score -2982132 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -2982369.000000 Penalty: 4841.885742 Iteration 4Q: 3 clusters Score -2982369 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -2982619.500000 Penalty: 4841.885742 Iteration 5Q: 3 clusters Score -2982620 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -2982951.750000 Penalty: 4841.885742 Iteration 6Q: 3 clusters Score -2982952 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -2983452.250000 Penalty: 4841.885742 Iteration 7Q: 3 clusters Score -2983452 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13271 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -2984166.250000 Penalty: 4841.885742 Iteration 8F: 3 clusters Score -2984166 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -2984985.500000 Penalty: 4841.885742 Iteration 9F: 3 clusters Score -2984986 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -2985841.250000 Penalty: 4841.885742 Iteration 10F: 3 clusters Score -2985841 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16066 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -2986552.500000 Penalty: 4841.885742 Iteration 11Q: 3 clusters Score -2986552 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16587 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -2987036.750000 Penalty: 4841.885742 Iteration 12Q: 3 clusters Score -2987037 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16846 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -2987291.500000 Penalty: 4841.885742 Iteration 13Q: 3 clusters Score -2987292 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16982 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -2987467.000000 Penalty: 4841.885742 Iteration 14Q: 3 clusters Score -2987467 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -2987538.250000 Penalty: 4841.885742 Iteration 15Q: 3 clusters Score -2987538 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17071 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -2987582.000000 Penalty: 4841.885742 Iteration 16Q: 3 clusters Score -2987582 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17089 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -2987611.750000 Penalty: 4841.885742 Iteration 17Q: 3 clusters Score -2987612 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -2987630.500000 Penalty: 4841.885742 Iteration 18Q: 3 clusters Score -2987630 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -2987644.500000 Penalty: 4841.885742 Iteration 19Q: 3 clusters Score -2987644 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -2987657.750000 Penalty: 4841.885742 Iteration 20F: 3 clusters Score -2987658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2987660.750000 Penalty: 4841.885742 Iteration 21Q: 3 clusters Score -2987661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17115 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -2987667.250000 Penalty: 4841.885742 Iteration 22Q: 3 clusters Score -2987667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -2987672.750000 Penalty: 4841.885742 Iteration 23Q: 3 clusters Score -2987673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -2987680.000000 Penalty: 4841.885742 Iteration 24Q: 3 clusters Score -2987680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17121 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2987683.250000 Penalty: 4841.885742 Iteration 25Q: 3 clusters Score -2987683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17122 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -2987684.750000 Penalty: 4841.885742 Iteration 26Q: 3 clusters Score -2987685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -2987687.000000 Penalty: 4841.885742 Iteration 27Q: 3 clusters Score -2987687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -2987687.000000 Penalty: 4841.885742 Iteration 28F: 3 clusters Score -2987687 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (13926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Entering Unmasked Estep Score: -2242350.750000 Penalty: 2366.295166 Iteration 0F: 2 clusters Score -2242351 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -2232235.000000 Penalty: 4732.590332 Iteration 0F: 3 clusters Score -2232235 nChanged 5895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -2235924.000000 Penalty: 4732.590332 Iteration 1F: 3 clusters Score -2235924 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -2236936.750000 Penalty: 4732.590332 Iteration 2F: 3 clusters Score -2236937 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -2237872.750000 Penalty: 4732.590332 Iteration 3F: 3 clusters Score -2237873 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -2238564.000000 Penalty: 4732.590332 Iteration 4F: 3 clusters Score -2238564 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -2239119.500000 Penalty: 4732.590332 Iteration 5F: 3 clusters Score -2239120 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -2239550.000000 Penalty: 4732.590332 Iteration 6F: 3 clusters Score -2239550 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -2239927.000000 Penalty: 4732.590332 Iteration 7Q: 3 clusters Score -2239927 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -2240245.250000 Penalty: 4732.590332 Iteration 8Q: 3 clusters Score -2240245 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 8898 members Entering Unmasked Estep Score: -2240518.000000 Penalty: 4732.590332 Iteration 9Q: 3 clusters Score -2240518 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -2240744.250000 Penalty: 4732.590332 Iteration 10Q: 3 clusters Score -2240744 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -2240940.750000 Penalty: 4732.590332 Iteration 11Q: 3 clusters Score -2240941 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -2241106.000000 Penalty: 4732.590332 Iteration 12Q: 3 clusters Score -2241106 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -2241259.750000 Penalty: 4732.590332 Iteration 13Q: 3 clusters Score -2241260 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 10441 members Entering Unmasked Estep Score: -2241433.750000 Penalty: 4732.590332 Iteration 14Q: 3 clusters Score -2241434 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -2241619.000000 Penalty: 4732.590332 Iteration 15Q: 3 clusters Score -2241619 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -2241788.500000 Penalty: 4732.590332 Iteration 16Q: 3 clusters Score -2241788 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -2241935.500000 Penalty: 4732.590332 Iteration 17Q: 3 clusters Score -2241936 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -2242077.250000 Penalty: 4732.590332 Iteration 18Q: 3 clusters Score -2242077 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -2242207.500000 Penalty: 4732.590332 Iteration 19Q: 3 clusters Score -2242208 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -2242329.500000 Penalty: 4732.590332 Iteration 20F: 3 clusters Score -2242330 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -2242433.750000 Penalty: 4732.590332 Iteration 21Q: 3 clusters Score -2242434 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -2242518.000000 Penalty: 4732.590332 Iteration 22Q: 3 clusters Score -2242518 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -2242565.500000 Penalty: 4732.590332 Iteration 23Q: 3 clusters Score -2242566 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -2242596.500000 Penalty: 4732.590332 Iteration 24Q: 3 clusters Score -2242596 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -2242612.000000 Penalty: 4732.590332 Iteration 25Q: 3 clusters Score -2242612 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 12128 members Entering Unmasked Estep Score: -2242625.250000 Penalty: 4732.590332 Iteration 26Q: 3 clusters Score -2242625 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -2242627.750000 Penalty: 4732.590332 Iteration 27Q: 3 clusters Score -2242628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -2242633.500000 Penalty: 4732.590332 Iteration 28Q: 3 clusters Score -2242634 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 12173 members Entering Unmasked Estep Score: -2242644.500000 Penalty: 4732.590332 Iteration 29Q: 3 clusters Score -2242644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 12181 members Entering Unmasked Estep Score: -2242642.250000 Penalty: 4732.590332 Iteration 30Q: 3 clusters Score -2242642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -2242646.500000 Penalty: 4732.590332 Iteration 31Q: 3 clusters Score -2242646 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -2242647.250000 Penalty: 4732.590332 Iteration 32Q: 3 clusters Score -2242647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -2242647.250000 Penalty: 4732.590332 Iteration 33Q: 3 clusters Score -2242647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 12198 members Entering Unmasked Estep Score: -2242646.000000 Penalty: 4732.590332 Iteration 34Q: 3 clusters Score -2242646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 12200 members Entering Unmasked Estep Score: -2242644.750000 Penalty: 4732.590332 Iteration 35Q: 3 clusters Score -2242645 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 12203 members Entering Unmasked Estep Score: -2242645.000000 Penalty: 4732.590332 Iteration 36Q: 3 clusters Score -2242645 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -2242646.750000 Penalty: 4732.590332 Iteration 37Q: 3 clusters Score -2242647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -2242644.250000 Penalty: 4732.590332 Iteration 38Q: 3 clusters Score -2242644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -2242646.500000 Penalty: 4732.590332 Iteration 39Q: 3 clusters Score -2242646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -2242649.000000 Penalty: 4732.590332 Iteration 40F: 3 clusters Score -2242649 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22661 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7045 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5363 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6870 members Mstep: Class 22 contains 12874 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47131 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11675 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25283 members Mstep: Class 30 contains 17359 members Mstep: Class 31 contains 1715 members Mstep: Class 32 contains 7971 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13272 members Mstep: Class 35 contains 2329 members Mstep: Class 36 contains 2300 members Mstep: Class 37 contains 12211 members Entering Unmasked Estep Score: -51834592.000000 Penalty: 116394.960938 Splitting cluster 31 changes total score from -51834972.000000 to -51834592.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 32 (7971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Entering Unmasked Estep Score: -1325211.500000 Penalty: 2227.924316 Iteration 0F: 2 clusters Score -1325212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -1318771.250000 Penalty: 4455.848633 Iteration 0F: 3 clusters Score -1318771 nChanged 3243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1320555.625000 Penalty: 4455.848633 Iteration 1F: 3 clusters Score -1320556 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1320869.000000 Penalty: 4455.848633 Iteration 2F: 3 clusters Score -1320869 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1321124.375000 Penalty: 4455.848633 Iteration 3F: 3 clusters Score -1321124 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1321393.250000 Penalty: 4455.848633 Iteration 4F: 3 clusters Score -1321393 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1321686.875000 Penalty: 4455.848633 Iteration 5F: 3 clusters Score -1321687 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1321963.625000 Penalty: 4455.848633 Iteration 6F: 3 clusters Score -1321964 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1322215.125000 Penalty: 4455.848633 Iteration 7Q: 3 clusters Score -1322215 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1322406.125000 Penalty: 4455.848633 Iteration 8Q: 3 clusters Score -1322406 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1322579.000000 Penalty: 4455.848633 Iteration 9Q: 3 clusters Score -1322579 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1322725.750000 Penalty: 4455.848633 Iteration 10Q: 3 clusters Score -1322726 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1322841.250000 Penalty: 4455.848633 Iteration 11Q: 3 clusters Score -1322841 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1322955.750000 Penalty: 4455.848633 Iteration 12Q: 3 clusters Score -1322956 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1323073.000000 Penalty: 4455.848633 Iteration 13Q: 3 clusters Score -1323073 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1323198.250000 Penalty: 4455.848633 Iteration 14Q: 3 clusters Score -1323198 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1323313.625000 Penalty: 4455.848633 Iteration 15Q: 3 clusters Score -1323314 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1323393.625000 Penalty: 4455.848633 Iteration 16Q: 3 clusters Score -1323394 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1323471.875000 Penalty: 4455.848633 Iteration 17Q: 3 clusters Score -1323472 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1323533.500000 Penalty: 4455.848633 Iteration 18Q: 3 clusters Score -1323534 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1323595.625000 Penalty: 4455.848633 Iteration 19Q: 3 clusters Score -1323596 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1323636.125000 Penalty: 4455.848633 Iteration 20F: 3 clusters Score -1323636 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1323672.750000 Penalty: 4455.848633 Iteration 21Q: 3 clusters Score -1323673 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1323712.875000 Penalty: 4455.848633 Iteration 22Q: 3 clusters Score -1323713 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1323765.500000 Penalty: 4455.848633 Iteration 23Q: 3 clusters Score -1323766 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1323818.125000 Penalty: 4455.848633 Iteration 24Q: 3 clusters Score -1323818 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1323867.000000 Penalty: 4455.848633 Iteration 25Q: 3 clusters Score -1323867 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -1323912.125000 Penalty: 4455.848633 Iteration 26Q: 3 clusters Score -1323912 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1323939.125000 Penalty: 4455.848633 Iteration 27Q: 3 clusters Score -1323939 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1323958.250000 Penalty: 4455.848633 Iteration 28Q: 3 clusters Score -1323958 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1323972.125000 Penalty: 4455.848633 Iteration 29Q: 3 clusters Score -1323972 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1323986.875000 Penalty: 4455.848633 Iteration 30Q: 3 clusters Score -1323987 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1324001.500000 Penalty: 4455.848633 Iteration 31Q: 3 clusters Score -1324002 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1324016.125000 Penalty: 4455.848633 Iteration 32Q: 3 clusters Score -1324016 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -1324024.375000 Penalty: 4455.848633 Iteration 33Q: 3 clusters Score -1324024 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1324031.500000 Penalty: 4455.848633 Iteration 34Q: 3 clusters Score -1324032 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1324039.250000 Penalty: 4455.848633 Iteration 35Q: 3 clusters Score -1324039 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -1324051.500000 Penalty: 4455.848633 Iteration 36Q: 3 clusters Score -1324052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1324053.375000 Penalty: 4455.848633 Iteration 37Q: 3 clusters Score -1324053 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1324054.500000 Penalty: 4455.848633 Iteration 38Q: 3 clusters Score -1324054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1324059.500000 Penalty: 4455.848633 Iteration 39Q: 3 clusters Score -1324060 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -1324064.000000 Penalty: 4455.848633 Iteration 40F: 3 clusters Score -1324064 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -1324066.500000 Penalty: 4455.848633 Iteration 41Q: 3 clusters Score -1324066 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1324070.000000 Penalty: 4455.848633 Iteration 42Q: 3 clusters Score -1324070 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1324076.250000 Penalty: 4455.848633 Iteration 43Q: 3 clusters Score -1324076 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -1324082.125000 Penalty: 4455.848633 Iteration 44Q: 3 clusters Score -1324082 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -1324085.375000 Penalty: 4455.848633 Iteration 45Q: 3 clusters Score -1324085 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1324091.125000 Penalty: 4455.848633 Iteration 46Q: 3 clusters Score -1324091 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1324093.750000 Penalty: 4455.848633 Iteration 47Q: 3 clusters Score -1324094 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -1324097.625000 Penalty: 4455.848633 Iteration 48Q: 3 clusters Score -1324098 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1324100.375000 Penalty: 4455.848633 Iteration 49Q: 3 clusters Score -1324100 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1324100.375000 Penalty: 4455.848633 Iteration 50Q: 3 clusters Score -1324100 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -1324107.500000 Penalty: 4455.848633 Iteration 51Q: 3 clusters Score -1324108 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -1324108.500000 Penalty: 4455.848633 Iteration 52Q: 3 clusters Score -1324108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1324107.250000 Penalty: 4455.848633 Iteration 53Q: 3 clusters Score -1324107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1324109.625000 Penalty: 4455.848633 Iteration 54Q: 3 clusters Score -1324110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1324112.750000 Penalty: 4455.848633 Iteration 55Q: 3 clusters Score -1324113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1324112.875000 Penalty: 4455.848633 Iteration 56Q: 3 clusters Score -1324113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1324115.125000 Penalty: 4455.848633 Iteration 57Q: 3 clusters Score -1324115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1324115.125000 Penalty: 4455.848633 Iteration 58F: 3 clusters Score -1324115 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -43090.410156 Penalty: 1409.527832 Iteration 0F: 2 clusters Score -43090.41 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 136 members Entering Unmasked Estep Score: -41959.101562 Penalty: 2819.055664 Iteration 0F: 3 clusters Score -41959.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -42127.175781 Penalty: 2819.055664 Iteration 1F: 3 clusters Score -42127.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42149.367188 Penalty: 2819.055664 Iteration 2Q: 3 clusters Score -42149.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -42169.621094 Penalty: 2819.055664 Iteration 3Q: 3 clusters Score -42169.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -42172.656250 Penalty: 2819.055664 Iteration 4Q: 3 clusters Score -42172.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -42172.656250 Penalty: 2819.055664 Iteration 5F: 3 clusters Score -42172.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (13272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Entering Unmasked Estep Score: -2143507.500000 Penalty: 2354.366211 Iteration 0F: 2 clusters Score -2143508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -2133805.250000 Penalty: 4708.732422 Iteration 0F: 3 clusters Score -2133805 nChanged 5677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -2136992.500000 Penalty: 4708.732422 Iteration 1F: 3 clusters Score -2136992 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -2137532.500000 Penalty: 4708.732422 Iteration 2F: 3 clusters Score -2137532 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -2138077.250000 Penalty: 4708.732422 Iteration 3F: 3 clusters Score -2138077 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -2138630.500000 Penalty: 4708.732422 Iteration 4F: 3 clusters Score -2138630 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -2139205.000000 Penalty: 4708.732422 Iteration 5F: 3 clusters Score -2139205 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -2139767.750000 Penalty: 4708.732422 Iteration 6F: 3 clusters Score -2139768 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -2140208.750000 Penalty: 4708.732422 Iteration 7Q: 3 clusters Score -2140209 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -2140589.750000 Penalty: 4708.732422 Iteration 8Q: 3 clusters Score -2140590 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -2140973.500000 Penalty: 4708.732422 Iteration 9Q: 3 clusters Score -2140974 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -2141337.000000 Penalty: 4708.732422 Iteration 10Q: 3 clusters Score -2141337 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -2141703.250000 Penalty: 4708.732422 Iteration 11Q: 3 clusters Score -2141703 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -2142139.750000 Penalty: 4708.732422 Iteration 12Q: 3 clusters Score -2142140 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -2142597.750000 Penalty: 4708.732422 Iteration 13Q: 3 clusters Score -2142598 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -2143156.000000 Penalty: 4708.732422 Iteration 14Q: 3 clusters Score -2143156 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -2143616.250000 Penalty: 4708.732422 Iteration 15Q: 3 clusters Score -2143616 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -2143775.000000 Penalty: 4708.732422 Iteration 16Q: 3 clusters Score -2143775 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -2143851.250000 Penalty: 4708.732422 Iteration 17Q: 3 clusters Score -2143851 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -2143884.500000 Penalty: 4708.732422 Iteration 18Q: 3 clusters Score -2143884 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -2143890.750000 Penalty: 4708.732422 Iteration 19Q: 3 clusters Score -2143891 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -2143897.750000 Penalty: 4708.732422 Iteration 20F: 3 clusters Score -2143898 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -2143900.750000 Penalty: 4708.732422 Iteration 21Q: 3 clusters Score -2143901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -2143904.250000 Penalty: 4708.732422 Iteration 22Q: 3 clusters Score -2143904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -2143902.250000 Penalty: 4708.732422 Iteration 23Q: 3 clusters Score -2143902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -2143902.500000 Penalty: 4708.732422 Iteration 24Q: 3 clusters Score -2143902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -2143901.000000 Penalty: 4708.732422 Iteration 25Q: 3 clusters Score -2143901 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -2143901.250000 Penalty: 4708.732422 Iteration 26Q: 3 clusters Score -2143901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -2143903.000000 Penalty: 4708.732422 Iteration 27Q: 3 clusters Score -2143903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -2143903.250000 Penalty: 4708.732422 Iteration 28Q: 3 clusters Score -2143903 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -2143903.250000 Penalty: 4708.732422 Iteration 29F: 3 clusters Score -2143903 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22661 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7045 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5363 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6870 members Mstep: Class 22 contains 12874 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47131 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11675 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25283 members Mstep: Class 30 contains 17359 members Mstep: Class 31 contains 13926 members Mstep: Class 32 contains 7971 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 9278 members Mstep: Class 35 contains 2329 members Mstep: Class 36 contains 2300 members Mstep: Class 37 contains 3994 members Entering Unmasked Estep Score: -51834496.000000 Penalty: 116394.960938 Splitting cluster 34 changes total score from -51834972.000000 to -51834496.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 35 (2329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Entering Unmasked Estep Score: -386665.156250 Penalty: 1922.792236 Iteration 0F: 2 clusters Score -386665.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -383824.468750 Penalty: 3845.584473 Iteration 0F: 3 clusters Score -383824.5 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -384338.593750 Penalty: 3845.584473 Iteration 1F: 3 clusters Score -384338.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -384477.781250 Penalty: 3845.584473 Iteration 2F: 3 clusters Score -384477.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -384541.375000 Penalty: 3845.584473 Iteration 3Q: 3 clusters Score -384541.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -384597.781250 Penalty: 3845.584473 Iteration 4Q: 3 clusters Score -384597.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -384647.531250 Penalty: 3845.584473 Iteration 5Q: 3 clusters Score -384647.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -384683.937500 Penalty: 3845.584473 Iteration 6Q: 3 clusters Score -384683.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -384705.468750 Penalty: 3845.584473 Iteration 7Q: 3 clusters Score -384705.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -384722.468750 Penalty: 3845.584473 Iteration 8Q: 3 clusters Score -384722.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -384733.625000 Penalty: 3845.584473 Iteration 9Q: 3 clusters Score -384733.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -384744.312500 Penalty: 3845.584473 Iteration 10Q: 3 clusters Score -384744.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -384761.531250 Penalty: 3845.584473 Iteration 11Q: 3 clusters Score -384761.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -384774.187500 Penalty: 3845.584473 Iteration 12Q: 3 clusters Score -384774.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -384788.156250 Penalty: 3845.584473 Iteration 13Q: 3 clusters Score -384788.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -384803.531250 Penalty: 3845.584473 Iteration 14Q: 3 clusters Score -384803.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -384812.875000 Penalty: 3845.584473 Iteration 15Q: 3 clusters Score -384812.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -384824.437500 Penalty: 3845.584473 Iteration 16Q: 3 clusters Score -384824.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -384830.062500 Penalty: 3845.584473 Iteration 17Q: 3 clusters Score -384830.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -384833.968750 Penalty: 3845.584473 Iteration 18Q: 3 clusters Score -384834 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -384836.750000 Penalty: 3845.584473 Iteration 19Q: 3 clusters Score -384836.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -384837.718750 Penalty: 3845.584473 Iteration 20F: 3 clusters Score -384837.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -384838.187500 Penalty: 3845.584473 Iteration 21Q: 3 clusters Score -384838.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -384838.562500 Penalty: 3845.584473 Iteration 22Q: 3 clusters Score -384838.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -384838.562500 Penalty: 3845.584473 Iteration 23F: 3 clusters Score -384838.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22661 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7045 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5363 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6870 members Mstep: Class 22 contains 12874 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47131 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11675 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25283 members Mstep: Class 30 contains 17359 members Mstep: Class 31 contains 13926 members Mstep: Class 32 contains 7971 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13272 members Mstep: Class 35 contains 2329 members Entering Unmasked Estep ConsiderDeletion Score: -51835504.000000 Penalty: 113249.156250 Iteration 119Q: 37 clusters Score -5.18355e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 910 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22633 members Mstep: Class 7 contains 31692 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7034 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10934 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5336 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 447 members Mstep: Class 20 contains 22077 members Mstep: Class 21 contains 6892 members Mstep: Class 22 contains 12879 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47121 members Mstep: Class 25 contains 3754 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 11933 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25271 members Mstep: Class 30 contains 17365 members Mstep: Class 31 contains 14069 members Mstep: Class 32 contains 7979 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13281 members Mstep: Class 35 contains 2345 members Mstep: Class 36 contains 1876 members Entering Unmasked Estep ConsiderDeletion Score: -51835948.000000 Penalty: 113249.156250 Iteration 120F: 37 clusters Score -5.183595e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 910 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22579 members Mstep: Class 7 contains 31694 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 7014 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10906 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5314 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 449 members Mstep: Class 20 contains 22074 members Mstep: Class 21 contains 6930 members Mstep: Class 22 contains 12882 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47105 members Mstep: Class 25 contains 3724 members Mstep: Class 26 contains 14310 members Mstep: Class 27 contains 12066 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25266 members Mstep: Class 30 contains 17367 members Mstep: Class 31 contains 14154 members Mstep: Class 32 contains 7984 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13277 members Mstep: Class 35 contains 2356 members Mstep: Class 36 contains 1775 members Entering Unmasked Estep ConsiderDeletion Score: -51836240.000000 Penalty: 113249.156250 Iteration 121Q: 37 clusters Score -5.183624e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22552 members Mstep: Class 7 contains 31697 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6990 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5311 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 451 members Mstep: Class 20 contains 22078 members Mstep: Class 21 contains 6959 members Mstep: Class 22 contains 12887 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47097 members Mstep: Class 25 contains 3698 members Mstep: Class 26 contains 14306 members Mstep: Class 27 contains 12140 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25262 members Mstep: Class 30 contains 17371 members Mstep: Class 31 contains 14202 members Mstep: Class 32 contains 7989 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13274 members Mstep: Class 35 contains 2361 members Mstep: Class 36 contains 1706 members Entering Unmasked Estep ConsiderDeletion Score: -51836280.000000 Penalty: 113249.156250 Iteration 122Q: 37 clusters Score -5.183628e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 912 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22527 members Mstep: Class 7 contains 31683 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6969 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10875 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5315 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 453 members Mstep: Class 20 contains 22080 members Mstep: Class 21 contains 6982 members Mstep: Class 22 contains 12897 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47088 members Mstep: Class 25 contains 3674 members Mstep: Class 26 contains 14309 members Mstep: Class 27 contains 12180 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25262 members Mstep: Class 30 contains 17374 members Mstep: Class 31 contains 14238 members Mstep: Class 32 contains 7993 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13280 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 1665 members Entering Unmasked Estep ConsiderDeletion Score: -51836284.000000 Penalty: 113249.156250 Iteration 123Q: 37 clusters Score -5.183628e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 912 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22495 members Mstep: Class 7 contains 31678 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 6952 members Mstep: Class 12 contains 13316 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10870 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5317 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 455 members Mstep: Class 20 contains 22082 members Mstep: Class 21 contains 6998 members Mstep: Class 22 contains 12904 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47082 members Mstep: Class 25 contains 3650 members Mstep: Class 26 contains 14315 members Mstep: Class 27 contains 12205 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25259 members Mstep: Class 30 contains 17380 members Mstep: Class 31 contains 14266 members Mstep: Class 32 contains 7998 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13283 members Mstep: Class 35 contains 2374 members Mstep: Class 36 contains 1633 members Entering Unmasked Estep ConsiderDeletion Score: -51836364.000000 Penalty: 113249.156250 Iteration 124Q: 37 clusters Score -5.183636e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22465 members Mstep: Class 7 contains 31680 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11882 members Mstep: Class 11 contains 6941 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10865 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 5319 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 22086 members Mstep: Class 21 contains 7024 members Mstep: Class 22 contains 12910 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47078 members Mstep: Class 25 contains 3632 members Mstep: Class 26 contains 14306 members Mstep: Class 27 contains 12230 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25248 members Mstep: Class 30 contains 17383 members Mstep: Class 31 contains 14291 members Mstep: Class 32 contains 8003 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13288 members Mstep: Class 35 contains 2380 members Mstep: Class 36 contains 1601 members Entering Unmasked Estep ConsiderDeletion Score: -51836440.000000 Penalty: 113249.156250 Iteration 125Q: 37 clusters Score -5.183644e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22437 members Mstep: Class 7 contains 31684 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6925 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10858 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 5320 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 22086 members Mstep: Class 21 contains 7054 members Mstep: Class 22 contains 12913 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47069 members Mstep: Class 25 contains 3616 members Mstep: Class 26 contains 14294 members Mstep: Class 27 contains 12244 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25238 members Mstep: Class 30 contains 17387 members Mstep: Class 31 contains 14316 members Mstep: Class 32 contains 8008 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13290 members Mstep: Class 35 contains 2384 members Mstep: Class 36 contains 1591 members Entering Unmasked Estep ConsiderDeletion Score: -51836420.000000 Penalty: 113249.156250 Iteration 126Q: 37 clusters Score -5.183642e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22420 members Mstep: Class 7 contains 31688 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6916 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10843 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5317 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 22095 members Mstep: Class 21 contains 7066 members Mstep: Class 22 contains 12918 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47066 members Mstep: Class 25 contains 3605 members Mstep: Class 26 contains 14279 members Mstep: Class 27 contains 12254 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25231 members Mstep: Class 30 contains 17389 members Mstep: Class 31 contains 14339 members Mstep: Class 32 contains 8011 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13296 members Mstep: Class 35 contains 2384 members Mstep: Class 36 contains 1581 members Entering Unmasked Estep ConsiderDeletion Score: -51836592.000000 Penalty: 113249.156250 Iteration 127Q: 37 clusters Score -5.183659e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22392 members Mstep: Class 7 contains 31694 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6900 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10834 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5321 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 22101 members Mstep: Class 21 contains 7087 members Mstep: Class 22 contains 12924 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47064 members Mstep: Class 25 contains 3588 members Mstep: Class 26 contains 14272 members Mstep: Class 27 contains 12259 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25226 members Mstep: Class 30 contains 17393 members Mstep: Class 31 contains 14361 members Mstep: Class 32 contains 8013 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13296 members Mstep: Class 35 contains 2386 members Mstep: Class 36 contains 1573 members Entering Unmasked Estep ConsiderDeletion Score: -51836544.000000 Penalty: 113249.156250 Iteration 128Q: 37 clusters Score -5.183654e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22381 members Mstep: Class 7 contains 31699 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11885 members Mstep: Class 11 contains 6874 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10834 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 5322 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 458 members Mstep: Class 20 contains 22103 members Mstep: Class 21 contains 7115 members Mstep: Class 22 contains 12925 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47056 members Mstep: Class 25 contains 3578 members Mstep: Class 26 contains 14259 members Mstep: Class 27 contains 12265 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25220 members Mstep: Class 30 contains 17399 members Mstep: Class 31 contains 14379 members Mstep: Class 32 contains 8014 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13300 members Mstep: Class 35 contains 2387 members Mstep: Class 36 contains 1559 members Entering Unmasked Estep ConsiderDeletion Score: -51836644.000000 Penalty: 113249.156250 Iteration 129Q: 37 clusters Score -5.183664e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 912 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22362 members Mstep: Class 7 contains 31697 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11885 members Mstep: Class 11 contains 6865 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10834 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 5324 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22104 members Mstep: Class 21 contains 7139 members Mstep: Class 22 contains 12927 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47044 members Mstep: Class 25 contains 3562 members Mstep: Class 26 contains 14253 members Mstep: Class 27 contains 12269 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25214 members Mstep: Class 30 contains 17405 members Mstep: Class 31 contains 14390 members Mstep: Class 32 contains 8016 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13306 members Mstep: Class 35 contains 2392 members Mstep: Class 36 contains 1551 members Entering Unmasked Estep ConsiderDeletion Score: -51836608.000000 Penalty: 113249.156250 Iteration 130Q: 37 clusters Score -5.183661e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 910 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22354 members Mstep: Class 7 contains 31699 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6857 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10825 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 5327 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22106 members Mstep: Class 21 contains 7157 members Mstep: Class 22 contains 12931 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47041 members Mstep: Class 25 contains 3543 members Mstep: Class 26 contains 14241 members Mstep: Class 27 contains 12268 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25209 members Mstep: Class 30 contains 17411 members Mstep: Class 31 contains 14395 members Mstep: Class 32 contains 8018 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13310 members Mstep: Class 35 contains 2398 members Mstep: Class 36 contains 1557 members Entering Unmasked Estep ConsiderDeletion Score: -51836560.000000 Penalty: 113249.156250 Iteration 131Q: 37 clusters Score -5.183656e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22336 members Mstep: Class 7 contains 31703 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11885 members Mstep: Class 11 contains 6846 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10815 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 5328 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22111 members Mstep: Class 21 contains 7184 members Mstep: Class 22 contains 12935 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47033 members Mstep: Class 25 contains 3535 members Mstep: Class 26 contains 14237 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25204 members Mstep: Class 30 contains 17415 members Mstep: Class 31 contains 14398 members Mstep: Class 32 contains 8020 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13313 members Mstep: Class 35 contains 2400 members Mstep: Class 36 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -51836588.000000 Penalty: 113249.156250 Iteration 132Q: 37 clusters Score -5.183659e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22321 members Mstep: Class 7 contains 31702 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6832 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10807 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 5332 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22116 members Mstep: Class 21 contains 7215 members Mstep: Class 22 contains 12937 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47030 members Mstep: Class 25 contains 3526 members Mstep: Class 26 contains 14240 members Mstep: Class 27 contains 12273 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25197 members Mstep: Class 30 contains 17419 members Mstep: Class 31 contains 14401 members Mstep: Class 32 contains 8020 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13316 members Mstep: Class 35 contains 2401 members Mstep: Class 36 contains 1556 members Entering Unmasked Estep ConsiderDeletion Score: -51836592.000000 Penalty: 113249.156250 Iteration 133Q: 37 clusters Score -5.183659e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22309 members Mstep: Class 7 contains 31695 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6819 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10802 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 5334 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22119 members Mstep: Class 21 contains 7232 members Mstep: Class 22 contains 12939 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47032 members Mstep: Class 25 contains 3523 members Mstep: Class 26 contains 14235 members Mstep: Class 27 contains 12276 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25196 members Mstep: Class 30 contains 17422 members Mstep: Class 31 contains 14409 members Mstep: Class 32 contains 8022 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13319 members Mstep: Class 35 contains 2401 members Mstep: Class 36 contains 1553 members Entering Unmasked Estep ConsiderDeletion Score: -51836620.000000 Penalty: 113249.156250 Iteration 134Q: 37 clusters Score -5.183662e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22292 members Mstep: Class 7 contains 31700 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10794 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4924 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 22122 members Mstep: Class 21 contains 7253 members Mstep: Class 22 contains 12941 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47033 members Mstep: Class 25 contains 3520 members Mstep: Class 26 contains 14224 members Mstep: Class 27 contains 12279 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25188 members Mstep: Class 30 contains 17425 members Mstep: Class 31 contains 14415 members Mstep: Class 32 contains 8022 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13324 members Mstep: Class 35 contains 2404 members Mstep: Class 36 contains 1549 members Entering Unmasked Estep ConsiderDeletion Score: -51836652.000000 Penalty: 113249.156250 Iteration 135Q: 37 clusters Score -5.183665e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22279 members Mstep: Class 7 contains 31699 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6805 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10785 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4924 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22125 members Mstep: Class 21 contains 7275 members Mstep: Class 22 contains 12941 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47029 members Mstep: Class 25 contains 3518 members Mstep: Class 26 contains 14218 members Mstep: Class 27 contains 12281 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25184 members Mstep: Class 30 contains 17427 members Mstep: Class 31 contains 14420 members Mstep: Class 32 contains 8024 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13333 members Mstep: Class 35 contains 2406 members Mstep: Class 36 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -51836684.000000 Penalty: 113249.156250 Iteration 136Q: 37 clusters Score -5.183668e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22272 members Mstep: Class 7 contains 31706 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6787 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10780 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22127 members Mstep: Class 21 contains 7289 members Mstep: Class 22 contains 12942 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47024 members Mstep: Class 25 contains 3509 members Mstep: Class 26 contains 14210 members Mstep: Class 27 contains 12286 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25181 members Mstep: Class 30 contains 17427 members Mstep: Class 31 contains 14427 members Mstep: Class 32 contains 8029 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13342 members Mstep: Class 35 contains 2408 members Mstep: Class 36 contains 1548 members Entering Unmasked Estep ConsiderDeletion Score: -51836704.000000 Penalty: 113249.156250 Iteration 137Q: 37 clusters Score -5.18367e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22263 members Mstep: Class 7 contains 31706 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6780 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10773 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5334 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22129 members Mstep: Class 21 contains 7300 members Mstep: Class 22 contains 12943 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47019 members Mstep: Class 25 contains 3501 members Mstep: Class 26 contains 14202 members Mstep: Class 27 contains 12288 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25179 members Mstep: Class 30 contains 17431 members Mstep: Class 31 contains 14441 members Mstep: Class 32 contains 8034 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13350 members Mstep: Class 35 contains 2409 members Mstep: Class 36 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -51836800.000000 Penalty: 113249.156250 Iteration 138Q: 37 clusters Score -5.18368e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22255 members Mstep: Class 7 contains 31710 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6768 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10760 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22134 members Mstep: Class 21 contains 7309 members Mstep: Class 22 contains 12943 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47008 members Mstep: Class 25 contains 3498 members Mstep: Class 26 contains 14186 members Mstep: Class 27 contains 12288 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25185 members Mstep: Class 30 contains 17437 members Mstep: Class 31 contains 14459 members Mstep: Class 32 contains 8037 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13358 members Mstep: Class 35 contains 2412 members Mstep: Class 36 contains 1540 members Entering Unmasked Estep ConsiderDeletion Score: -51836796.000000 Penalty: 113249.156250 Iteration 139Q: 37 clusters Score -5.18368e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22255 members Mstep: Class 7 contains 31718 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6756 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10747 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5336 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22141 members Mstep: Class 21 contains 7317 members Mstep: Class 22 contains 12944 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47004 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 14176 members Mstep: Class 27 contains 12290 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25179 members Mstep: Class 30 contains 17439 members Mstep: Class 31 contains 14468 members Mstep: Class 32 contains 8042 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13360 members Mstep: Class 35 contains 2414 members Mstep: Class 36 contains 1543 members Entering Unmasked Estep ConsiderDeletion Score: -51836972.000000 Penalty: 113249.156250 Iteration 140F: 37 clusters Score -5.183697e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22244 members Mstep: Class 7 contains 31726 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6752 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10735 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5337 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22144 members Mstep: Class 21 contains 7333 members Mstep: Class 22 contains 12945 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 47002 members Mstep: Class 25 contains 3484 members Mstep: Class 26 contains 14172 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 542 members Mstep: Class 29 contains 25170 members Mstep: Class 30 contains 17440 members Mstep: Class 31 contains 14472 members Mstep: Class 32 contains 8047 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13362 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1546 members Entering Unmasked Estep ConsiderDeletion Score: -51836960.000000 Penalty: 113249.156250 Iteration 141Q: 37 clusters Score -5.183696e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 906 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22228 members Mstep: Class 7 contains 31727 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6753 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10730 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 5336 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22148 members Mstep: Class 21 contains 7347 members Mstep: Class 22 contains 12947 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46998 members Mstep: Class 25 contains 3477 members Mstep: Class 26 contains 14165 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25169 members Mstep: Class 30 contains 17443 members Mstep: Class 31 contains 14481 members Mstep: Class 32 contains 8048 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13364 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1542 members Entering Unmasked Estep ConsiderDeletion Score: -51837024.000000 Penalty: 113249.156250 Iteration 142Q: 37 clusters Score -5.183702e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 906 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22211 members Mstep: Class 7 contains 31724 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6757 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10727 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22148 members Mstep: Class 21 contains 7353 members Mstep: Class 22 contains 12947 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46994 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 14161 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25164 members Mstep: Class 30 contains 17444 members Mstep: Class 31 contains 14495 members Mstep: Class 32 contains 8051 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13364 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -51837016.000000 Penalty: 113249.156250 Iteration 143Q: 37 clusters Score -5.183702e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 906 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22193 members Mstep: Class 7 contains 31724 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6753 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10724 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22150 members Mstep: Class 21 contains 7363 members Mstep: Class 22 contains 12947 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46991 members Mstep: Class 25 contains 3473 members Mstep: Class 26 contains 14156 members Mstep: Class 27 contains 12290 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25162 members Mstep: Class 30 contains 17444 members Mstep: Class 31 contains 14503 members Mstep: Class 32 contains 8055 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13370 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1542 members Entering Unmasked Estep ConsiderDeletion Score: -51836984.000000 Penalty: 113249.156250 Iteration 144Q: 37 clusters Score -5.183698e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 906 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22173 members Mstep: Class 7 contains 31733 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6753 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10721 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22152 members Mstep: Class 21 contains 7375 members Mstep: Class 22 contains 12947 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46985 members Mstep: Class 25 contains 3473 members Mstep: Class 26 contains 14151 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25153 members Mstep: Class 30 contains 17444 members Mstep: Class 31 contains 14517 members Mstep: Class 32 contains 8060 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13371 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1538 members Entering Unmasked Estep ConsiderDeletion Score: -51836956.000000 Penalty: 113249.156250 Iteration 145Q: 37 clusters Score -5.183696e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22158 members Mstep: Class 7 contains 31737 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11887 members Mstep: Class 11 contains 6756 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10717 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22154 members Mstep: Class 21 contains 7388 members Mstep: Class 22 contains 12947 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46984 members Mstep: Class 25 contains 3473 members Mstep: Class 26 contains 14140 members Mstep: Class 27 contains 12295 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25145 members Mstep: Class 30 contains 17444 members Mstep: Class 31 contains 14526 members Mstep: Class 32 contains 8065 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13376 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1532 members Entering Unmasked Estep ConsiderDeletion Score: -51836952.000000 Penalty: 113249.156250 Iteration 146Q: 37 clusters Score -5.183695e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22128 members Mstep: Class 7 contains 31737 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6760 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10711 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22156 members Mstep: Class 21 contains 7412 members Mstep: Class 22 contains 12947 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46984 members Mstep: Class 25 contains 3473 members Mstep: Class 26 contains 14139 members Mstep: Class 27 contains 12296 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25135 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14539 members Mstep: Class 32 contains 8065 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13377 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1531 members Entering Unmasked Estep ConsiderDeletion Score: -51837088.000000 Penalty: 113249.156250 Iteration 147Q: 37 clusters Score -5.183709e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22112 members Mstep: Class 7 contains 31742 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6749 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10708 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22156 members Mstep: Class 21 contains 7430 members Mstep: Class 22 contains 12948 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46981 members Mstep: Class 25 contains 3471 members Mstep: Class 26 contains 14130 members Mstep: Class 27 contains 12295 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25128 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14558 members Mstep: Class 32 contains 8069 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13378 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1528 members Entering Unmasked Estep ConsiderDeletion Score: -51837060.000000 Penalty: 113249.156250 Iteration 148Q: 37 clusters Score -5.183706e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22100 members Mstep: Class 7 contains 31746 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6741 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10705 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22156 members Mstep: Class 21 contains 7445 members Mstep: Class 22 contains 12948 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46979 members Mstep: Class 25 contains 3468 members Mstep: Class 26 contains 14123 members Mstep: Class 27 contains 12294 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25124 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14574 members Mstep: Class 32 contains 8070 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13380 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1523 members Entering Unmasked Estep ConsiderDeletion Score: -51837076.000000 Penalty: 113249.156250 Iteration 149Q: 37 clusters Score -5.183708e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22084 members Mstep: Class 7 contains 31755 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6731 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10705 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5338 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22156 members Mstep: Class 21 contains 7469 members Mstep: Class 22 contains 12948 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46975 members Mstep: Class 25 contains 3467 members Mstep: Class 26 contains 14114 members Mstep: Class 27 contains 12294 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25120 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14581 members Mstep: Class 32 contains 8071 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13382 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1521 members Entering Unmasked Estep ConsiderDeletion Score: -51837144.000000 Penalty: 113249.156250 Iteration 150Q: 37 clusters Score -5.183714e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22068 members Mstep: Class 7 contains 31752 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6728 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10703 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5340 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 458 members Mstep: Class 20 contains 22156 members Mstep: Class 21 contains 7489 members Mstep: Class 22 contains 12949 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46975 members Mstep: Class 25 contains 3463 members Mstep: Class 26 contains 14103 members Mstep: Class 27 contains 12293 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25117 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14593 members Mstep: Class 32 contains 8074 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13387 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1521 members Entering Unmasked Estep ConsiderDeletion Score: -51837188.000000 Penalty: 113249.156250 Iteration 151Q: 37 clusters Score -5.183719e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22057 members Mstep: Class 7 contains 31752 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6723 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10698 members Mstep: Class 15 contains 3207 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5340 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 458 members Mstep: Class 20 contains 22155 members Mstep: Class 21 contains 7519 members Mstep: Class 22 contains 12949 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46977 members Mstep: Class 25 contains 3461 members Mstep: Class 26 contains 14093 members Mstep: Class 27 contains 12292 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 25110 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14594 members Mstep: Class 32 contains 8076 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13391 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1524 members Entering Unmasked Estep ConsiderDeletion Score: -51837140.000000 Penalty: 113249.156250 Iteration 152Q: 37 clusters Score -5.183714e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22044 members Mstep: Class 7 contains 31757 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6721 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10688 members Mstep: Class 15 contains 3208 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5340 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 458 members Mstep: Class 20 contains 22158 members Mstep: Class 21 contains 7537 members Mstep: Class 22 contains 12949 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46970 members Mstep: Class 25 contains 3457 members Mstep: Class 26 contains 14091 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25099 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14599 members Mstep: Class 32 contains 8080 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13399 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1527 members Entering Unmasked Estep ConsiderDeletion Score: -51837184.000000 Penalty: 113249.156250 Iteration 153Q: 37 clusters Score -5.183718e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22029 members Mstep: Class 7 contains 31764 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6719 members Mstep: Class 12 contains 13314 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10679 members Mstep: Class 15 contains 3209 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 5339 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 22163 members Mstep: Class 21 contains 7550 members Mstep: Class 22 contains 12950 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46971 members Mstep: Class 25 contains 3456 members Mstep: Class 26 contains 14085 members Mstep: Class 27 contains 12288 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25094 members Mstep: Class 30 contains 17445 members Mstep: Class 31 contains 14605 members Mstep: Class 32 contains 8084 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13402 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1527 members Entering Unmasked Estep ConsiderDeletion Score: -51837120.000000 Penalty: 113249.156250 Iteration 154Q: 37 clusters Score -5.183712e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 901 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 22014 members Mstep: Class 7 contains 31766 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11886 members Mstep: Class 11 contains 6716 members Mstep: Class 12 contains 13313 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10671 members Mstep: Class 15 contains 3210 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 5340 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22168 members Mstep: Class 21 contains 7564 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46972 members Mstep: Class 25 contains 3448 members Mstep: Class 26 contains 14071 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25096 members Mstep: Class 30 contains 17447 members Mstep: Class 31 contains 14607 members Mstep: Class 32 contains 8086 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13411 members Mstep: Class 35 contains 2416 members Mstep: Class 36 contains 1524 members Entering Unmasked Estep ConsiderDeletion Score: -51837112.000000 Penalty: 113249.156250 Iteration 155Q: 37 clusters Score -5.183711e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21997 members Mstep: Class 7 contains 31770 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11885 members Mstep: Class 11 contains 6711 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10663 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 5341 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22170 members Mstep: Class 21 contains 7581 members Mstep: Class 22 contains 12955 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46962 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14060 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25098 members Mstep: Class 30 contains 17452 members Mstep: Class 31 contains 14609 members Mstep: Class 32 contains 8089 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13423 members Mstep: Class 35 contains 2418 members Mstep: Class 36 contains 1520 members Entering Unmasked Estep ConsiderDeletion Score: -51837156.000000 Penalty: 113249.156250 Iteration 156Q: 37 clusters Score -5.183716e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 899 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21976 members Mstep: Class 7 contains 31772 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11883 members Mstep: Class 11 contains 6702 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10655 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 5341 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 463 members Mstep: Class 20 contains 22174 members Mstep: Class 21 contains 7602 members Mstep: Class 22 contains 12955 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46968 members Mstep: Class 25 contains 3445 members Mstep: Class 26 contains 14057 members Mstep: Class 27 contains 12290 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25092 members Mstep: Class 30 contains 17449 members Mstep: Class 31 contains 14617 members Mstep: Class 32 contains 8093 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13427 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1516 members Entering Unmasked Estep ConsiderDeletion Score: -51837268.000000 Penalty: 113249.156250 Iteration 157Q: 37 clusters Score -5.183727e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 898 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21963 members Mstep: Class 7 contains 31769 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6695 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10653 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 5342 members Mstep: Class 18 contains 4921 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 22176 members Mstep: Class 21 contains 7617 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46969 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14052 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25089 members Mstep: Class 30 contains 17448 members Mstep: Class 31 contains 14621 members Mstep: Class 32 contains 8095 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13433 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1513 members Entering Unmasked Estep ConsiderDeletion Score: -51837260.000000 Penalty: 113249.156250 Iteration 158Q: 37 clusters Score -5.183726e+07 nChanged 101 Entering ConstructFrom: Score: -51837260.000000 Penalty: 113249.156250 Entering ConstructFrom: Trying to split cluster 1 (2746 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Entering Unmasked Estep Score: -427845.062500 Penalty: 1963.639282 Iteration 0F: 2 clusters Score -427845.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -424795.343750 Penalty: 3927.278564 Iteration 0F: 3 clusters Score -424795.3 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -425362.250000 Penalty: 3927.278564 Iteration 1F: 3 clusters Score -425362.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -425563.062500 Penalty: 3927.278564 Iteration 2F: 3 clusters Score -425563.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -425753.750000 Penalty: 3927.278564 Iteration 3F: 3 clusters Score -425753.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -425934.312500 Penalty: 3927.278564 Iteration 4F: 3 clusters Score -425934.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -426153.937500 Penalty: 3927.278564 Iteration 5F: 3 clusters Score -426153.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -426393.625000 Penalty: 3927.278564 Iteration 6F: 3 clusters Score -426393.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -426700.937500 Penalty: 3927.278564 Iteration 7F: 3 clusters Score -426700.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -427010.375000 Penalty: 3927.278564 Iteration 8F: 3 clusters Score -427010.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -427205.531250 Penalty: 3927.278564 Iteration 9F: 3 clusters Score -427205.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -427299.937500 Penalty: 3927.278564 Iteration 10Q: 3 clusters Score -427299.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -427359.375000 Penalty: 3927.278564 Iteration 11Q: 3 clusters Score -427359.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -427380.187500 Penalty: 3927.278564 Iteration 12Q: 3 clusters Score -427380.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -427395.000000 Penalty: 3927.278564 Iteration 13Q: 3 clusters Score -427395 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -427402.437500 Penalty: 3927.278564 Iteration 14Q: 3 clusters Score -427402.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -427405.312500 Penalty: 3927.278564 Iteration 15Q: 3 clusters Score -427405.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -427407.000000 Penalty: 3927.278564 Iteration 16Q: 3 clusters Score -427407 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -427408.625000 Penalty: 3927.278564 Iteration 17Q: 3 clusters Score -427408.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -427409.468750 Penalty: 3927.278564 Iteration 18Q: 3 clusters Score -427409.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -427410.906250 Penalty: 3927.278564 Iteration 19Q: 3 clusters Score -427410.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -427410.718750 Penalty: 3927.278564 Iteration 20F: 3 clusters Score -427410.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -427412.156250 Penalty: 3927.278564 Iteration 21Q: 3 clusters Score -427412.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -427413.031250 Penalty: 3927.278564 Iteration 22Q: 3 clusters Score -427413 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -427413.968750 Penalty: 3927.278564 Iteration 23Q: 3 clusters Score -427414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -427414.781250 Penalty: 3927.278564 Iteration 24Q: 3 clusters Score -427414.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -427414.781250 Penalty: 3927.278564 Iteration 25F: 3 clusters Score -427414.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -134443.109375 Penalty: 1686.718140 Iteration 0F: 2 clusters Score -134443.1 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 426 members Entering Unmasked Estep Score: -132595.093750 Penalty: 3373.436279 Iteration 0F: 3 clusters Score -132595.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -132863.281250 Penalty: 3373.436279 Iteration 1F: 3 clusters Score -132863.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -132946.078125 Penalty: 3373.436279 Iteration 2F: 3 clusters Score -132946.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -132984.375000 Penalty: 3373.436279 Iteration 3Q: 3 clusters Score -132984.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -133003.500000 Penalty: 3373.436279 Iteration 4Q: 3 clusters Score -133003.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -133010.125000 Penalty: 3373.436279 Iteration 5Q: 3 clusters Score -133010.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -133011.671875 Penalty: 3373.436279 Iteration 6Q: 3 clusters Score -133011.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -133013.812500 Penalty: 3373.436279 Iteration 7Q: 3 clusters Score -133013.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -133019.750000 Penalty: 3373.436279 Iteration 8Q: 3 clusters Score -133019.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -133021.156250 Penalty: 3373.436279 Iteration 9Q: 3 clusters Score -133021.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -133021.156250 Penalty: 3373.436279 Iteration 10F: 3 clusters Score -133021.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -25108.101562 Penalty: 1285.082397 Iteration 0F: 2 clusters Score -25108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24118.095703 Penalty: 2570.164795 Iteration 0F: 3 clusters Score -24118.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24187.958984 Penalty: 2570.164795 Iteration 1F: 3 clusters Score -24187.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24199.488281 Penalty: 2570.164795 Iteration 2Q: 3 clusters Score -24199.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -24202.703125 Penalty: 2570.164795 Iteration 3Q: 3 clusters Score -24202.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -24202.703125 Penalty: 2570.164795 Iteration 4F: 3 clusters Score -24202.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -38569.320312 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -38569.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -37446.296875 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -37446.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -37622.132812 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -37622.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -37672.656250 Penalty: 2789.512695 Iteration 2Q: 3 clusters Score -37672.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -37690.937500 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -37690.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -37698.132812 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -37698.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -37701.144531 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -37701.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -37701.144531 Penalty: 2789.512695 Iteration 6F: 3 clusters Score -37701.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -68754.703125 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -68754.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -67334.320312 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -67334.32 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -67562.218750 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -67562.22 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -67690.648438 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -67690.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -67795.703125 Penalty: 3034.576172 Iteration 3F: 3 clusters Score -67795.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -67964.320312 Penalty: 3034.576172 Iteration 4Q: 3 clusters Score -67964.32 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68181.500000 Penalty: 3034.576172 Iteration 5F: 3 clusters Score -68181.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -68334.726562 Penalty: 3034.576172 Iteration 6F: 3 clusters Score -68334.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -68400.765625 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -68400.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -68429.656250 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -68429.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -68536.984375 Penalty: 3034.576172 Iteration 9Q: 3 clusters Score -68536.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -68580.023438 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -68580.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -68596.359375 Penalty: 3034.576172 Iteration 11Q: 3 clusters Score -68596.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -68611.890625 Penalty: 3034.576172 Iteration 12Q: 3 clusters Score -68611.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -68611.890625 Penalty: 3034.576172 Iteration 13F: 3 clusters Score -68611.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (21948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21948 members Entering Unmasked Estep Score: -3630753.750000 Penalty: 2479.114990 Iteration 0F: 2 clusters Score -3630754 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -3615531.750000 Penalty: 4958.229980 Iteration 0F: 3 clusters Score -3615532 nChanged 9671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -3620835.750000 Penalty: 4958.229980 Iteration 1F: 3 clusters Score -3620836 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10529 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -3621377.500000 Penalty: 4958.229980 Iteration 2F: 3 clusters Score -3621378 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -3621847.000000 Penalty: 4958.229980 Iteration 3Q: 3 clusters Score -3621847 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 11788 members Entering Unmasked Estep Score: -3622276.000000 Penalty: 4958.229980 Iteration 4Q: 3 clusters Score -3622276 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -3622742.750000 Penalty: 4958.229980 Iteration 5Q: 3 clusters Score -3622743 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -3623209.250000 Penalty: 4958.229980 Iteration 6Q: 3 clusters Score -3623209 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -3623722.250000 Penalty: 4958.229980 Iteration 7Q: 3 clusters Score -3623722 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -3624232.000000 Penalty: 4958.229980 Iteration 8Q: 3 clusters Score -3624232 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -3624764.250000 Penalty: 4958.229980 Iteration 9Q: 3 clusters Score -3624764 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -3625266.750000 Penalty: 4958.229980 Iteration 10Q: 3 clusters Score -3625267 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -3625706.750000 Penalty: 4958.229980 Iteration 11Q: 3 clusters Score -3625707 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 14915 members Entering Unmasked Estep Score: -3626123.750000 Penalty: 4958.229980 Iteration 12Q: 3 clusters Score -3626124 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -3626512.250000 Penalty: 4958.229980 Iteration 13Q: 3 clusters Score -3626512 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -3626897.250000 Penalty: 4958.229980 Iteration 14Q: 3 clusters Score -3626897 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -3627248.250000 Penalty: 4958.229980 Iteration 15Q: 3 clusters Score -3627248 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 17292 members Entering Unmasked Estep Score: -3627592.750000 Penalty: 4958.229980 Iteration 16Q: 3 clusters Score -3627593 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 17788 members Entering Unmasked Estep Score: -3627884.000000 Penalty: 4958.229980 Iteration 17Q: 3 clusters Score -3627884 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 18253 members Entering Unmasked Estep Score: -3628145.250000 Penalty: 4958.229980 Iteration 18Q: 3 clusters Score -3628145 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -3628358.000000 Penalty: 4958.229980 Iteration 19Q: 3 clusters Score -3628358 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 18974 members Entering Unmasked Estep Score: -3628512.000000 Penalty: 4958.229980 Iteration 20F: 3 clusters Score -3628512 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 19256 members Entering Unmasked Estep Score: -3628658.750000 Penalty: 4958.229980 Iteration 21Q: 3 clusters Score -3628659 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 19481 members Entering Unmasked Estep Score: -3628763.500000 Penalty: 4958.229980 Iteration 22Q: 3 clusters Score -3628764 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 19665 members Entering Unmasked Estep Score: -3628858.750000 Penalty: 4958.229980 Iteration 23Q: 3 clusters Score -3628859 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 19830 members Entering Unmasked Estep Score: -3628936.000000 Penalty: 4958.229980 Iteration 24Q: 3 clusters Score -3628936 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 19954 members Entering Unmasked Estep Score: -3628983.500000 Penalty: 4958.229980 Iteration 25Q: 3 clusters Score -3628984 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 20047 members Entering Unmasked Estep Score: -3629020.500000 Penalty: 4958.229980 Iteration 26Q: 3 clusters Score -3629020 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 20129 members Entering Unmasked Estep Score: -3629054.000000 Penalty: 4958.229980 Iteration 27Q: 3 clusters Score -3629054 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 20193 members Entering Unmasked Estep Score: -3629078.500000 Penalty: 4958.229980 Iteration 28Q: 3 clusters Score -3629078 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 20246 members Entering Unmasked Estep Score: -3629089.750000 Penalty: 4958.229980 Iteration 29Q: 3 clusters Score -3629090 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 20294 members Entering Unmasked Estep Score: -3629109.750000 Penalty: 4958.229980 Iteration 30Q: 3 clusters Score -3629110 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 20334 members Entering Unmasked Estep Score: -3629118.500000 Penalty: 4958.229980 Iteration 31Q: 3 clusters Score -3629118 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 20362 members Entering Unmasked Estep Score: -3629129.750000 Penalty: 4958.229980 Iteration 32Q: 3 clusters Score -3629130 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -3629141.250000 Penalty: 4958.229980 Iteration 33Q: 3 clusters Score -3629141 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 20423 members Entering Unmasked Estep Score: -3629150.750000 Penalty: 4958.229980 Iteration 34Q: 3 clusters Score -3629151 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 20449 members Entering Unmasked Estep Score: -3629144.750000 Penalty: 4958.229980 Iteration 35Q: 3 clusters Score -3629145 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 20472 members Entering Unmasked Estep Score: -3629150.750000 Penalty: 4958.229980 Iteration 36Q: 3 clusters Score -3629151 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 20484 members Entering Unmasked Estep Score: -3629159.250000 Penalty: 4958.229980 Iteration 37Q: 3 clusters Score -3629159 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 20492 members Entering Unmasked Estep Score: -3629162.500000 Penalty: 4958.229980 Iteration 38Q: 3 clusters Score -3629162 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 20504 members Entering Unmasked Estep Score: -3629170.500000 Penalty: 4958.229980 Iteration 39Q: 3 clusters Score -3629170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 20511 members Entering Unmasked Estep Score: -3629177.750000 Penalty: 4958.229980 Iteration 40F: 3 clusters Score -3629178 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 20524 members Entering Unmasked Estep Score: -3629176.750000 Penalty: 4958.229980 Iteration 41Q: 3 clusters Score -3629177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -3629175.250000 Penalty: 4958.229980 Iteration 42Q: 3 clusters Score -3629175 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 20538 members Entering Unmasked Estep Score: -3629180.000000 Penalty: 4958.229980 Iteration 43Q: 3 clusters Score -3629180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 20545 members Entering Unmasked Estep Score: -3629183.250000 Penalty: 4958.229980 Iteration 44Q: 3 clusters Score -3629183 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 20548 members Entering Unmasked Estep Score: -3629184.000000 Penalty: 4958.229980 Iteration 45Q: 3 clusters Score -3629184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 20550 members Entering Unmasked Estep Score: -3629181.000000 Penalty: 4958.229980 Iteration 46Q: 3 clusters Score -3629181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 20552 members Entering Unmasked Estep Score: -3629181.250000 Penalty: 4958.229980 Iteration 47Q: 3 clusters Score -3629181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -3629185.500000 Penalty: 4958.229980 Iteration 48Q: 3 clusters Score -3629186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 20559 members Entering Unmasked Estep Score: -3629191.750000 Penalty: 4958.229980 Iteration 49Q: 3 clusters Score -3629192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 20561 members Entering Unmasked Estep Score: -3629187.500000 Penalty: 4958.229980 Iteration 50Q: 3 clusters Score -3629188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 20563 members Entering Unmasked Estep Score: -3629191.750000 Penalty: 4958.229980 Iteration 51Q: 3 clusters Score -3629192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -3629195.500000 Penalty: 4958.229980 Iteration 52Q: 3 clusters Score -3629196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 20569 members Entering Unmasked Estep Score: -3629190.250000 Penalty: 4958.229980 Iteration 53Q: 3 clusters Score -3629190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -3629187.000000 Penalty: 4958.229980 Iteration 54Q: 3 clusters Score -3629187 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -3629187.000000 Penalty: 4958.229980 Iteration 55F: 3 clusters Score -3629187 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (31769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31769 members Entering Unmasked Estep Score: -5189818.500000 Penalty: 2570.829102 Iteration 0F: 2 clusters Score -5189818 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16034 members Mstep: Class 2 contains 15735 members Entering Unmasked Estep Score: -5168072.500000 Penalty: 5141.658203 Iteration 0F: 3 clusters Score -5168072 nChanged 14402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16832 members Mstep: Class 2 contains 14937 members Entering Unmasked Estep Score: -5175997.000000 Penalty: 5141.658203 Iteration 1F: 3 clusters Score -5175997 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -5176524.500000 Penalty: 5141.658203 Iteration 2Q: 3 clusters Score -5176524 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -5177052.000000 Penalty: 5141.658203 Iteration 3Q: 3 clusters Score -5177052 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19132 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -5177627.500000 Penalty: 5141.658203 Iteration 4Q: 3 clusters Score -5177628 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20496 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -5178444.000000 Penalty: 5141.658203 Iteration 5Q: 3 clusters Score -5178444 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22282 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -5179589.000000 Penalty: 5141.658203 Iteration 6F: 3 clusters Score -5179589 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24406 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -5181156.000000 Penalty: 5141.658203 Iteration 7F: 3 clusters Score -5181156 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26665 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -5183044.500000 Penalty: 5141.658203 Iteration 8F: 3 clusters Score -5183044 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28698 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -5184883.000000 Penalty: 5141.658203 Iteration 9F: 3 clusters Score -5184883 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30084 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -5186164.500000 Penalty: 5141.658203 Iteration 10Q: 3 clusters Score -5186164 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30850 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -5186889.000000 Penalty: 5141.658203 Iteration 11Q: 3 clusters Score -5186889 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31174 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -5187192.000000 Penalty: 5141.658203 Iteration 12Q: 3 clusters Score -5187192 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31311 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -5187337.500000 Penalty: 5141.658203 Iteration 13Q: 3 clusters Score -5187338 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31381 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -5187426.000000 Penalty: 5141.658203 Iteration 14Q: 3 clusters Score -5187426 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31412 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -5187456.500000 Penalty: 5141.658203 Iteration 15Q: 3 clusters Score -5187456 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31427 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -5187476.500000 Penalty: 5141.658203 Iteration 16Q: 3 clusters Score -5187476 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31437 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -5187497.000000 Penalty: 5141.658203 Iteration 17Q: 3 clusters Score -5187497 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31448 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -5187503.500000 Penalty: 5141.658203 Iteration 18Q: 3 clusters Score -5187504 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31454 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -5187509.500000 Penalty: 5141.658203 Iteration 19Q: 3 clusters Score -5187510 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31463 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -5187527.000000 Penalty: 5141.658203 Iteration 20F: 3 clusters Score -5187527 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31471 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -5187531.000000 Penalty: 5141.658203 Iteration 21Q: 3 clusters Score -5187531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31475 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -5187544.000000 Penalty: 5141.658203 Iteration 22Q: 3 clusters Score -5187544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31474 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -5187547.000000 Penalty: 5141.658203 Iteration 23Q: 3 clusters Score -5187547 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31474 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -5187547.000000 Penalty: 5141.658203 Iteration 24F: 3 clusters Score -5187547 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: -147929.218750 Penalty: 1709.123169 Iteration 0F: 2 clusters Score -147929.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -146032.906250 Penalty: 3418.246338 Iteration 0F: 3 clusters Score -146032.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -146377.187500 Penalty: 3418.246338 Iteration 1F: 3 clusters Score -146377.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -146603.953125 Penalty: 3418.246338 Iteration 2F: 3 clusters Score -146604 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -146794.156250 Penalty: 3418.246338 Iteration 3F: 3 clusters Score -146794.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -147075.187500 Penalty: 3418.246338 Iteration 4F: 3 clusters Score -147075.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -147414.484375 Penalty: 3418.246338 Iteration 5F: 3 clusters Score -147414.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -147824.406250 Penalty: 3418.246338 Iteration 6F: 3 clusters Score -147824.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -148038.031250 Penalty: 3418.246338 Iteration 7F: 3 clusters Score -148038 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -148135.140625 Penalty: 3418.246338 Iteration 8Q: 3 clusters Score -148135.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -148268.343750 Penalty: 3418.246338 Iteration 9Q: 3 clusters Score -148268.3 nChanged 24 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: -148583.859375 Penalty: 3418.246338 Iteration 10Q: 3 clusters Score -148583.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -148697.171875 Penalty: 3418.246338 Iteration 11Q: 3 clusters Score -148697.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -148728.656250 Penalty: 3418.246338 Iteration 12Q: 3 clusters Score -148728.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -148758.609375 Penalty: 3418.246338 Iteration 13Q: 3 clusters Score -148758.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -148772.421875 Penalty: 3418.246338 Iteration 14Q: 3 clusters Score -148772.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -148779.531250 Penalty: 3418.246338 Iteration 15Q: 3 clusters Score -148779.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -148782.578125 Penalty: 3418.246338 Iteration 16Q: 3 clusters Score -148782.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -148786.281250 Penalty: 3418.246338 Iteration 17Q: 3 clusters Score -148786.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -148789.593750 Penalty: 3418.246338 Iteration 18Q: 3 clusters Score -148789.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -148790.718750 Penalty: 3418.246338 Iteration 19Q: 3 clusters Score -148790.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -148801.937500 Penalty: 3418.246338 Iteration 20F: 3 clusters Score -148801.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -148825.734375 Penalty: 3418.246338 Iteration 21Q: 3 clusters Score -148825.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -148923.328125 Penalty: 3418.246338 Iteration 22Q: 3 clusters Score -148923.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -149071.140625 Penalty: 3418.246338 Iteration 23Q: 3 clusters Score -149071.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -149102.750000 Penalty: 3418.246338 Iteration 24Q: 3 clusters Score -149102.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -149102.750000 Penalty: 3418.246338 Iteration 25F: 3 clusters Score -149102.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 899 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21948 members Mstep: Class 7 contains 31769 members Mstep: Class 8 contains 535 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6699 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10646 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 22179 members Mstep: Class 21 contains 7636 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46966 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14040 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25087 members Mstep: Class 30 contains 17450 members Mstep: Class 31 contains 14627 members Mstep: Class 32 contains 8098 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13436 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1508 members Mstep: Class 37 contains 449 members Entering Unmasked Estep Score: -51836908.000000 Penalty: 116394.960938 Splitting cluster 8 changes total score from -51837260.000000 to -51836908.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -26323.753906 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -26323.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -25621.041016 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -25621.04 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -26202.197266 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -26202.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -26448.765625 Penalty: 2742.596680 Iteration 2F: 3 clusters Score -26448.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -26591.833984 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -26591.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -26742.980469 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -26742.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -26826.089844 Penalty: 2742.596680 Iteration 5Q: 3 clusters Score -26826.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -26909.255859 Penalty: 2742.596680 Iteration 6Q: 3 clusters Score -26909.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -26929.457031 Penalty: 2742.596680 Iteration 7Q: 3 clusters Score -26929.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27003.949219 Penalty: 2742.596680 Iteration 8Q: 3 clusters Score -27003.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27003.949219 Penalty: 2742.596680 Iteration 9F: 3 clusters Score -27003.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 899 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21948 members Mstep: Class 7 contains 31769 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 94 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6699 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10646 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 22179 members Mstep: Class 21 contains 7636 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46966 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14040 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25087 members Mstep: Class 30 contains 17450 members Mstep: Class 31 contains 14627 members Mstep: Class 32 contains 8098 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13436 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1508 members Mstep: Class 37 contains 158 members Entering Unmasked Estep Score: -51836132.000000 Penalty: 116394.960938 Splitting cluster 9 changes total score from -51837260.000000 to -51836132.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (11884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Entering Unmasked Estep Score: -2028237.875000 Penalty: 2326.971191 Iteration 0F: 2 clusters Score -2028238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -2019355.750000 Penalty: 4653.942383 Iteration 0F: 3 clusters Score -2019356 nChanged 5072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -2021995.250000 Penalty: 4653.942383 Iteration 1F: 3 clusters Score -2021995 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -2022337.125000 Penalty: 4653.942383 Iteration 2F: 3 clusters Score -2022337 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -2022565.375000 Penalty: 4653.942383 Iteration 3F: 3 clusters Score -2022565 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -2022741.000000 Penalty: 4653.942383 Iteration 4Q: 3 clusters Score -2022741 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -2022883.750000 Penalty: 4653.942383 Iteration 5Q: 3 clusters Score -2022884 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -2023017.875000 Penalty: 4653.942383 Iteration 6Q: 3 clusters Score -2023018 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -2023158.250000 Penalty: 4653.942383 Iteration 7Q: 3 clusters Score -2023158 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -2023311.625000 Penalty: 4653.942383 Iteration 8Q: 3 clusters Score -2023312 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -2023487.750000 Penalty: 4653.942383 Iteration 9Q: 3 clusters Score -2023488 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -2023695.000000 Penalty: 4653.942383 Iteration 10Q: 3 clusters Score -2023695 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -2023961.125000 Penalty: 4653.942383 Iteration 11Q: 3 clusters Score -2023961 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -2024305.000000 Penalty: 4653.942383 Iteration 12Q: 3 clusters Score -2024305 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -2024685.250000 Penalty: 4653.942383 Iteration 13Q: 3 clusters Score -2024685 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -2025079.875000 Penalty: 4653.942383 Iteration 14Q: 3 clusters Score -2025080 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -2025391.375000 Penalty: 4653.942383 Iteration 15Q: 3 clusters Score -2025391 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -2025660.750000 Penalty: 4653.942383 Iteration 16Q: 3 clusters Score -2025661 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -2025846.250000 Penalty: 4653.942383 Iteration 17Q: 3 clusters Score -2025846 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -2025977.875000 Penalty: 4653.942383 Iteration 18Q: 3 clusters Score -2025978 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -2026068.625000 Penalty: 4653.942383 Iteration 19Q: 3 clusters Score -2026069 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -2026133.750000 Penalty: 4653.942383 Iteration 20F: 3 clusters Score -2026134 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -2026170.500000 Penalty: 4653.942383 Iteration 21Q: 3 clusters Score -2026170 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2026195.125000 Penalty: 4653.942383 Iteration 22Q: 3 clusters Score -2026195 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -2026230.500000 Penalty: 4653.942383 Iteration 23Q: 3 clusters Score -2026230 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -2026248.500000 Penalty: 4653.942383 Iteration 24Q: 3 clusters Score -2026248 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -2026257.625000 Penalty: 4653.942383 Iteration 25Q: 3 clusters Score -2026258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11427 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -2026263.500000 Penalty: 4653.942383 Iteration 26Q: 3 clusters Score -2026264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -2026270.375000 Penalty: 4653.942383 Iteration 27Q: 3 clusters Score -2026270 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -2026273.000000 Penalty: 4653.942383 Iteration 28Q: 3 clusters Score -2026273 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -2026278.125000 Penalty: 4653.942383 Iteration 29Q: 3 clusters Score -2026278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -2026283.750000 Penalty: 4653.942383 Iteration 30Q: 3 clusters Score -2026284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -2026284.875000 Penalty: 4653.942383 Iteration 31Q: 3 clusters Score -2026285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11458 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -2026287.500000 Penalty: 4653.942383 Iteration 32Q: 3 clusters Score -2026288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -2026289.125000 Penalty: 4653.942383 Iteration 33Q: 3 clusters Score -2026289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -2026290.625000 Penalty: 4653.942383 Iteration 34Q: 3 clusters Score -2026291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11464 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -2026288.250000 Penalty: 4653.942383 Iteration 35Q: 3 clusters Score -2026288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2026292.125000 Penalty: 4653.942383 Iteration 36Q: 3 clusters Score -2026292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2026292.125000 Penalty: 4653.942383 Iteration 37F: 3 clusters Score -2026292 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Entering Unmasked Estep Score: -1046772.500000 Penalty: 2184.808838 Iteration 0F: 2 clusters Score -1046772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1041170.500000 Penalty: 4369.617676 Iteration 0F: 3 clusters Score -1041170 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -1042870.312500 Penalty: 4369.617676 Iteration 1F: 3 clusters Score -1042870 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1043315.562500 Penalty: 4369.617676 Iteration 2F: 3 clusters Score -1043316 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1043601.250000 Penalty: 4369.617676 Iteration 3F: 3 clusters Score -1043601 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1043776.187500 Penalty: 4369.617676 Iteration 4Q: 3 clusters Score -1043776 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1043929.812500 Penalty: 4369.617676 Iteration 5Q: 3 clusters Score -1043930 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1044075.500000 Penalty: 4369.617676 Iteration 6Q: 3 clusters Score -1044076 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1044226.312500 Penalty: 4369.617676 Iteration 7Q: 3 clusters Score -1044226 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1044392.625000 Penalty: 4369.617676 Iteration 8Q: 3 clusters Score -1044393 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1044548.062500 Penalty: 4369.617676 Iteration 9Q: 3 clusters Score -1044548 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1044695.000000 Penalty: 4369.617676 Iteration 10Q: 3 clusters Score -1044695 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1044832.000000 Penalty: 4369.617676 Iteration 11Q: 3 clusters Score -1044832 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1044971.562500 Penalty: 4369.617676 Iteration 12Q: 3 clusters Score -1044972 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1045077.500000 Penalty: 4369.617676 Iteration 13Q: 3 clusters Score -1045078 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -1045163.687500 Penalty: 4369.617676 Iteration 14Q: 3 clusters Score -1045164 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1045237.437500 Penalty: 4369.617676 Iteration 15Q: 3 clusters Score -1045237 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1045299.062500 Penalty: 4369.617676 Iteration 16Q: 3 clusters Score -1045299 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1045357.937500 Penalty: 4369.617676 Iteration 17Q: 3 clusters Score -1045358 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1045407.562500 Penalty: 4369.617676 Iteration 18Q: 3 clusters Score -1045408 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1045442.500000 Penalty: 4369.617676 Iteration 19Q: 3 clusters Score -1045442 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1045469.625000 Penalty: 4369.617676 Iteration 20F: 3 clusters Score -1045470 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1045492.312500 Penalty: 4369.617676 Iteration 21Q: 3 clusters Score -1045492 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1045501.062500 Penalty: 4369.617676 Iteration 22Q: 3 clusters Score -1045501 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1045508.437500 Penalty: 4369.617676 Iteration 23Q: 3 clusters Score -1045508 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1045519.062500 Penalty: 4369.617676 Iteration 24Q: 3 clusters Score -1045519 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1045531.937500 Penalty: 4369.617676 Iteration 25Q: 3 clusters Score -1045532 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1045543.187500 Penalty: 4369.617676 Iteration 26Q: 3 clusters Score -1045543 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1045556.062500 Penalty: 4369.617676 Iteration 27Q: 3 clusters Score -1045556 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1045565.250000 Penalty: 4369.617676 Iteration 28Q: 3 clusters Score -1045565 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1045572.000000 Penalty: 4369.617676 Iteration 29Q: 3 clusters Score -1045572 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1045582.187500 Penalty: 4369.617676 Iteration 30Q: 3 clusters Score -1045582 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1045582.562500 Penalty: 4369.617676 Iteration 31Q: 3 clusters Score -1045583 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1045585.187500 Penalty: 4369.617676 Iteration 32Q: 3 clusters Score -1045585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1045588.500000 Penalty: 4369.617676 Iteration 33Q: 3 clusters Score -1045588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1045589.625000 Penalty: 4369.617676 Iteration 34Q: 3 clusters Score -1045590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -1045590.125000 Penalty: 4369.617676 Iteration 35Q: 3 clusters Score -1045590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1045591.062500 Penalty: 4369.617676 Iteration 36Q: 3 clusters Score -1045591 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1045592.750000 Penalty: 4369.617676 Iteration 37Q: 3 clusters Score -1045593 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1045599.562500 Penalty: 4369.617676 Iteration 38Q: 3 clusters Score -1045600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1045604.000000 Penalty: 4369.617676 Iteration 39Q: 3 clusters Score -1045604 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1045606.750000 Penalty: 4369.617676 Iteration 40F: 3 clusters Score -1045607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1045608.500000 Penalty: 4369.617676 Iteration 41Q: 3 clusters Score -1045608 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1045611.375000 Penalty: 4369.617676 Iteration 42Q: 3 clusters Score -1045611 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1045610.312500 Penalty: 4369.617676 Iteration 43Q: 3 clusters Score -1045610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1045610.812500 Penalty: 4369.617676 Iteration 44Q: 3 clusters Score -1045611 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1045612.062500 Penalty: 4369.617676 Iteration 45Q: 3 clusters Score -1045612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1045613.562500 Penalty: 4369.617676 Iteration 46Q: 3 clusters Score -1045614 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1045614.875000 Penalty: 4369.617676 Iteration 47Q: 3 clusters Score -1045615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1045615.375000 Penalty: 4369.617676 Iteration 48Q: 3 clusters Score -1045615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1045615.875000 Penalty: 4369.617676 Iteration 49Q: 3 clusters Score -1045616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1045617.312500 Penalty: 4369.617676 Iteration 50Q: 3 clusters Score -1045617 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1045620.625000 Penalty: 4369.617676 Iteration 51Q: 3 clusters Score -1045621 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1045621.000000 Penalty: 4369.617676 Iteration 52Q: 3 clusters Score -1045621 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1045624.625000 Penalty: 4369.617676 Iteration 53Q: 3 clusters Score -1045625 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1045626.812500 Penalty: 4369.617676 Iteration 54Q: 3 clusters Score -1045627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1045629.812500 Penalty: 4369.617676 Iteration 55Q: 3 clusters Score -1045630 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1045630.687500 Penalty: 4369.617676 Iteration 56Q: 3 clusters Score -1045631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1045631.750000 Penalty: 4369.617676 Iteration 57Q: 3 clusters Score -1045632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1045632.875000 Penalty: 4369.617676 Iteration 58Q: 3 clusters Score -1045633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1045633.375000 Penalty: 4369.617676 Iteration 59Q: 3 clusters Score -1045633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1045637.625000 Penalty: 4369.617676 Iteration 60F: 3 clusters Score -1045638 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1045639.250000 Penalty: 4369.617676 Iteration 61Q: 3 clusters Score -1045639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1045646.062500 Penalty: 4369.617676 Iteration 62Q: 3 clusters Score -1045646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1045648.062500 Penalty: 4369.617676 Iteration 63Q: 3 clusters Score -1045648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1045649.312500 Penalty: 4369.617676 Iteration 64Q: 3 clusters Score -1045649 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1045650.687500 Penalty: 4369.617676 Iteration 65Q: 3 clusters Score -1045651 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1045651.187500 Penalty: 4369.617676 Iteration 66Q: 3 clusters Score -1045651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1045653.562500 Penalty: 4369.617676 Iteration 67Q: 3 clusters Score -1045654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1045655.750000 Penalty: 4369.617676 Iteration 68Q: 3 clusters Score -1045656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1045655.750000 Penalty: 4369.617676 Iteration 69F: 3 clusters Score -1045656 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Entering Unmasked Estep Score: -2180247.750000 Penalty: 2355.112305 Iteration 0F: 2 clusters Score -2180248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2170505.500000 Penalty: 4710.224609 Iteration 0F: 3 clusters Score -2170506 nChanged 5648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -2173610.500000 Penalty: 4710.224609 Iteration 1F: 3 clusters Score -2173610 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -2174043.500000 Penalty: 4710.224609 Iteration 2F: 3 clusters Score -2174044 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -2174464.000000 Penalty: 4710.224609 Iteration 3F: 3 clusters Score -2174464 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -2174914.500000 Penalty: 4710.224609 Iteration 4F: 3 clusters Score -2174914 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -2175422.750000 Penalty: 4710.224609 Iteration 5F: 3 clusters Score -2175423 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -2176058.000000 Penalty: 4710.224609 Iteration 6F: 3 clusters Score -2176058 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -2176883.000000 Penalty: 4710.224609 Iteration 7F: 3 clusters Score -2176883 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -2177732.000000 Penalty: 4710.224609 Iteration 8F: 3 clusters Score -2177732 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -2178472.250000 Penalty: 4710.224609 Iteration 9F: 3 clusters Score -2178472 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -2179085.000000 Penalty: 4710.224609 Iteration 10Q: 3 clusters Score -2179085 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -2179582.250000 Penalty: 4710.224609 Iteration 11Q: 3 clusters Score -2179582 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -2179863.500000 Penalty: 4710.224609 Iteration 12Q: 3 clusters Score -2179864 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -2180000.750000 Penalty: 4710.224609 Iteration 13Q: 3 clusters Score -2180001 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -2180052.250000 Penalty: 4710.224609 Iteration 14Q: 3 clusters Score -2180052 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -2180082.500000 Penalty: 4710.224609 Iteration 15Q: 3 clusters Score -2180082 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -2180100.500000 Penalty: 4710.224609 Iteration 16Q: 3 clusters Score -2180100 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2180104.500000 Penalty: 4710.224609 Iteration 17Q: 3 clusters Score -2180104 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2180115.000000 Penalty: 4710.224609 Iteration 18Q: 3 clusters Score -2180115 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2180114.750000 Penalty: 4710.224609 Iteration 19Q: 3 clusters Score -2180115 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -2180110.250000 Penalty: 4710.224609 Iteration 20F: 3 clusters Score -2180110 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2180115.000000 Penalty: 4710.224609 Iteration 21Q: 3 clusters Score -2180115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -2180113.750000 Penalty: 4710.224609 Iteration 22Q: 3 clusters Score -2180114 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -2180112.250000 Penalty: 4710.224609 Iteration 23Q: 3 clusters Score -2180112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2180112.750000 Penalty: 4710.224609 Iteration 24Q: 3 clusters Score -2180113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2180113.250000 Penalty: 4710.224609 Iteration 25Q: 3 clusters Score -2180113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2180114.250000 Penalty: 4710.224609 Iteration 26Q: 3 clusters Score -2180114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -2180113.250000 Penalty: 4710.224609 Iteration 27Q: 3 clusters Score -2180113 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -2180113.250000 Penalty: 4710.224609 Iteration 28F: 3 clusters Score -2180113 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -22710.724609 Penalty: 1272.214844 Iteration 0F: 2 clusters Score -22710.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21771.523438 Penalty: 2544.429688 Iteration 0F: 3 clusters Score -21771.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -21857.250000 Penalty: 2544.429688 Iteration 1F: 3 clusters Score -21857.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -21910.625000 Penalty: 2544.429688 Iteration 2Q: 3 clusters Score -21910.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -21920.400391 Penalty: 2544.429688 Iteration 3Q: 3 clusters Score -21920.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -21951.396484 Penalty: 2544.429688 Iteration 4Q: 3 clusters Score -21951.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -21988.449219 Penalty: 2544.429688 Iteration 5Q: 3 clusters Score -21988.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -21988.449219 Penalty: 2544.429688 Iteration 6F: 3 clusters Score -21988.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Entering Unmasked Estep Score: -1696343.250000 Penalty: 2299.688965 Iteration 0F: 2 clusters Score -1696343 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1688262.500000 Penalty: 4599.377930 Iteration 0F: 3 clusters Score -1688262 nChanged 4424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1690783.250000 Penalty: 4599.377930 Iteration 1F: 3 clusters Score -1690783 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1691216.250000 Penalty: 4599.377930 Iteration 2F: 3 clusters Score -1691216 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1691579.750000 Penalty: 4599.377930 Iteration 3F: 3 clusters Score -1691580 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1691898.375000 Penalty: 4599.377930 Iteration 4F: 3 clusters Score -1691898 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1692179.000000 Penalty: 4599.377930 Iteration 5Q: 3 clusters Score -1692179 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -1692416.875000 Penalty: 4599.377930 Iteration 6Q: 3 clusters Score -1692417 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -1692612.250000 Penalty: 4599.377930 Iteration 7Q: 3 clusters Score -1692612 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1692755.500000 Penalty: 4599.377930 Iteration 8Q: 3 clusters Score -1692756 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -1692895.250000 Penalty: 4599.377930 Iteration 9Q: 3 clusters Score -1692895 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1693033.000000 Penalty: 4599.377930 Iteration 10Q: 3 clusters Score -1693033 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -1693136.625000 Penalty: 4599.377930 Iteration 11Q: 3 clusters Score -1693137 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1693210.750000 Penalty: 4599.377930 Iteration 12Q: 3 clusters Score -1693211 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1693283.875000 Penalty: 4599.377930 Iteration 13Q: 3 clusters Score -1693284 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -1693346.750000 Penalty: 4599.377930 Iteration 14Q: 3 clusters Score -1693347 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1693409.875000 Penalty: 4599.377930 Iteration 15Q: 3 clusters Score -1693410 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -1693497.000000 Penalty: 4599.377930 Iteration 16Q: 3 clusters Score -1693497 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1693599.750000 Penalty: 4599.377930 Iteration 17Q: 3 clusters Score -1693600 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -1693696.625000 Penalty: 4599.377930 Iteration 18Q: 3 clusters Score -1693697 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1693788.000000 Penalty: 4599.377930 Iteration 19Q: 3 clusters Score -1693788 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -1693863.625000 Penalty: 4599.377930 Iteration 20F: 3 clusters Score -1693864 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1693934.250000 Penalty: 4599.377930 Iteration 21Q: 3 clusters Score -1693934 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1694001.000000 Penalty: 4599.377930 Iteration 22Q: 3 clusters Score -1694001 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -1694068.375000 Penalty: 4599.377930 Iteration 23Q: 3 clusters Score -1694068 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1694132.000000 Penalty: 4599.377930 Iteration 24Q: 3 clusters Score -1694132 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1694198.000000 Penalty: 4599.377930 Iteration 25Q: 3 clusters Score -1694198 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -1694269.875000 Penalty: 4599.377930 Iteration 26Q: 3 clusters Score -1694270 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1694327.875000 Penalty: 4599.377930 Iteration 27Q: 3 clusters Score -1694328 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1694380.500000 Penalty: 4599.377930 Iteration 28Q: 3 clusters Score -1694380 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -1694438.875000 Penalty: 4599.377930 Iteration 29Q: 3 clusters Score -1694439 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1694485.000000 Penalty: 4599.377930 Iteration 30Q: 3 clusters Score -1694485 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -1694519.625000 Penalty: 4599.377930 Iteration 31Q: 3 clusters Score -1694520 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1694551.250000 Penalty: 4599.377930 Iteration 32Q: 3 clusters Score -1694551 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -1694572.000000 Penalty: 4599.377930 Iteration 33Q: 3 clusters Score -1694572 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -1694585.625000 Penalty: 4599.377930 Iteration 34Q: 3 clusters Score -1694586 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -1694595.125000 Penalty: 4599.377930 Iteration 35Q: 3 clusters Score -1694595 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1694604.125000 Penalty: 4599.377930 Iteration 36Q: 3 clusters Score -1694604 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -1694610.375000 Penalty: 4599.377930 Iteration 37Q: 3 clusters Score -1694610 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -1694623.500000 Penalty: 4599.377930 Iteration 38Q: 3 clusters Score -1694624 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1694628.625000 Penalty: 4599.377930 Iteration 39Q: 3 clusters Score -1694629 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1694638.375000 Penalty: 4599.377930 Iteration 40F: 3 clusters Score -1694638 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1694650.250000 Penalty: 4599.377930 Iteration 41Q: 3 clusters Score -1694650 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -1694655.875000 Penalty: 4599.377930 Iteration 42Q: 3 clusters Score -1694656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -1694663.625000 Penalty: 4599.377930 Iteration 43Q: 3 clusters Score -1694664 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -1694667.125000 Penalty: 4599.377930 Iteration 44Q: 3 clusters Score -1694667 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -1694679.250000 Penalty: 4599.377930 Iteration 45Q: 3 clusters Score -1694679 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1694688.750000 Penalty: 4599.377930 Iteration 46Q: 3 clusters Score -1694689 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1694690.375000 Penalty: 4599.377930 Iteration 47Q: 3 clusters Score -1694690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1694692.375000 Penalty: 4599.377930 Iteration 48Q: 3 clusters Score -1694692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -1694689.500000 Penalty: 4599.377930 Iteration 49Q: 3 clusters Score -1694690 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -1694690.125000 Penalty: 4599.377930 Iteration 50Q: 3 clusters Score -1694690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -1694687.500000 Penalty: 4599.377930 Iteration 51Q: 3 clusters Score -1694688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -1694690.125000 Penalty: 4599.377930 Iteration 52Q: 3 clusters Score -1694690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1694692.250000 Penalty: 4599.377930 Iteration 53Q: 3 clusters Score -1694692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -1694693.500000 Penalty: 4599.377930 Iteration 54Q: 3 clusters Score -1694694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -1694691.000000 Penalty: 4599.377930 Iteration 55Q: 3 clusters Score -1694691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -1694690.625000 Penalty: 4599.377930 Iteration 56Q: 3 clusters Score -1694691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -1694691.750000 Penalty: 4599.377930 Iteration 57Q: 3 clusters Score -1694692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -1694694.000000 Penalty: 4599.377930 Iteration 58Q: 3 clusters Score -1694694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -1694691.750000 Penalty: 4599.377930 Iteration 59Q: 3 clusters Score -1694692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1694694.375000 Penalty: 4599.377930 Iteration 60F: 3 clusters Score -1694694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -1694694.875000 Penalty: 4599.377930 Iteration 61Q: 3 clusters Score -1694695 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -1694699.500000 Penalty: 4599.377930 Iteration 62Q: 3 clusters Score -1694700 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1694701.500000 Penalty: 4599.377930 Iteration 63Q: 3 clusters Score -1694702 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -1694702.250000 Penalty: 4599.377930 Iteration 64Q: 3 clusters Score -1694702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -1694704.625000 Penalty: 4599.377930 Iteration 65Q: 3 clusters Score -1694705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -1694706.500000 Penalty: 4599.377930 Iteration 66Q: 3 clusters Score -1694706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -1694704.875000 Penalty: 4599.377930 Iteration 67Q: 3 clusters Score -1694705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 8230 members Entering Unmasked Estep Score: -1694704.000000 Penalty: 4599.377930 Iteration 68Q: 3 clusters Score -1694704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -1694703.375000 Penalty: 4599.377930 Iteration 69Q: 3 clusters Score -1694703 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -1694705.375000 Penalty: 4599.377930 Iteration 70Q: 3 clusters Score -1694705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -1694705.500000 Penalty: 4599.377930 Iteration 71Q: 3 clusters Score -1694706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1694708.375000 Penalty: 4599.377930 Iteration 72Q: 3 clusters Score -1694708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -1694708.750000 Penalty: 4599.377930 Iteration 73Q: 3 clusters Score -1694709 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -1694709.250000 Penalty: 4599.377930 Iteration 74Q: 3 clusters Score -1694709 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -1694712.625000 Penalty: 4599.377930 Iteration 75Q: 3 clusters Score -1694713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1694711.375000 Penalty: 4599.377930 Iteration 76Q: 3 clusters Score -1694711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -1694713.125000 Penalty: 4599.377930 Iteration 77Q: 3 clusters Score -1694713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1694712.500000 Penalty: 4599.377930 Iteration 78Q: 3 clusters Score -1694712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1694714.625000 Penalty: 4599.377930 Iteration 79Q: 3 clusters Score -1694715 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1694715.875000 Penalty: 4599.377930 Iteration 80F: 3 clusters Score -1694716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1694712.125000 Penalty: 4599.377930 Iteration 81Q: 3 clusters Score -1694712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1694712.125000 Penalty: 4599.377930 Iteration 82F: 3 clusters Score -1694712 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Entering Unmasked Estep Score: -493052.406250 Penalty: 2002.435791 Iteration 0F: 2 clusters Score -493052.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -489806.875000 Penalty: 4004.871582 Iteration 0F: 3 clusters Score -489806.9 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -490761.625000 Penalty: 4004.871582 Iteration 1F: 3 clusters Score -490761.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -491136.750000 Penalty: 4004.871582 Iteration 2F: 3 clusters Score -491136.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -491385.687500 Penalty: 4004.871582 Iteration 3F: 3 clusters Score -491385.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -491540.125000 Penalty: 4004.871582 Iteration 4F: 3 clusters Score -491540.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -491650.343750 Penalty: 4004.871582 Iteration 5Q: 3 clusters Score -491650.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -491732.375000 Penalty: 4004.871582 Iteration 6Q: 3 clusters Score -491732.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -491807.968750 Penalty: 4004.871582 Iteration 7Q: 3 clusters Score -491808 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -491870.843750 Penalty: 4004.871582 Iteration 8Q: 3 clusters Score -491870.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -491935.187500 Penalty: 4004.871582 Iteration 9Q: 3 clusters Score -491935.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -491975.312500 Penalty: 4004.871582 Iteration 10Q: 3 clusters Score -491975.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -492008.406250 Penalty: 4004.871582 Iteration 11Q: 3 clusters Score -492008.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -492028.218750 Penalty: 4004.871582 Iteration 12Q: 3 clusters Score -492028.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -492039.562500 Penalty: 4004.871582 Iteration 13Q: 3 clusters Score -492039.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -492053.593750 Penalty: 4004.871582 Iteration 14Q: 3 clusters Score -492053.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -492060.593750 Penalty: 4004.871582 Iteration 15Q: 3 clusters Score -492060.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -492066.562500 Penalty: 4004.871582 Iteration 16Q: 3 clusters Score -492066.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -492069.718750 Penalty: 4004.871582 Iteration 17Q: 3 clusters Score -492069.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -492069.062500 Penalty: 4004.871582 Iteration 18Q: 3 clusters Score -492069.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -492069.062500 Penalty: 4004.871582 Iteration 19F: 3 clusters Score -492069.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Entering Unmasked Estep Score: -477878.625000 Penalty: 1989.597046 Iteration 0F: 2 clusters Score -477878.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -474604.500000 Penalty: 3979.194092 Iteration 0F: 3 clusters Score -474604.5 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -475358.250000 Penalty: 3979.194092 Iteration 1F: 3 clusters Score -475358.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -475603.250000 Penalty: 3979.194092 Iteration 2F: 3 clusters Score -475603.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -475734.625000 Penalty: 3979.194092 Iteration 3F: 3 clusters Score -475734.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -475811.937500 Penalty: 3979.194092 Iteration 4Q: 3 clusters Score -475811.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -475874.062500 Penalty: 3979.194092 Iteration 5Q: 3 clusters Score -475874.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -475936.187500 Penalty: 3979.194092 Iteration 6Q: 3 clusters Score -475936.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -476004.218750 Penalty: 3979.194092 Iteration 7Q: 3 clusters Score -476004.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -476113.781250 Penalty: 3979.194092 Iteration 8Q: 3 clusters Score -476113.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -476262.437500 Penalty: 3979.194092 Iteration 9Q: 3 clusters Score -476262.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -476421.656250 Penalty: 3979.194092 Iteration 10Q: 3 clusters Score -476421.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -476534.093750 Penalty: 3979.194092 Iteration 11Q: 3 clusters Score -476534.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -476638.562500 Penalty: 3979.194092 Iteration 12Q: 3 clusters Score -476638.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -476725.187500 Penalty: 3979.194092 Iteration 13Q: 3 clusters Score -476725.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -476784.125000 Penalty: 3979.194092 Iteration 14Q: 3 clusters Score -476784.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -476819.875000 Penalty: 3979.194092 Iteration 15Q: 3 clusters Score -476819.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -476859.656250 Penalty: 3979.194092 Iteration 16Q: 3 clusters Score -476859.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -476894.625000 Penalty: 3979.194092 Iteration 17Q: 3 clusters Score -476894.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -476911.937500 Penalty: 3979.194092 Iteration 18Q: 3 clusters Score -476911.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -476929.218750 Penalty: 3979.194092 Iteration 19Q: 3 clusters Score -476929.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -476946.156250 Penalty: 3979.194092 Iteration 20F: 3 clusters Score -476946.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -476958.375000 Penalty: 3979.194092 Iteration 21Q: 3 clusters Score -476958.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -476964.093750 Penalty: 3979.194092 Iteration 22Q: 3 clusters Score -476964.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -476972.968750 Penalty: 3979.194092 Iteration 23Q: 3 clusters Score -476973 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -476981.593750 Penalty: 3979.194092 Iteration 24Q: 3 clusters Score -476981.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -476985.750000 Penalty: 3979.194092 Iteration 25Q: 3 clusters Score -476985.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -476989.000000 Penalty: 3979.194092 Iteration 26Q: 3 clusters Score -476989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -476989.843750 Penalty: 3979.194092 Iteration 27Q: 3 clusters Score -476989.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -476989.281250 Penalty: 3979.194092 Iteration 28Q: 3 clusters Score -476989.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -476990.312500 Penalty: 3979.194092 Iteration 29Q: 3 clusters Score -476990.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -476990.312500 Penalty: 3979.194092 Iteration 30F: 3 clusters Score -476990.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Entering Unmasked Estep Score: -888271.500000 Penalty: 2128.718506 Iteration 0F: 2 clusters Score -888271.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -883474.937500 Penalty: 4257.437012 Iteration 0F: 3 clusters Score -883474.9 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -884715.375000 Penalty: 4257.437012 Iteration 1F: 3 clusters Score -884715.4 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -884984.875000 Penalty: 4257.437012 Iteration 2F: 3 clusters Score -884984.9 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -885249.812500 Penalty: 4257.437012 Iteration 3F: 3 clusters Score -885249.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -885533.812500 Penalty: 4257.437012 Iteration 4F: 3 clusters Score -885533.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -885870.687500 Penalty: 4257.437012 Iteration 5F: 3 clusters Score -885870.7 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -886163.687500 Penalty: 4257.437012 Iteration 6F: 3 clusters Score -886163.7 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -886405.312500 Penalty: 4257.437012 Iteration 7F: 3 clusters Score -886405.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -886588.000000 Penalty: 4257.437012 Iteration 8Q: 3 clusters Score -886588 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -886705.062500 Penalty: 4257.437012 Iteration 9Q: 3 clusters Score -886705.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -886770.437500 Penalty: 4257.437012 Iteration 10Q: 3 clusters Score -886770.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -886806.062500 Penalty: 4257.437012 Iteration 11Q: 3 clusters Score -886806.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -886831.500000 Penalty: 4257.437012 Iteration 12Q: 3 clusters Score -886831.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -886845.187500 Penalty: 4257.437012 Iteration 13Q: 3 clusters Score -886845.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -886857.812500 Penalty: 4257.437012 Iteration 14Q: 3 clusters Score -886857.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -886862.562500 Penalty: 4257.437012 Iteration 15Q: 3 clusters Score -886862.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -886865.625000 Penalty: 4257.437012 Iteration 16Q: 3 clusters Score -886865.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -886869.437500 Penalty: 4257.437012 Iteration 17Q: 3 clusters Score -886869.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -886870.500000 Penalty: 4257.437012 Iteration 18Q: 3 clusters Score -886870.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -886872.312500 Penalty: 4257.437012 Iteration 19Q: 3 clusters Score -886872.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -886872.375000 Penalty: 4257.437012 Iteration 20F: 3 clusters Score -886872.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -886873.687500 Penalty: 4257.437012 Iteration 21Q: 3 clusters Score -886873.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -886874.250000 Penalty: 4257.437012 Iteration 22Q: 3 clusters Score -886874.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -886875.812500 Penalty: 4257.437012 Iteration 23Q: 3 clusters Score -886875.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -886875.375000 Penalty: 4257.437012 Iteration 24Q: 3 clusters Score -886875.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -886876.375000 Penalty: 4257.437012 Iteration 25Q: 3 clusters Score -886876.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -886876.750000 Penalty: 4257.437012 Iteration 26Q: 3 clusters Score -886876.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -886876.750000 Penalty: 4257.437012 Iteration 27F: 3 clusters Score -886876.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Entering Unmasked Estep Score: -822546.375000 Penalty: 2108.364746 Iteration 0F: 2 clusters Score -822546.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -818070.375000 Penalty: 4216.729492 Iteration 0F: 3 clusters Score -818070.4 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -819053.875000 Penalty: 4216.729492 Iteration 1F: 3 clusters Score -819053.9 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -819286.437500 Penalty: 4216.729492 Iteration 2F: 3 clusters Score -819286.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -819440.437500 Penalty: 4216.729492 Iteration 3F: 3 clusters Score -819440.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -819564.687500 Penalty: 4216.729492 Iteration 4Q: 3 clusters Score -819564.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -819660.250000 Penalty: 4216.729492 Iteration 5Q: 3 clusters Score -819660.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -819746.437500 Penalty: 4216.729492 Iteration 6Q: 3 clusters Score -819746.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -819836.125000 Penalty: 4216.729492 Iteration 7Q: 3 clusters Score -819836.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -819922.062500 Penalty: 4216.729492 Iteration 8Q: 3 clusters Score -819922.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -819987.312500 Penalty: 4216.729492 Iteration 9Q: 3 clusters Score -819987.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -820034.187500 Penalty: 4216.729492 Iteration 10Q: 3 clusters Score -820034.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -820085.937500 Penalty: 4216.729492 Iteration 11Q: 3 clusters Score -820085.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -820142.187500 Penalty: 4216.729492 Iteration 12Q: 3 clusters Score -820142.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -820199.812500 Penalty: 4216.729492 Iteration 13Q: 3 clusters Score -820199.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -820253.125000 Penalty: 4216.729492 Iteration 14Q: 3 clusters Score -820253.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -820288.250000 Penalty: 4216.729492 Iteration 15Q: 3 clusters Score -820288.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -820317.750000 Penalty: 4216.729492 Iteration 16Q: 3 clusters Score -820317.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -820353.562500 Penalty: 4216.729492 Iteration 17Q: 3 clusters Score -820353.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -820381.062500 Penalty: 4216.729492 Iteration 18Q: 3 clusters Score -820381.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -820405.187500 Penalty: 4216.729492 Iteration 19Q: 3 clusters Score -820405.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -820422.562500 Penalty: 4216.729492 Iteration 20F: 3 clusters Score -820422.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -820436.187500 Penalty: 4216.729492 Iteration 21Q: 3 clusters Score -820436.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -820451.125000 Penalty: 4216.729492 Iteration 22Q: 3 clusters Score -820451.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -820464.437500 Penalty: 4216.729492 Iteration 23Q: 3 clusters Score -820464.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -820484.562500 Penalty: 4216.729492 Iteration 24Q: 3 clusters Score -820484.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -820497.000000 Penalty: 4216.729492 Iteration 25Q: 3 clusters Score -820497 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -820514.000000 Penalty: 4216.729492 Iteration 26Q: 3 clusters Score -820514 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -820523.437500 Penalty: 4216.729492 Iteration 27Q: 3 clusters Score -820523.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -820532.250000 Penalty: 4216.729492 Iteration 28Q: 3 clusters Score -820532.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -820540.875000 Penalty: 4216.729492 Iteration 29Q: 3 clusters Score -820540.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -820558.562500 Penalty: 4216.729492 Iteration 30Q: 3 clusters Score -820558.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -820574.875000 Penalty: 4216.729492 Iteration 31Q: 3 clusters Score -820574.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -820592.812500 Penalty: 4216.729492 Iteration 32Q: 3 clusters Score -820592.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -820601.687500 Penalty: 4216.729492 Iteration 33Q: 3 clusters Score -820601.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -820611.312500 Penalty: 4216.729492 Iteration 34Q: 3 clusters Score -820611.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -820617.062500 Penalty: 4216.729492 Iteration 35Q: 3 clusters Score -820617.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -820623.812500 Penalty: 4216.729492 Iteration 36Q: 3 clusters Score -820623.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -820627.187500 Penalty: 4216.729492 Iteration 37Q: 3 clusters Score -820627.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -820631.750000 Penalty: 4216.729492 Iteration 38Q: 3 clusters Score -820631.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -820632.312500 Penalty: 4216.729492 Iteration 39Q: 3 clusters Score -820632.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -820634.937500 Penalty: 4216.729492 Iteration 40F: 3 clusters Score -820634.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -820634.000000 Penalty: 4216.729492 Iteration 41Q: 3 clusters Score -820634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -820635.812500 Penalty: 4216.729492 Iteration 42Q: 3 clusters Score -820635.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -820636.375000 Penalty: 4216.729492 Iteration 43Q: 3 clusters Score -820636.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -820640.062500 Penalty: 4216.729492 Iteration 44Q: 3 clusters Score -820640.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -820642.937500 Penalty: 4216.729492 Iteration 45Q: 3 clusters Score -820642.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -820645.812500 Penalty: 4216.729492 Iteration 46Q: 3 clusters Score -820645.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -820650.875000 Penalty: 4216.729492 Iteration 47Q: 3 clusters Score -820650.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -820652.000000 Penalty: 4216.729492 Iteration 48Q: 3 clusters Score -820652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -820654.312500 Penalty: 4216.729492 Iteration 49Q: 3 clusters Score -820654.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -820656.562500 Penalty: 4216.729492 Iteration 50Q: 3 clusters Score -820656.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -820658.812500 Penalty: 4216.729492 Iteration 51Q: 3 clusters Score -820658.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -820662.062500 Penalty: 4216.729492 Iteration 52Q: 3 clusters Score -820662.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -820666.250000 Penalty: 4216.729492 Iteration 53Q: 3 clusters Score -820666.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -820671.062500 Penalty: 4216.729492 Iteration 54Q: 3 clusters Score -820671.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -820670.625000 Penalty: 4216.729492 Iteration 55Q: 3 clusters Score -820670.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -820671.687500 Penalty: 4216.729492 Iteration 56Q: 3 clusters Score -820671.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -820673.437500 Penalty: 4216.729492 Iteration 57Q: 3 clusters Score -820673.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -820680.687500 Penalty: 4216.729492 Iteration 58Q: 3 clusters Score -820680.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -820686.625000 Penalty: 4216.729492 Iteration 59Q: 3 clusters Score -820686.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -820693.687500 Penalty: 4216.729492 Iteration 60F: 3 clusters Score -820693.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -820711.312500 Penalty: 4216.729492 Iteration 61Q: 3 clusters Score -820711.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -820727.500000 Penalty: 4216.729492 Iteration 62Q: 3 clusters Score -820727.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -820744.562500 Penalty: 4216.729492 Iteration 63Q: 3 clusters Score -820744.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -820764.750000 Penalty: 4216.729492 Iteration 64Q: 3 clusters Score -820764.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -820802.687500 Penalty: 4216.729492 Iteration 65Q: 3 clusters Score -820802.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -820838.437500 Penalty: 4216.729492 Iteration 66Q: 3 clusters Score -820838.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -820863.812500 Penalty: 4216.729492 Iteration 67Q: 3 clusters Score -820863.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -820883.687500 Penalty: 4216.729492 Iteration 68Q: 3 clusters Score -820883.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -820902.125000 Penalty: 4216.729492 Iteration 69Q: 3 clusters Score -820902.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -820915.250000 Penalty: 4216.729492 Iteration 70Q: 3 clusters Score -820915.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -820924.000000 Penalty: 4216.729492 Iteration 71Q: 3 clusters Score -820924 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -820929.875000 Penalty: 4216.729492 Iteration 72Q: 3 clusters Score -820929.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -820936.500000 Penalty: 4216.729492 Iteration 73Q: 3 clusters Score -820936.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -820942.062500 Penalty: 4216.729492 Iteration 74Q: 3 clusters Score -820942.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -820944.812500 Penalty: 4216.729492 Iteration 75Q: 3 clusters Score -820944.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -820945.500000 Penalty: 4216.729492 Iteration 76Q: 3 clusters Score -820945.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -820948.875000 Penalty: 4216.729492 Iteration 77Q: 3 clusters Score -820948.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -820951.187500 Penalty: 4216.729492 Iteration 78Q: 3 clusters Score -820951.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -820952.375000 Penalty: 4216.729492 Iteration 79Q: 3 clusters Score -820952.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -820954.437500 Penalty: 4216.729492 Iteration 80F: 3 clusters Score -820954.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -60777.285156 Penalty: 1522.691406 Iteration 0F: 2 clusters Score -60777.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -59431.207031 Penalty: 3045.382812 Iteration 0F: 3 clusters Score -59431.21 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -59722.621094 Penalty: 3045.382812 Iteration 1F: 3 clusters Score -59722.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -59831.832031 Penalty: 3045.382812 Iteration 2F: 3 clusters Score -59831.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -59923.074219 Penalty: 3045.382812 Iteration 3Q: 3 clusters Score -59923.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -60002.289062 Penalty: 3045.382812 Iteration 4Q: 3 clusters Score -60002.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -60028.304688 Penalty: 3045.382812 Iteration 5Q: 3 clusters Score -60028.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -60053.347656 Penalty: 3045.382812 Iteration 6Q: 3 clusters Score -60053.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -60055.242188 Penalty: 3045.382812 Iteration 7Q: 3 clusters Score -60055.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -60055.242188 Penalty: 3045.382812 Iteration 8F: 3 clusters Score -60055.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (22179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22179 members Entering Unmasked Estep Score: -3738181.000000 Penalty: 2481.711426 Iteration 0F: 2 clusters Score -3738181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -3722704.250000 Penalty: 4963.422852 Iteration 0F: 3 clusters Score -3722704 nChanged 9767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -3727918.000000 Penalty: 4963.422852 Iteration 1F: 3 clusters Score -3727918 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -3728391.500000 Penalty: 4963.422852 Iteration 2F: 3 clusters Score -3728392 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13470 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -3728905.000000 Penalty: 4963.422852 Iteration 3F: 3 clusters Score -3728905 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14411 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -3729515.500000 Penalty: 4963.422852 Iteration 4F: 3 clusters Score -3729516 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -3730357.250000 Penalty: 4963.422852 Iteration 5F: 3 clusters Score -3730357 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16979 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -3731531.500000 Penalty: 4963.422852 Iteration 6F: 3 clusters Score -3731532 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -3732882.500000 Penalty: 4963.422852 Iteration 7F: 3 clusters Score -3732882 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19677 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -3734078.500000 Penalty: 4963.422852 Iteration 8F: 3 clusters Score -3734078 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20556 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -3734912.750000 Penalty: 4963.422852 Iteration 9Q: 3 clusters Score -3734913 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21095 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -3735472.000000 Penalty: 4963.422852 Iteration 10Q: 3 clusters Score -3735472 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21370 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -3735748.250000 Penalty: 4963.422852 Iteration 11Q: 3 clusters Score -3735748 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21524 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -3735914.500000 Penalty: 4963.422852 Iteration 12Q: 3 clusters Score -3735914 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21594 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -3735990.500000 Penalty: 4963.422852 Iteration 13Q: 3 clusters Score -3735990 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21637 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3736047.000000 Penalty: 4963.422852 Iteration 14Q: 3 clusters Score -3736047 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21666 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -3736091.000000 Penalty: 4963.422852 Iteration 15Q: 3 clusters Score -3736091 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21684 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -3736114.250000 Penalty: 4963.422852 Iteration 16Q: 3 clusters Score -3736114 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21694 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -3736126.500000 Penalty: 4963.422852 Iteration 17Q: 3 clusters Score -3736126 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -3736129.750000 Penalty: 4963.422852 Iteration 18Q: 3 clusters Score -3736130 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21712 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -3736142.750000 Penalty: 4963.422852 Iteration 19Q: 3 clusters Score -3736143 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21720 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -3736159.000000 Penalty: 4963.422852 Iteration 20F: 3 clusters Score -3736159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21725 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -3736164.000000 Penalty: 4963.422852 Iteration 21Q: 3 clusters Score -3736164 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21728 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -3736167.000000 Penalty: 4963.422852 Iteration 22Q: 3 clusters Score -3736167 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -3736168.500000 Penalty: 4963.422852 Iteration 23Q: 3 clusters Score -3736168 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21732 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -3736184.500000 Penalty: 4963.422852 Iteration 24Q: 3 clusters Score -3736184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21738 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -3736189.250000 Penalty: 4963.422852 Iteration 25Q: 3 clusters Score -3736189 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -3736194.250000 Penalty: 4963.422852 Iteration 26Q: 3 clusters Score -3736194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -3736194.250000 Penalty: 4963.422852 Iteration 27F: 3 clusters Score -3736194 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Entering Unmasked Estep Score: -1259752.750000 Penalty: 2217.275879 Iteration 0F: 2 clusters Score -1259753 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1253596.000000 Penalty: 4434.551758 Iteration 0F: 3 clusters Score -1253596 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1255278.500000 Penalty: 4434.551758 Iteration 1F: 3 clusters Score -1255278 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1255576.500000 Penalty: 4434.551758 Iteration 2F: 3 clusters Score -1255576 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1255777.500000 Penalty: 4434.551758 Iteration 3F: 3 clusters Score -1255778 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1255940.625000 Penalty: 4434.551758 Iteration 4Q: 3 clusters Score -1255941 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1256094.125000 Penalty: 4434.551758 Iteration 5Q: 3 clusters Score -1256094 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1256258.000000 Penalty: 4434.551758 Iteration 6Q: 3 clusters Score -1256258 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1256430.125000 Penalty: 4434.551758 Iteration 7Q: 3 clusters Score -1256430 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1256617.875000 Penalty: 4434.551758 Iteration 8Q: 3 clusters Score -1256618 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1256836.500000 Penalty: 4434.551758 Iteration 9Q: 3 clusters Score -1256836 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1257082.625000 Penalty: 4434.551758 Iteration 10Q: 3 clusters Score -1257083 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1257372.000000 Penalty: 4434.551758 Iteration 11Q: 3 clusters Score -1257372 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -1257642.500000 Penalty: 4434.551758 Iteration 12Q: 3 clusters Score -1257642 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1257858.125000 Penalty: 4434.551758 Iteration 13Q: 3 clusters Score -1257858 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1258007.875000 Penalty: 4434.551758 Iteration 14Q: 3 clusters Score -1258008 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1258112.500000 Penalty: 4434.551758 Iteration 15Q: 3 clusters Score -1258112 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1258165.000000 Penalty: 4434.551758 Iteration 16Q: 3 clusters Score -1258165 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1258195.000000 Penalty: 4434.551758 Iteration 17Q: 3 clusters Score -1258195 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1258208.125000 Penalty: 4434.551758 Iteration 18Q: 3 clusters Score -1258208 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -1258222.625000 Penalty: 4434.551758 Iteration 19Q: 3 clusters Score -1258223 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -1258230.750000 Penalty: 4434.551758 Iteration 20F: 3 clusters Score -1258231 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1258237.250000 Penalty: 4434.551758 Iteration 21Q: 3 clusters Score -1258237 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1258242.000000 Penalty: 4434.551758 Iteration 22Q: 3 clusters Score -1258242 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1258247.875000 Penalty: 4434.551758 Iteration 23Q: 3 clusters Score -1258248 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -1258248.250000 Penalty: 4434.551758 Iteration 24Q: 3 clusters Score -1258248 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1258253.875000 Penalty: 4434.551758 Iteration 25Q: 3 clusters Score -1258254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -1258255.250000 Penalty: 4434.551758 Iteration 26Q: 3 clusters Score -1258255 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1258254.875000 Penalty: 4434.551758 Iteration 27Q: 3 clusters Score -1258255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1258253.625000 Penalty: 4434.551758 Iteration 28Q: 3 clusters Score -1258254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1258255.500000 Penalty: 4434.551758 Iteration 29Q: 3 clusters Score -1258256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -1258254.750000 Penalty: 4434.551758 Iteration 30Q: 3 clusters Score -1258255 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -1258254.750000 Penalty: 4434.551758 Iteration 31F: 3 clusters Score -1258255 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Entering Unmasked Estep Score: -2165587.000000 Penalty: 2348.390137 Iteration 0F: 2 clusters Score -2165587 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -2156017.250000 Penalty: 4696.780273 Iteration 0F: 3 clusters Score -2156017 nChanged 5503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -2159036.250000 Penalty: 4696.780273 Iteration 1F: 3 clusters Score -2159036 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -2159686.250000 Penalty: 4696.780273 Iteration 2F: 3 clusters Score -2159686 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -2160587.000000 Penalty: 4696.780273 Iteration 3F: 3 clusters Score -2160587 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -2161683.000000 Penalty: 4696.780273 Iteration 4F: 3 clusters Score -2161683 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -2162587.000000 Penalty: 4696.780273 Iteration 5F: 3 clusters Score -2162587 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -2163120.750000 Penalty: 4696.780273 Iteration 6F: 3 clusters Score -2163121 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -2163427.000000 Penalty: 4696.780273 Iteration 7Q: 3 clusters Score -2163427 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -2163571.000000 Penalty: 4696.780273 Iteration 8Q: 3 clusters Score -2163571 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -2163655.500000 Penalty: 4696.780273 Iteration 9Q: 3 clusters Score -2163656 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -2163688.250000 Penalty: 4696.780273 Iteration 10Q: 3 clusters Score -2163688 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -2163715.750000 Penalty: 4696.780273 Iteration 11Q: 3 clusters Score -2163716 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -2163729.500000 Penalty: 4696.780273 Iteration 12Q: 3 clusters Score -2163730 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -2163739.000000 Penalty: 4696.780273 Iteration 13Q: 3 clusters Score -2163739 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -2163749.500000 Penalty: 4696.780273 Iteration 14Q: 3 clusters Score -2163750 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -2163756.500000 Penalty: 4696.780273 Iteration 15Q: 3 clusters Score -2163756 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -2163756.000000 Penalty: 4696.780273 Iteration 16Q: 3 clusters Score -2163756 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -2163763.750000 Penalty: 4696.780273 Iteration 17Q: 3 clusters Score -2163764 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2163769.250000 Penalty: 4696.780273 Iteration 18Q: 3 clusters Score -2163769 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -2163772.000000 Penalty: 4696.780273 Iteration 19Q: 3 clusters Score -2163772 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -2163770.750000 Penalty: 4696.780273 Iteration 20F: 3 clusters Score -2163771 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -2163777.000000 Penalty: 4696.780273 Iteration 21Q: 3 clusters Score -2163777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -2163782.250000 Penalty: 4696.780273 Iteration 22Q: 3 clusters Score -2163782 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -2163787.500000 Penalty: 4696.780273 Iteration 23Q: 3 clusters Score -2163788 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -2163789.250000 Penalty: 4696.780273 Iteration 24Q: 3 clusters Score -2163789 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -2163791.500000 Penalty: 4696.780273 Iteration 25Q: 3 clusters Score -2163792 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -2163786.500000 Penalty: 4696.780273 Iteration 26Q: 3 clusters Score -2163786 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -2163788.250000 Penalty: 4696.780273 Iteration 27Q: 3 clusters Score -2163788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2163792.000000 Penalty: 4696.780273 Iteration 28Q: 3 clusters Score -2163792 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -2163789.250000 Penalty: 4696.780273 Iteration 29Q: 3 clusters Score -2163789 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -2163793.500000 Penalty: 4696.780273 Iteration 30Q: 3 clusters Score -2163794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -2163793.500000 Penalty: 4696.780273 Iteration 31Q: 3 clusters Score -2163794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -2163793.500000 Penalty: 4696.780273 Iteration 32Q: 3 clusters Score -2163794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -2163794.000000 Penalty: 4696.780273 Iteration 33Q: 3 clusters Score -2163794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -2163795.500000 Penalty: 4696.780273 Iteration 34Q: 3 clusters Score -2163796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -2163797.000000 Penalty: 4696.780273 Iteration 35Q: 3 clusters Score -2163797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -2163796.000000 Penalty: 4696.780273 Iteration 36Q: 3 clusters Score -2163796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -2163797.250000 Penalty: 4696.780273 Iteration 37Q: 3 clusters Score -2163797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -2163797.000000 Penalty: 4696.780273 Iteration 38Q: 3 clusters Score -2163797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -2163797.750000 Penalty: 4696.780273 Iteration 39Q: 3 clusters Score -2163798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -2163796.750000 Penalty: 4696.780273 Iteration 40F: 3 clusters Score -2163797 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -2163798.250000 Penalty: 4696.780273 Iteration 41Q: 3 clusters Score -2163798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -2163799.000000 Penalty: 4696.780273 Iteration 42Q: 3 clusters Score -2163799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -2163799.000000 Penalty: 4696.780273 Iteration 43Q: 3 clusters Score -2163799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -2163799.000000 Penalty: 4696.780273 Iteration 44Q: 3 clusters Score -2163799 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -2163800.750000 Penalty: 4696.780273 Iteration 45Q: 3 clusters Score -2163801 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -2163802.250000 Penalty: 4696.780273 Iteration 46Q: 3 clusters Score -2163802 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -2163803.500000 Penalty: 4696.780273 Iteration 47Q: 3 clusters Score -2163804 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -2163803.750000 Penalty: 4696.780273 Iteration 48Q: 3 clusters Score -2163804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -2163808.750000 Penalty: 4696.780273 Iteration 49Q: 3 clusters Score -2163809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -2163806.500000 Penalty: 4696.780273 Iteration 50Q: 3 clusters Score -2163806 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -2163809.000000 Penalty: 4696.780273 Iteration 51Q: 3 clusters Score -2163809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -2163810.250000 Penalty: 4696.780273 Iteration 52Q: 3 clusters Score -2163810 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -2163808.500000 Penalty: 4696.780273 Iteration 53Q: 3 clusters Score -2163808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -2163814.250000 Penalty: 4696.780273 Iteration 54Q: 3 clusters Score -2163814 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -2163812.500000 Penalty: 4696.780273 Iteration 55Q: 3 clusters Score -2163812 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -2163823.500000 Penalty: 4696.780273 Iteration 56Q: 3 clusters Score -2163824 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -2163825.500000 Penalty: 4696.780273 Iteration 57Q: 3 clusters Score -2163826 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -2163824.250000 Penalty: 4696.780273 Iteration 58Q: 3 clusters Score -2163824 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -2163827.500000 Penalty: 4696.780273 Iteration 59Q: 3 clusters Score -2163828 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -2163830.500000 Penalty: 4696.780273 Iteration 60F: 3 clusters Score -2163830 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -2163838.500000 Penalty: 4696.780273 Iteration 61Q: 3 clusters Score -2163838 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -2163847.500000 Penalty: 4696.780273 Iteration 62Q: 3 clusters Score -2163848 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -2163851.250000 Penalty: 4696.780273 Iteration 63Q: 3 clusters Score -2163851 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -2163858.000000 Penalty: 4696.780273 Iteration 64Q: 3 clusters Score -2163858 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -2163858.750000 Penalty: 4696.780273 Iteration 65Q: 3 clusters Score -2163859 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -2163862.750000 Penalty: 4696.780273 Iteration 66Q: 3 clusters Score -2163863 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -2163867.500000 Penalty: 4696.780273 Iteration 67Q: 3 clusters Score -2163868 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -2163870.000000 Penalty: 4696.780273 Iteration 68Q: 3 clusters Score -2163870 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -2163867.500000 Penalty: 4696.780273 Iteration 69Q: 3 clusters Score -2163868 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -2163873.500000 Penalty: 4696.780273 Iteration 70Q: 3 clusters Score -2163874 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -2163880.000000 Penalty: 4696.780273 Iteration 71Q: 3 clusters Score -2163880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -2163877.000000 Penalty: 4696.780273 Iteration 72Q: 3 clusters Score -2163877 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -2163882.250000 Penalty: 4696.780273 Iteration 73Q: 3 clusters Score -2163882 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -2163885.000000 Penalty: 4696.780273 Iteration 74Q: 3 clusters Score -2163885 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -2163885.000000 Penalty: 4696.780273 Iteration 75Q: 3 clusters Score -2163885 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -2163883.750000 Penalty: 4696.780273 Iteration 76Q: 3 clusters Score -2163884 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -2163884.500000 Penalty: 4696.780273 Iteration 77Q: 3 clusters Score -2163884 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -2163889.500000 Penalty: 4696.780273 Iteration 78Q: 3 clusters Score -2163890 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -2163890.250000 Penalty: 4696.780273 Iteration 79Q: 3 clusters Score -2163890 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -2163889.500000 Penalty: 4696.780273 Iteration 80F: 3 clusters Score -2163890 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -2163888.750000 Penalty: 4696.780273 Iteration 81Q: 3 clusters Score -2163889 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -2163891.500000 Penalty: 4696.780273 Iteration 82Q: 3 clusters Score -2163892 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -2163893.000000 Penalty: 4696.780273 Iteration 83Q: 3 clusters Score -2163893 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -2163893.500000 Penalty: 4696.780273 Iteration 84Q: 3 clusters Score -2163894 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -2163901.500000 Penalty: 4696.780273 Iteration 85Q: 3 clusters Score -2163902 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -2163906.500000 Penalty: 4696.780273 Iteration 86Q: 3 clusters Score -2163906 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -2163907.750000 Penalty: 4696.780273 Iteration 87Q: 3 clusters Score -2163908 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -2163910.500000 Penalty: 4696.780273 Iteration 88Q: 3 clusters Score -2163910 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -2163920.750000 Penalty: 4696.780273 Iteration 89Q: 3 clusters Score -2163921 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -2163918.750000 Penalty: 4696.780273 Iteration 90Q: 3 clusters Score -2163919 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -2163920.500000 Penalty: 4696.780273 Iteration 91Q: 3 clusters Score -2163920 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -2163920.500000 Penalty: 4696.780273 Iteration 92Q: 3 clusters Score -2163920 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -2163920.500000 Penalty: 4696.780273 Iteration 93Q: 3 clusters Score -2163920 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -2163926.000000 Penalty: 4696.780273 Iteration 94Q: 3 clusters Score -2163926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -2163928.000000 Penalty: 4696.780273 Iteration 95Q: 3 clusters Score -2163928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -2163933.750000 Penalty: 4696.780273 Iteration 96Q: 3 clusters Score -2163934 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -2163930.250000 Penalty: 4696.780273 Iteration 97Q: 3 clusters Score -2163930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2163927.500000 Penalty: 4696.780273 Iteration 98Q: 3 clusters Score -2163928 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -2163933.500000 Penalty: 4696.780273 Iteration 99Q: 3 clusters Score -2163934 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -2163936.250000 Penalty: 4696.780273 Iteration 100F: 3 clusters Score -2163936 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -2163941.750000 Penalty: 4696.780273 Iteration 101Q: 3 clusters Score -2163942 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -2163947.500000 Penalty: 4696.780273 Iteration 102Q: 3 clusters Score -2163948 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -2163950.000000 Penalty: 4696.780273 Iteration 103Q: 3 clusters Score -2163950 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -2163948.250000 Penalty: 4696.780273 Iteration 104Q: 3 clusters Score -2163948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -2163949.750000 Penalty: 4696.780273 Iteration 105Q: 3 clusters Score -2163950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -2163951.750000 Penalty: 4696.780273 Iteration 106Q: 3 clusters Score -2163952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -2163951.000000 Penalty: 4696.780273 Iteration 107Q: 3 clusters Score -2163951 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -2163953.250000 Penalty: 4696.780273 Iteration 108Q: 3 clusters Score -2163953 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -2163955.250000 Penalty: 4696.780273 Iteration 109Q: 3 clusters Score -2163955 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -2163951.000000 Penalty: 4696.780273 Iteration 110Q: 3 clusters Score -2163951 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -2163959.250000 Penalty: 4696.780273 Iteration 111Q: 3 clusters Score -2163959 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -2163959.750000 Penalty: 4696.780273 Iteration 112Q: 3 clusters Score -2163960 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -2163966.250000 Penalty: 4696.780273 Iteration 113Q: 3 clusters Score -2163966 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -2163974.750000 Penalty: 4696.780273 Iteration 114Q: 3 clusters Score -2163975 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -2163974.750000 Penalty: 4696.780273 Iteration 115Q: 3 clusters Score -2163975 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -2163975.750000 Penalty: 4696.780273 Iteration 116Q: 3 clusters Score -2163976 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -2163983.000000 Penalty: 4696.780273 Iteration 117Q: 3 clusters Score -2163983 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -2163982.250000 Penalty: 4696.780273 Iteration 118Q: 3 clusters Score -2163982 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -2163986.750000 Penalty: 4696.780273 Iteration 119Q: 3 clusters Score -2163987 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -2163994.750000 Penalty: 4696.780273 Iteration 120F: 3 clusters Score -2163995 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -2163997.250000 Penalty: 4696.780273 Iteration 121Q: 3 clusters Score -2163997 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -2164002.000000 Penalty: 4696.780273 Iteration 122Q: 3 clusters Score -2164002 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -2164006.000000 Penalty: 4696.780273 Iteration 123Q: 3 clusters Score -2164006 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -2164008.750000 Penalty: 4696.780273 Iteration 124Q: 3 clusters Score -2164009 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -2164008.500000 Penalty: 4696.780273 Iteration 125Q: 3 clusters Score -2164008 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -2164014.750000 Penalty: 4696.780273 Iteration 126Q: 3 clusters Score -2164015 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -2164016.500000 Penalty: 4696.780273 Iteration 127Q: 3 clusters Score -2164016 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -2164027.250000 Penalty: 4696.780273 Iteration 128Q: 3 clusters Score -2164027 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -2164033.000000 Penalty: 4696.780273 Iteration 129Q: 3 clusters Score -2164033 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -2164057.750000 Penalty: 4696.780273 Iteration 130Q: 3 clusters Score -2164058 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -2164067.250000 Penalty: 4696.780273 Iteration 131Q: 3 clusters Score -2164067 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -2164075.500000 Penalty: 4696.780273 Iteration 132Q: 3 clusters Score -2164076 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2164085.250000 Penalty: 4696.780273 Iteration 133Q: 3 clusters Score -2164085 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -2164101.000000 Penalty: 4696.780273 Iteration 134Q: 3 clusters Score -2164101 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -2164105.250000 Penalty: 4696.780273 Iteration 135Q: 3 clusters Score -2164105 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -2164115.250000 Penalty: 4696.780273 Iteration 136Q: 3 clusters Score -2164115 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -2164118.750000 Penalty: 4696.780273 Iteration 137Q: 3 clusters Score -2164119 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -2164124.750000 Penalty: 4696.780273 Iteration 138Q: 3 clusters Score -2164125 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -2164138.500000 Penalty: 4696.780273 Iteration 139Q: 3 clusters Score -2164138 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -2164142.000000 Penalty: 4696.780273 Iteration 140F: 3 clusters Score -2164142 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -2164145.500000 Penalty: 4696.780273 Iteration 141Q: 3 clusters Score -2164146 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -2164145.000000 Penalty: 4696.780273 Iteration 142Q: 3 clusters Score -2164145 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -2164162.500000 Penalty: 4696.780273 Iteration 143Q: 3 clusters Score -2164162 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -2164170.500000 Penalty: 4696.780273 Iteration 144Q: 3 clusters Score -2164170 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -2164174.000000 Penalty: 4696.780273 Iteration 145Q: 3 clusters Score -2164174 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -2164182.250000 Penalty: 4696.780273 Iteration 146Q: 3 clusters Score -2164182 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -2164183.250000 Penalty: 4696.780273 Iteration 147Q: 3 clusters Score -2164183 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -2164186.250000 Penalty: 4696.780273 Iteration 148Q: 3 clusters Score -2164186 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -2164190.750000 Penalty: 4696.780273 Iteration 149Q: 3 clusters Score -2164191 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -2164203.250000 Penalty: 4696.780273 Iteration 150Q: 3 clusters Score -2164203 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -2164203.500000 Penalty: 4696.780273 Iteration 151Q: 3 clusters Score -2164204 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -2164211.500000 Penalty: 4696.780273 Iteration 152Q: 3 clusters Score -2164212 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -2164216.500000 Penalty: 4696.780273 Iteration 153Q: 3 clusters Score -2164216 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -2164220.000000 Penalty: 4696.780273 Iteration 154Q: 3 clusters Score -2164220 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -2164225.750000 Penalty: 4696.780273 Iteration 155Q: 3 clusters Score -2164226 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -2164228.000000 Penalty: 4696.780273 Iteration 156Q: 3 clusters Score -2164228 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -2164232.500000 Penalty: 4696.780273 Iteration 157Q: 3 clusters Score -2164232 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -2164238.500000 Penalty: 4696.780273 Iteration 158Q: 3 clusters Score -2164238 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -2164240.250000 Penalty: 4696.780273 Iteration 159Q: 3 clusters Score -2164240 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -2164240.750000 Penalty: 4696.780273 Iteration 160F: 3 clusters Score -2164241 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -2164247.500000 Penalty: 4696.780273 Iteration 161Q: 3 clusters Score -2164248 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2164250.000000 Penalty: 4696.780273 Iteration 162Q: 3 clusters Score -2164250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -2164249.000000 Penalty: 4696.780273 Iteration 163Q: 3 clusters Score -2164249 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -2164242.000000 Penalty: 4696.780273 Iteration 164Q: 3 clusters Score -2164242 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2164247.000000 Penalty: 4696.780273 Iteration 165Q: 3 clusters Score -2164247 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -2164249.000000 Penalty: 4696.780273 Iteration 166Q: 3 clusters Score -2164249 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -2164255.750000 Penalty: 4696.780273 Iteration 167Q: 3 clusters Score -2164256 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -2164255.000000 Penalty: 4696.780273 Iteration 168Q: 3 clusters Score -2164255 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -2164260.250000 Penalty: 4696.780273 Iteration 169Q: 3 clusters Score -2164260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -2164259.250000 Penalty: 4696.780273 Iteration 170Q: 3 clusters Score -2164259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -2164263.750000 Penalty: 4696.780273 Iteration 171Q: 3 clusters Score -2164264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -2164267.750000 Penalty: 4696.780273 Iteration 172Q: 3 clusters Score -2164268 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -2164269.250000 Penalty: 4696.780273 Iteration 173Q: 3 clusters Score -2164269 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -2164270.250000 Penalty: 4696.780273 Iteration 174Q: 3 clusters Score -2164270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -2164274.250000 Penalty: 4696.780273 Iteration 175Q: 3 clusters Score -2164274 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -2164274.000000 Penalty: 4696.780273 Iteration 176Q: 3 clusters Score -2164274 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -2164276.750000 Penalty: 4696.780273 Iteration 177Q: 3 clusters Score -2164277 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -2164279.500000 Penalty: 4696.780273 Iteration 178Q: 3 clusters Score -2164280 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -2164281.250000 Penalty: 4696.780273 Iteration 179Q: 3 clusters Score -2164281 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -2164285.250000 Penalty: 4696.780273 Iteration 180F: 3 clusters Score -2164285 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -2164285.750000 Penalty: 4696.780273 Iteration 181Q: 3 clusters Score -2164286 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -2164285.750000 Penalty: 4696.780273 Iteration 182Q: 3 clusters Score -2164286 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -2164291.500000 Penalty: 4696.780273 Iteration 183Q: 3 clusters Score -2164292 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -2164292.750000 Penalty: 4696.780273 Iteration 184Q: 3 clusters Score -2164293 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -2164287.500000 Penalty: 4696.780273 Iteration 185Q: 3 clusters Score -2164288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -2164294.500000 Penalty: 4696.780273 Iteration 186Q: 3 clusters Score -2164294 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -2164302.750000 Penalty: 4696.780273 Iteration 187Q: 3 clusters Score -2164303 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -2164312.250000 Penalty: 4696.780273 Iteration 188Q: 3 clusters Score -2164312 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 8256 members Entering Unmasked Estep Score: -2164312.500000 Penalty: 4696.780273 Iteration 189Q: 3 clusters Score -2164312 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -2164313.000000 Penalty: 4696.780273 Iteration 190Q: 3 clusters Score -2164313 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -2164312.500000 Penalty: 4696.780273 Iteration 191Q: 3 clusters Score -2164312 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -2164317.000000 Penalty: 4696.780273 Iteration 192Q: 3 clusters Score -2164317 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -2164320.000000 Penalty: 4696.780273 Iteration 193Q: 3 clusters Score -2164320 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -2164321.000000 Penalty: 4696.780273 Iteration 194Q: 3 clusters Score -2164321 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -2164320.750000 Penalty: 4696.780273 Iteration 195Q: 3 clusters Score -2164321 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -2164318.750000 Penalty: 4696.780273 Iteration 196Q: 3 clusters Score -2164319 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -2164323.250000 Penalty: 4696.780273 Iteration 197Q: 3 clusters Score -2164323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -2164319.500000 Penalty: 4696.780273 Iteration 198Q: 3 clusters Score -2164320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -2164319.750000 Penalty: 4696.780273 Iteration 199Q: 3 clusters Score -2164320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 8381 members Entering Unmasked Estep Score: -2164324.250000 Penalty: 4696.780273 Iteration 200F: 3 clusters Score -2164324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -2164325.000000 Penalty: 4696.780273 Iteration 201Q: 3 clusters Score -2164325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -2164327.000000 Penalty: 4696.780273 Iteration 202Q: 3 clusters Score -2164327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -2164324.500000 Penalty: 4696.780273 Iteration 203Q: 3 clusters Score -2164324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 8390 members Entering Unmasked Estep Score: -2164327.250000 Penalty: 4696.780273 Iteration 204Q: 3 clusters Score -2164327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 8392 members Entering Unmasked Estep Score: -2164325.750000 Penalty: 4696.780273 Iteration 205Q: 3 clusters Score -2164326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -2164327.000000 Penalty: 4696.780273 Iteration 206Q: 3 clusters Score -2164327 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -2164325.750000 Penalty: 4696.780273 Iteration 207Q: 3 clusters Score -2164326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -2164326.250000 Penalty: 4696.780273 Iteration 208Q: 3 clusters Score -2164326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -2164329.500000 Penalty: 4696.780273 Iteration 209Q: 3 clusters Score -2164330 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -2164327.500000 Penalty: 4696.780273 Iteration 210Q: 3 clusters Score -2164328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -2164328.500000 Penalty: 4696.780273 Iteration 211Q: 3 clusters Score -2164328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -2164327.750000 Penalty: 4696.780273 Iteration 212Q: 3 clusters Score -2164328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -2164327.000000 Penalty: 4696.780273 Iteration 213Q: 3 clusters Score -2164327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -2164327.000000 Penalty: 4696.780273 Iteration 214Q: 3 clusters Score -2164327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -2164328.500000 Penalty: 4696.780273 Iteration 215Q: 3 clusters Score -2164328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -2164327.750000 Penalty: 4696.780273 Iteration 216Q: 3 clusters Score -2164328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -2164327.750000 Penalty: 4696.780273 Iteration 217Q: 3 clusters Score -2164328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -2164328.250000 Penalty: 4696.780273 Iteration 218Q: 3 clusters Score -2164328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -2164328.250000 Penalty: 4696.780273 Iteration 219Q: 3 clusters Score -2164328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -2164331.750000 Penalty: 4696.780273 Iteration 220F: 3 clusters Score -2164332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -2164327.750000 Penalty: 4696.780273 Iteration 221Q: 3 clusters Score -2164328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -2164326.750000 Penalty: 4696.780273 Iteration 222Q: 3 clusters Score -2164327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -2164328.000000 Penalty: 4696.780273 Iteration 223Q: 3 clusters Score -2164328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -2164328.250000 Penalty: 4696.780273 Iteration 224Q: 3 clusters Score -2164328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -2164326.500000 Penalty: 4696.780273 Iteration 225Q: 3 clusters Score -2164326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 8447 members Entering Unmasked Estep Score: -2164326.750000 Penalty: 4696.780273 Iteration 226Q: 3 clusters Score -2164327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -2164328.750000 Penalty: 4696.780273 Iteration 227Q: 3 clusters Score -2164329 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -2164329.750000 Penalty: 4696.780273 Iteration 228Q: 3 clusters Score -2164330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -2164330.500000 Penalty: 4696.780273 Iteration 229Q: 3 clusters Score -2164330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -2164334.000000 Penalty: 4696.780273 Iteration 230Q: 3 clusters Score -2164334 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -2164335.750000 Penalty: 4696.780273 Iteration 231Q: 3 clusters Score -2164336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -2164334.250000 Penalty: 4696.780273 Iteration 232Q: 3 clusters Score -2164334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -2164339.000000 Penalty: 4696.780273 Iteration 233Q: 3 clusters Score -2164339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -2164337.250000 Penalty: 4696.780273 Iteration 234Q: 3 clusters Score -2164337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -2164338.750000 Penalty: 4696.780273 Iteration 235Q: 3 clusters Score -2164339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -2164338.000000 Penalty: 4696.780273 Iteration 236Q: 3 clusters Score -2164338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -2164335.750000 Penalty: 4696.780273 Iteration 237Q: 3 clusters Score -2164336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -2164334.750000 Penalty: 4696.780273 Iteration 238Q: 3 clusters Score -2164335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -2164335.000000 Penalty: 4696.780273 Iteration 239Q: 3 clusters Score -2164335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 8488 members Entering Unmasked Estep Score: -2164336.250000 Penalty: 4696.780273 Iteration 240F: 3 clusters Score -2164336 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Entering Unmasked Estep Score: -52291.460938 Penalty: 1452.057861 Iteration 0F: 2 clusters Score -52291.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -50987.378906 Penalty: 2904.115723 Iteration 0F: 3 clusters Score -50987.38 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -51133.437500 Penalty: 2904.115723 Iteration 1F: 3 clusters Score -51133.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -51158.746094 Penalty: 2904.115723 Iteration 2Q: 3 clusters Score -51158.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -51176.804688 Penalty: 2904.115723 Iteration 3Q: 3 clusters Score -51176.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -51179.988281 Penalty: 2904.115723 Iteration 4Q: 3 clusters Score -51179.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51183.191406 Penalty: 2904.115723 Iteration 5Q: 3 clusters Score -51183.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51183.191406 Penalty: 2904.115723 Iteration 6F: 3 clusters Score -51183.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (46966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46966 members Entering Unmasked Estep Score: -7679788.000000 Penalty: 2667.780518 Iteration 0F: 2 clusters Score -7679788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23551 members Mstep: Class 2 contains 23415 members Entering Unmasked Estep Score: -7648275.500000 Penalty: 5335.561035 Iteration 0F: 3 clusters Score -7648276 nChanged 21681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24104 members Mstep: Class 2 contains 22862 members Entering Unmasked Estep Score: -7660269.500000 Penalty: 5335.561035 Iteration 1F: 3 clusters Score -7660270 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24428 members Mstep: Class 2 contains 22538 members Entering Unmasked Estep Score: -7660974.500000 Penalty: 5335.561035 Iteration 2Q: 3 clusters Score -7660974 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24870 members Mstep: Class 2 contains 22096 members Entering Unmasked Estep Score: -7661785.500000 Penalty: 5335.561035 Iteration 3Q: 3 clusters Score -7661786 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25426 members Mstep: Class 2 contains 21540 members Entering Unmasked Estep Score: -7662826.500000 Penalty: 5335.561035 Iteration 4Q: 3 clusters Score -7662826 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26200 members Mstep: Class 2 contains 20766 members Entering Unmasked Estep Score: -7664072.500000 Penalty: 5335.561035 Iteration 5F: 3 clusters Score -7664072 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27307 members Mstep: Class 2 contains 19659 members Entering Unmasked Estep Score: -7665557.500000 Penalty: 5335.561035 Iteration 6F: 3 clusters Score -7665558 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28715 members Mstep: Class 2 contains 18251 members Entering Unmasked Estep Score: -7667053.500000 Penalty: 5335.561035 Iteration 7F: 3 clusters Score -7667054 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30361 members Mstep: Class 2 contains 16605 members Entering Unmasked Estep Score: -7668548.000000 Penalty: 5335.561035 Iteration 8F: 3 clusters Score -7668548 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32217 members Mstep: Class 2 contains 14749 members Entering Unmasked Estep Score: -7670183.000000 Penalty: 5335.561035 Iteration 9F: 3 clusters Score -7670183 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34152 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -7671749.000000 Penalty: 5335.561035 Iteration 10Q: 3 clusters Score -7671749 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36034 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -7673210.000000 Penalty: 5335.561035 Iteration 11Q: 3 clusters Score -7673210 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37739 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -7674627.000000 Penalty: 5335.561035 Iteration 12Q: 3 clusters Score -7674627 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39164 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -7675701.500000 Penalty: 5335.561035 Iteration 13Q: 3 clusters Score -7675702 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40382 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -7676534.000000 Penalty: 5335.561035 Iteration 14Q: 3 clusters Score -7676534 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41310 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -7677243.000000 Penalty: 5335.561035 Iteration 15Q: 3 clusters Score -7677243 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42093 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -7677859.000000 Penalty: 5335.561035 Iteration 16Q: 3 clusters Score -7677859 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42664 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -7678281.000000 Penalty: 5335.561035 Iteration 17Q: 3 clusters Score -7678281 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43093 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -7678559.500000 Penalty: 5335.561035 Iteration 18Q: 3 clusters Score -7678560 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43384 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -7678706.500000 Penalty: 5335.561035 Iteration 19Q: 3 clusters Score -7678706 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43638 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -7678846.500000 Penalty: 5335.561035 Iteration 20F: 3 clusters Score -7678846 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43821 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -7678902.500000 Penalty: 5335.561035 Iteration 21Q: 3 clusters Score -7678902 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43960 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -7678954.500000 Penalty: 5335.561035 Iteration 22Q: 3 clusters Score -7678954 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44069 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -7678983.500000 Penalty: 5335.561035 Iteration 23Q: 3 clusters Score -7678984 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44171 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -7679026.500000 Penalty: 5335.561035 Iteration 24Q: 3 clusters Score -7679026 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44252 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -7679060.500000 Penalty: 5335.561035 Iteration 25Q: 3 clusters Score -7679060 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44319 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -7679095.500000 Penalty: 5335.561035 Iteration 26Q: 3 clusters Score -7679096 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44370 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -7679106.000000 Penalty: 5335.561035 Iteration 27Q: 3 clusters Score -7679106 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44411 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -7679133.000000 Penalty: 5335.561035 Iteration 28Q: 3 clusters Score -7679133 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44446 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -7679132.500000 Penalty: 5335.561035 Iteration 29Q: 3 clusters Score -7679132 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44475 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -7679122.500000 Penalty: 5335.561035 Iteration 30Q: 3 clusters Score -7679122 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44503 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -7679138.000000 Penalty: 5335.561035 Iteration 31Q: 3 clusters Score -7679138 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44529 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -7679142.500000 Penalty: 5335.561035 Iteration 32Q: 3 clusters Score -7679142 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44553 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -7679169.500000 Penalty: 5335.561035 Iteration 33Q: 3 clusters Score -7679170 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44575 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -7679163.500000 Penalty: 5335.561035 Iteration 34Q: 3 clusters Score -7679164 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44595 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -7679172.500000 Penalty: 5335.561035 Iteration 35Q: 3 clusters Score -7679172 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44613 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -7679164.500000 Penalty: 5335.561035 Iteration 36Q: 3 clusters Score -7679164 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44626 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -7679178.500000 Penalty: 5335.561035 Iteration 37Q: 3 clusters Score -7679178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44638 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -7679181.500000 Penalty: 5335.561035 Iteration 38Q: 3 clusters Score -7679182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44642 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -7679182.500000 Penalty: 5335.561035 Iteration 39Q: 3 clusters Score -7679182 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44651 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -7679183.500000 Penalty: 5335.561035 Iteration 40F: 3 clusters Score -7679184 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44660 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -7679192.500000 Penalty: 5335.561035 Iteration 41Q: 3 clusters Score -7679192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44667 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -7679187.000000 Penalty: 5335.561035 Iteration 42Q: 3 clusters Score -7679187 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44673 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -7679198.500000 Penalty: 5335.561035 Iteration 43Q: 3 clusters Score -7679198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44676 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -7679200.500000 Penalty: 5335.561035 Iteration 44Q: 3 clusters Score -7679200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44682 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -7679191.000000 Penalty: 5335.561035 Iteration 45Q: 3 clusters Score -7679191 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44686 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -7679183.500000 Penalty: 5335.561035 Iteration 46Q: 3 clusters Score -7679184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44690 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -7679190.500000 Penalty: 5335.561035 Iteration 47Q: 3 clusters Score -7679190 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44694 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -7679203.500000 Penalty: 5335.561035 Iteration 48Q: 3 clusters Score -7679204 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44702 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -7679191.500000 Penalty: 5335.561035 Iteration 49Q: 3 clusters Score -7679192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44709 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -7679201.500000 Penalty: 5335.561035 Iteration 50Q: 3 clusters Score -7679202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44714 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -7679198.500000 Penalty: 5335.561035 Iteration 51Q: 3 clusters Score -7679198 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44722 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -7679193.500000 Penalty: 5335.561035 Iteration 52Q: 3 clusters Score -7679194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44726 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -7679185.000000 Penalty: 5335.561035 Iteration 53Q: 3 clusters Score -7679185 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44731 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -7679200.500000 Penalty: 5335.561035 Iteration 54Q: 3 clusters Score -7679200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44737 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -7679194.500000 Penalty: 5335.561035 Iteration 55Q: 3 clusters Score -7679194 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44740 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -7679199.500000 Penalty: 5335.561035 Iteration 56Q: 3 clusters Score -7679200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44746 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -7679207.000000 Penalty: 5335.561035 Iteration 57Q: 3 clusters Score -7679207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44751 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -7679207.500000 Penalty: 5335.561035 Iteration 58Q: 3 clusters Score -7679208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44761 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -7679199.000000 Penalty: 5335.561035 Iteration 59Q: 3 clusters Score -7679199 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44766 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -7679208.000000 Penalty: 5335.561035 Iteration 60F: 3 clusters Score -7679208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44767 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -7679199.000000 Penalty: 5335.561035 Iteration 61Q: 3 clusters Score -7679199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44768 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -7679197.500000 Penalty: 5335.561035 Iteration 62Q: 3 clusters Score -7679198 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44768 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -7679198.500000 Penalty: 5335.561035 Iteration 63Q: 3 clusters Score -7679198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44769 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -7679197.000000 Penalty: 5335.561035 Iteration 64Q: 3 clusters Score -7679197 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44770 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -7679202.000000 Penalty: 5335.561035 Iteration 65Q: 3 clusters Score -7679202 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44770 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -7679202.000000 Penalty: 5335.561035 Iteration 66F: 3 clusters Score -7679202 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (3446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Entering Unmasked Estep Score: -528173.125000 Penalty: 2019.952271 Iteration 0F: 2 clusters Score -528173.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -524689.437500 Penalty: 4039.904541 Iteration 0F: 3 clusters Score -524689.4 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -525591.437500 Penalty: 4039.904541 Iteration 1F: 3 clusters Score -525591.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -525955.562500 Penalty: 4039.904541 Iteration 2F: 3 clusters Score -525955.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -526297.125000 Penalty: 4039.904541 Iteration 3F: 3 clusters Score -526297.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -526570.750000 Penalty: 4039.904541 Iteration 4F: 3 clusters Score -526570.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -526778.062500 Penalty: 4039.904541 Iteration 5F: 3 clusters Score -526778.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -527007.687500 Penalty: 4039.904541 Iteration 6Q: 3 clusters Score -527007.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -527253.375000 Penalty: 4039.904541 Iteration 7F: 3 clusters Score -527253.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -527492.687500 Penalty: 4039.904541 Iteration 8Q: 3 clusters Score -527492.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -527661.312500 Penalty: 4039.904541 Iteration 9Q: 3 clusters Score -527661.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -527786.750000 Penalty: 4039.904541 Iteration 10Q: 3 clusters Score -527786.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -527855.625000 Penalty: 4039.904541 Iteration 11Q: 3 clusters Score -527855.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -527898.125000 Penalty: 4039.904541 Iteration 12Q: 3 clusters Score -527898.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -527940.000000 Penalty: 4039.904541 Iteration 13Q: 3 clusters Score -527940 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -527968.500000 Penalty: 4039.904541 Iteration 14Q: 3 clusters Score -527968.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -527985.312500 Penalty: 4039.904541 Iteration 15Q: 3 clusters Score -527985.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -527993.500000 Penalty: 4039.904541 Iteration 16Q: 3 clusters Score -527993.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -527999.062500 Penalty: 4039.904541 Iteration 17Q: 3 clusters Score -527999.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -528001.812500 Penalty: 4039.904541 Iteration 18Q: 3 clusters Score -528001.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -528004.375000 Penalty: 4039.904541 Iteration 19Q: 3 clusters Score -528004.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -528006.812500 Penalty: 4039.904541 Iteration 20F: 3 clusters Score -528006.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -528008.125000 Penalty: 4039.904541 Iteration 21Q: 3 clusters Score -528008.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -528009.125000 Penalty: 4039.904541 Iteration 22Q: 3 clusters Score -528009.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -528010.625000 Penalty: 4039.904541 Iteration 23Q: 3 clusters Score -528010.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -528011.500000 Penalty: 4039.904541 Iteration 24Q: 3 clusters Score -528011.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -528013.062500 Penalty: 4039.904541 Iteration 25Q: 3 clusters Score -528013.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -528013.062500 Penalty: 4039.904541 Iteration 26F: 3 clusters Score -528013.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (14040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14040 members Entering Unmasked Estep Score: -2165347.250000 Penalty: 2368.317139 Iteration 0F: 2 clusters Score -2165347 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -2155206.500000 Penalty: 4736.634277 Iteration 0F: 3 clusters Score -2155206 nChanged 5949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -2158690.500000 Penalty: 4736.634277 Iteration 1F: 3 clusters Score -2158690 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -2159353.500000 Penalty: 4736.634277 Iteration 2F: 3 clusters Score -2159354 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -2159927.750000 Penalty: 4736.634277 Iteration 3F: 3 clusters Score -2159928 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -2160364.500000 Penalty: 4736.634277 Iteration 4F: 3 clusters Score -2160364 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -2160723.750000 Penalty: 4736.634277 Iteration 5F: 3 clusters Score -2160724 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -2161005.750000 Penalty: 4736.634277 Iteration 6Q: 3 clusters Score -2161006 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -2161236.750000 Penalty: 4736.634277 Iteration 7Q: 3 clusters Score -2161237 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 7970 members Entering Unmasked Estep Score: -2161436.500000 Penalty: 4736.634277 Iteration 8Q: 3 clusters Score -2161436 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -2161602.000000 Penalty: 4736.634277 Iteration 9Q: 3 clusters Score -2161602 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -2161748.000000 Penalty: 4736.634277 Iteration 10Q: 3 clusters Score -2161748 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -2161879.250000 Penalty: 4736.634277 Iteration 11Q: 3 clusters Score -2161879 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -2161994.000000 Penalty: 4736.634277 Iteration 12Q: 3 clusters Score -2161994 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -2162089.750000 Penalty: 4736.634277 Iteration 13Q: 3 clusters Score -2162090 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -2162195.250000 Penalty: 4736.634277 Iteration 14Q: 3 clusters Score -2162195 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 8943 members Entering Unmasked Estep Score: -2162301.000000 Penalty: 4736.634277 Iteration 15Q: 3 clusters Score -2162301 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 9110 members Entering Unmasked Estep Score: -2162382.000000 Penalty: 4736.634277 Iteration 16Q: 3 clusters Score -2162382 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -2162483.750000 Penalty: 4736.634277 Iteration 17Q: 3 clusters Score -2162484 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -2162581.750000 Penalty: 4736.634277 Iteration 18Q: 3 clusters Score -2162582 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -2162661.750000 Penalty: 4736.634277 Iteration 19Q: 3 clusters Score -2162662 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -2162752.000000 Penalty: 4736.634277 Iteration 20F: 3 clusters Score -2162752 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -2162836.000000 Penalty: 4736.634277 Iteration 21Q: 3 clusters Score -2162836 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -2162909.750000 Penalty: 4736.634277 Iteration 22Q: 3 clusters Score -2162910 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -2162977.500000 Penalty: 4736.634277 Iteration 23Q: 3 clusters Score -2162978 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 10381 members Entering Unmasked Estep Score: -2163061.750000 Penalty: 4736.634277 Iteration 24Q: 3 clusters Score -2163062 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -2163139.750000 Penalty: 4736.634277 Iteration 25Q: 3 clusters Score -2163140 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -2163205.500000 Penalty: 4736.634277 Iteration 26Q: 3 clusters Score -2163206 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -2163262.250000 Penalty: 4736.634277 Iteration 27Q: 3 clusters Score -2163262 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -2163320.750000 Penalty: 4736.634277 Iteration 28Q: 3 clusters Score -2163321 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -2163377.500000 Penalty: 4736.634277 Iteration 29Q: 3 clusters Score -2163378 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 11180 members Entering Unmasked Estep Score: -2163436.500000 Penalty: 4736.634277 Iteration 30Q: 3 clusters Score -2163436 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -2163483.500000 Penalty: 4736.634277 Iteration 31Q: 3 clusters Score -2163484 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -2163542.000000 Penalty: 4736.634277 Iteration 32Q: 3 clusters Score -2163542 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -2163585.750000 Penalty: 4736.634277 Iteration 33Q: 3 clusters Score -2163586 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -2163630.250000 Penalty: 4736.634277 Iteration 34Q: 3 clusters Score -2163630 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -2163672.000000 Penalty: 4736.634277 Iteration 35Q: 3 clusters Score -2163672 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -2163712.500000 Penalty: 4736.634277 Iteration 36Q: 3 clusters Score -2163712 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -2163749.750000 Penalty: 4736.634277 Iteration 37Q: 3 clusters Score -2163750 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -2163773.250000 Penalty: 4736.634277 Iteration 38Q: 3 clusters Score -2163773 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -2163809.250000 Penalty: 4736.634277 Iteration 39Q: 3 clusters Score -2163809 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -2163834.750000 Penalty: 4736.634277 Iteration 40F: 3 clusters Score -2163835 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -2163860.000000 Penalty: 4736.634277 Iteration 41Q: 3 clusters Score -2163860 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 12196 members Entering Unmasked Estep Score: -2163876.750000 Penalty: 4736.634277 Iteration 42Q: 3 clusters Score -2163877 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 12239 members Entering Unmasked Estep Score: -2163897.250000 Penalty: 4736.634277 Iteration 43Q: 3 clusters Score -2163897 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 12274 members Entering Unmasked Estep Score: -2163909.250000 Penalty: 4736.634277 Iteration 44Q: 3 clusters Score -2163909 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -2163917.250000 Penalty: 4736.634277 Iteration 45Q: 3 clusters Score -2163917 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 12321 members Entering Unmasked Estep Score: -2163925.000000 Penalty: 4736.634277 Iteration 46Q: 3 clusters Score -2163925 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -2163922.750000 Penalty: 4736.634277 Iteration 47Q: 3 clusters Score -2163923 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -2163926.250000 Penalty: 4736.634277 Iteration 48Q: 3 clusters Score -2163926 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -2163932.500000 Penalty: 4736.634277 Iteration 49Q: 3 clusters Score -2163932 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -2163933.500000 Penalty: 4736.634277 Iteration 50Q: 3 clusters Score -2163934 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -2163942.750000 Penalty: 4736.634277 Iteration 51Q: 3 clusters Score -2163943 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -2163949.500000 Penalty: 4736.634277 Iteration 52Q: 3 clusters Score -2163950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -2163949.500000 Penalty: 4736.634277 Iteration 53Q: 3 clusters Score -2163950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -2163954.500000 Penalty: 4736.634277 Iteration 54Q: 3 clusters Score -2163954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -2163957.250000 Penalty: 4736.634277 Iteration 55Q: 3 clusters Score -2163957 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -2163961.000000 Penalty: 4736.634277 Iteration 56Q: 3 clusters Score -2163961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -2163957.500000 Penalty: 4736.634277 Iteration 57Q: 3 clusters Score -2163958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -2163958.500000 Penalty: 4736.634277 Iteration 58Q: 3 clusters Score -2163958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -2163955.000000 Penalty: 4736.634277 Iteration 59Q: 3 clusters Score -2163955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 12430 members Entering Unmasked Estep Score: -2163954.250000 Penalty: 4736.634277 Iteration 60F: 3 clusters Score -2163954 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -2163962.000000 Penalty: 4736.634277 Iteration 61Q: 3 clusters Score -2163962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -2163958.000000 Penalty: 4736.634277 Iteration 62Q: 3 clusters Score -2163958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -2163957.750000 Penalty: 4736.634277 Iteration 63Q: 3 clusters Score -2163958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -2163959.250000 Penalty: 4736.634277 Iteration 64Q: 3 clusters Score -2163959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 12438 members Entering Unmasked Estep Score: -2163957.750000 Penalty: 4736.634277 Iteration 65Q: 3 clusters Score -2163958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -2163959.000000 Penalty: 4736.634277 Iteration 66Q: 3 clusters Score -2163959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -2163957.500000 Penalty: 4736.634277 Iteration 67Q: 3 clusters Score -2163958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -2163961.250000 Penalty: 4736.634277 Iteration 68Q: 3 clusters Score -2163961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 12447 members Entering Unmasked Estep Score: -2163960.750000 Penalty: 4736.634277 Iteration 69Q: 3 clusters Score -2163961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -2163962.000000 Penalty: 4736.634277 Iteration 70Q: 3 clusters Score -2163962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -2163960.250000 Penalty: 4736.634277 Iteration 71Q: 3 clusters Score -2163960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -2163964.250000 Penalty: 4736.634277 Iteration 72Q: 3 clusters Score -2163964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -2163965.500000 Penalty: 4736.634277 Iteration 73Q: 3 clusters Score -2163966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -2163965.000000 Penalty: 4736.634277 Iteration 74Q: 3 clusters Score -2163965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -2163966.750000 Penalty: 4736.634277 Iteration 75Q: 3 clusters Score -2163967 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -2163965.250000 Penalty: 4736.634277 Iteration 76Q: 3 clusters Score -2163965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -2163965.250000 Penalty: 4736.634277 Iteration 77F: 3 clusters Score -2163965 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Entering Unmasked Estep Score: -2088620.875000 Penalty: 2335.322266 Iteration 0F: 2 clusters Score -2088621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -2079505.125000 Penalty: 4670.644531 Iteration 0F: 3 clusters Score -2079505 nChanged 5186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -2082250.250000 Penalty: 4670.644531 Iteration 1F: 3 clusters Score -2082250 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -2082527.000000 Penalty: 4670.644531 Iteration 2F: 3 clusters Score -2082527 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -2082735.250000 Penalty: 4670.644531 Iteration 3Q: 3 clusters Score -2082735 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -2082890.750000 Penalty: 4670.644531 Iteration 4Q: 3 clusters Score -2082891 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -2083020.375000 Penalty: 4670.644531 Iteration 5Q: 3 clusters Score -2083020 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -2083139.875000 Penalty: 4670.644531 Iteration 6Q: 3 clusters Score -2083140 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -2083266.500000 Penalty: 4670.644531 Iteration 7Q: 3 clusters Score -2083266 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -2083376.625000 Penalty: 4670.644531 Iteration 8Q: 3 clusters Score -2083377 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -2083464.750000 Penalty: 4670.644531 Iteration 9Q: 3 clusters Score -2083465 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -2083541.000000 Penalty: 4670.644531 Iteration 10Q: 3 clusters Score -2083541 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -2083617.875000 Penalty: 4670.644531 Iteration 11Q: 3 clusters Score -2083618 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -2083694.750000 Penalty: 4670.644531 Iteration 12Q: 3 clusters Score -2083695 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2083765.125000 Penalty: 4670.644531 Iteration 13Q: 3 clusters Score -2083765 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -2083835.250000 Penalty: 4670.644531 Iteration 14Q: 3 clusters Score -2083835 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -2083924.000000 Penalty: 4670.644531 Iteration 15Q: 3 clusters Score -2083924 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -2084010.375000 Penalty: 4670.644531 Iteration 16Q: 3 clusters Score -2084010 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -2084122.375000 Penalty: 4670.644531 Iteration 17Q: 3 clusters Score -2084122 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -2084250.125000 Penalty: 4670.644531 Iteration 18Q: 3 clusters Score -2084250 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -2084393.000000 Penalty: 4670.644531 Iteration 19Q: 3 clusters Score -2084393 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -2084547.125000 Penalty: 4670.644531 Iteration 20F: 3 clusters Score -2084547 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -2084696.375000 Penalty: 4670.644531 Iteration 21Q: 3 clusters Score -2084696 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -2084859.375000 Penalty: 4670.644531 Iteration 22Q: 3 clusters Score -2084859 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -2085027.250000 Penalty: 4670.644531 Iteration 23Q: 3 clusters Score -2085027 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -2085195.625000 Penalty: 4670.644531 Iteration 24Q: 3 clusters Score -2085196 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -2085382.500000 Penalty: 4670.644531 Iteration 25Q: 3 clusters Score -2085382 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -2085581.750000 Penalty: 4670.644531 Iteration 26Q: 3 clusters Score -2085582 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -2085761.125000 Penalty: 4670.644531 Iteration 27Q: 3 clusters Score -2085761 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -2085906.000000 Penalty: 4670.644531 Iteration 28Q: 3 clusters Score -2085906 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 10381 members Entering Unmasked Estep Score: -2086038.625000 Penalty: 4670.644531 Iteration 29Q: 3 clusters Score -2086039 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -2086154.625000 Penalty: 4670.644531 Iteration 30Q: 3 clusters Score -2086155 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -2086257.500000 Penalty: 4670.644531 Iteration 31Q: 3 clusters Score -2086258 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -2086355.500000 Penalty: 4670.644531 Iteration 32Q: 3 clusters Score -2086356 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -2086420.500000 Penalty: 4670.644531 Iteration 33Q: 3 clusters Score -2086420 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -2086469.750000 Penalty: 4670.644531 Iteration 34Q: 3 clusters Score -2086470 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -2086507.000000 Penalty: 4670.644531 Iteration 35Q: 3 clusters Score -2086507 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -2086536.750000 Penalty: 4670.644531 Iteration 36Q: 3 clusters Score -2086537 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -2086560.500000 Penalty: 4670.644531 Iteration 37Q: 3 clusters Score -2086560 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -2086578.500000 Penalty: 4670.644531 Iteration 38Q: 3 clusters Score -2086578 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -2086595.625000 Penalty: 4670.644531 Iteration 39Q: 3 clusters Score -2086596 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -2086618.250000 Penalty: 4670.644531 Iteration 40F: 3 clusters Score -2086618 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -2086632.375000 Penalty: 4670.644531 Iteration 41Q: 3 clusters Score -2086632 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -2086650.875000 Penalty: 4670.644531 Iteration 42Q: 3 clusters Score -2086651 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -2086661.375000 Penalty: 4670.644531 Iteration 43Q: 3 clusters Score -2086661 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -2086665.750000 Penalty: 4670.644531 Iteration 44Q: 3 clusters Score -2086666 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -2086675.875000 Penalty: 4670.644531 Iteration 45Q: 3 clusters Score -2086676 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -2086683.875000 Penalty: 4670.644531 Iteration 46Q: 3 clusters Score -2086684 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -2086689.875000 Penalty: 4670.644531 Iteration 47Q: 3 clusters Score -2086690 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -2086697.375000 Penalty: 4670.644531 Iteration 48Q: 3 clusters Score -2086697 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -2086705.875000 Penalty: 4670.644531 Iteration 49Q: 3 clusters Score -2086706 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -2086711.000000 Penalty: 4670.644531 Iteration 50Q: 3 clusters Score -2086711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -2086718.750000 Penalty: 4670.644531 Iteration 51Q: 3 clusters Score -2086719 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -2086726.125000 Penalty: 4670.644531 Iteration 52Q: 3 clusters Score -2086726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -2086728.625000 Penalty: 4670.644531 Iteration 53Q: 3 clusters Score -2086729 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -2086729.625000 Penalty: 4670.644531 Iteration 54Q: 3 clusters Score -2086730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -2086730.500000 Penalty: 4670.644531 Iteration 55Q: 3 clusters Score -2086730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 11438 members Entering Unmasked Estep Score: -2086731.125000 Penalty: 4670.644531 Iteration 56Q: 3 clusters Score -2086731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -2086732.250000 Penalty: 4670.644531 Iteration 57Q: 3 clusters Score -2086732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 11438 members Entering Unmasked Estep Score: -2086731.250000 Penalty: 4670.644531 Iteration 58Q: 3 clusters Score -2086731 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -2086733.750000 Penalty: 4670.644531 Iteration 59Q: 3 clusters Score -2086734 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -2086736.875000 Penalty: 4670.644531 Iteration 60F: 3 clusters Score -2086737 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -2086738.750000 Penalty: 4670.644531 Iteration 61Q: 3 clusters Score -2086739 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -2086744.875000 Penalty: 4670.644531 Iteration 62Q: 3 clusters Score -2086745 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 11467 members Entering Unmasked Estep Score: -2086746.750000 Penalty: 4670.644531 Iteration 63Q: 3 clusters Score -2086747 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -2086747.875000 Penalty: 4670.644531 Iteration 64Q: 3 clusters Score -2086748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -2086747.875000 Penalty: 4670.644531 Iteration 65F: 3 clusters Score -2086748 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Entering Unmasked Estep Score: -84474.195312 Penalty: 1560.309204 Iteration 0F: 2 clusters Score -84474.2 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 263 members Entering Unmasked Estep Score: -82958.828125 Penalty: 3120.618408 Iteration 0F: 3 clusters Score -82958.83 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -83127.437500 Penalty: 3120.618408 Iteration 1F: 3 clusters Score -83127.44 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -83196.296875 Penalty: 3120.618408 Iteration 2F: 3 clusters Score -83196.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -83226.398438 Penalty: 3120.618408 Iteration 3Q: 3 clusters Score -83226.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -83234.312500 Penalty: 3120.618408 Iteration 4Q: 3 clusters Score -83234.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -83241.218750 Penalty: 3120.618408 Iteration 5Q: 3 clusters Score -83241.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -83248.921875 Penalty: 3120.618408 Iteration 6Q: 3 clusters Score -83248.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -83260.070312 Penalty: 3120.618408 Iteration 7Q: 3 clusters Score -83260.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -83265.507812 Penalty: 3120.618408 Iteration 8Q: 3 clusters Score -83265.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -83272.031250 Penalty: 3120.618408 Iteration 9Q: 3 clusters Score -83272.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -83275.148438 Penalty: 3120.618408 Iteration 10Q: 3 clusters Score -83275.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -83278.023438 Penalty: 3120.618408 Iteration 11Q: 3 clusters Score -83278.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -83278.023438 Penalty: 3120.618408 Iteration 12F: 3 clusters Score -83278.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (25087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25087 members Entering Unmasked Estep Score: -4106979.250000 Penalty: 2512.266113 Iteration 0F: 2 clusters Score -4106979 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -4089745.750000 Penalty: 5024.532227 Iteration 0F: 3 clusters Score -4089746 nChanged 11089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 12768 members Entering Unmasked Estep Score: -4095683.500000 Penalty: 5024.532227 Iteration 1F: 3 clusters Score -4095684 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 12962 members Entering Unmasked Estep Score: -4096313.500000 Penalty: 5024.532227 Iteration 2F: 3 clusters Score -4096314 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -4096964.000000 Penalty: 5024.532227 Iteration 3F: 3 clusters Score -4096964 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 13493 members Entering Unmasked Estep Score: -4097657.000000 Penalty: 5024.532227 Iteration 4F: 3 clusters Score -4097657 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -4098392.500000 Penalty: 5024.532227 Iteration 5F: 3 clusters Score -4098392 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -4099055.000000 Penalty: 5024.532227 Iteration 6F: 3 clusters Score -4099055 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10772 members Mstep: Class 2 contains 14315 members Entering Unmasked Estep Score: -4099608.500000 Penalty: 5024.532227 Iteration 7Q: 3 clusters Score -4099608 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -4100053.000000 Penalty: 5024.532227 Iteration 8Q: 3 clusters Score -4100053 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 14715 members Entering Unmasked Estep Score: -4100385.000000 Penalty: 5024.532227 Iteration 9Q: 3 clusters Score -4100385 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -4100645.750000 Penalty: 5024.532227 Iteration 10Q: 3 clusters Score -4100646 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -4100827.750000 Penalty: 5024.532227 Iteration 11Q: 3 clusters Score -4100828 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -4100972.500000 Penalty: 5024.532227 Iteration 12Q: 3 clusters Score -4100972 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 15294 members Entering Unmasked Estep Score: -4101108.500000 Penalty: 5024.532227 Iteration 13Q: 3 clusters Score -4101108 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 15462 members Entering Unmasked Estep Score: -4101202.750000 Penalty: 5024.532227 Iteration 14Q: 3 clusters Score -4101203 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 15661 members Entering Unmasked Estep Score: -4101330.000000 Penalty: 5024.532227 Iteration 15Q: 3 clusters Score -4101330 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 15919 members Entering Unmasked Estep Score: -4101483.250000 Penalty: 5024.532227 Iteration 16Q: 3 clusters Score -4101483 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 16244 members Entering Unmasked Estep Score: -4101679.250000 Penalty: 5024.532227 Iteration 17Q: 3 clusters Score -4101679 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 16562 members Entering Unmasked Estep Score: -4101883.250000 Penalty: 5024.532227 Iteration 18Q: 3 clusters Score -4101883 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 16906 members Entering Unmasked Estep Score: -4102126.750000 Penalty: 5024.532227 Iteration 19Q: 3 clusters Score -4102127 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 17272 members Entering Unmasked Estep Score: -4102322.000000 Penalty: 5024.532227 Iteration 20F: 3 clusters Score -4102322 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 17676 members Entering Unmasked Estep Score: -4102534.000000 Penalty: 5024.532227 Iteration 21Q: 3 clusters Score -4102534 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 18081 members Entering Unmasked Estep Score: -4102745.000000 Penalty: 5024.532227 Iteration 22Q: 3 clusters Score -4102745 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 18443 members Entering Unmasked Estep Score: -4102882.500000 Penalty: 5024.532227 Iteration 23Q: 3 clusters Score -4102882 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 18767 members Entering Unmasked Estep Score: -4103007.750000 Penalty: 5024.532227 Iteration 24Q: 3 clusters Score -4103008 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 19089 members Entering Unmasked Estep Score: -4103111.750000 Penalty: 5024.532227 Iteration 25Q: 3 clusters Score -4103112 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 19385 members Entering Unmasked Estep Score: -4103189.750000 Penalty: 5024.532227 Iteration 26Q: 3 clusters Score -4103190 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 19676 members Entering Unmasked Estep Score: -4103288.750000 Penalty: 5024.532227 Iteration 27Q: 3 clusters Score -4103289 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 19959 members Entering Unmasked Estep Score: -4103373.750000 Penalty: 5024.532227 Iteration 28Q: 3 clusters Score -4103374 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 20221 members Entering Unmasked Estep Score: -4103473.000000 Penalty: 5024.532227 Iteration 29Q: 3 clusters Score -4103473 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 20479 members Entering Unmasked Estep Score: -4103542.000000 Penalty: 5024.532227 Iteration 30Q: 3 clusters Score -4103542 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 20723 members Entering Unmasked Estep Score: -4103635.000000 Penalty: 5024.532227 Iteration 31Q: 3 clusters Score -4103635 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -4103735.750000 Penalty: 5024.532227 Iteration 32Q: 3 clusters Score -4103736 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 21210 members Entering Unmasked Estep Score: -4103817.250000 Penalty: 5024.532227 Iteration 33Q: 3 clusters Score -4103817 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 21442 members Entering Unmasked Estep Score: -4103899.000000 Penalty: 5024.532227 Iteration 34Q: 3 clusters Score -4103899 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 21667 members Entering Unmasked Estep Score: -4103977.500000 Penalty: 5024.532227 Iteration 35Q: 3 clusters Score -4103978 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 21852 members Entering Unmasked Estep Score: -4104036.750000 Penalty: 5024.532227 Iteration 36Q: 3 clusters Score -4104037 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 22038 members Entering Unmasked Estep Score: -4104106.750000 Penalty: 5024.532227 Iteration 37Q: 3 clusters Score -4104107 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 22216 members Entering Unmasked Estep Score: -4104169.500000 Penalty: 5024.532227 Iteration 38Q: 3 clusters Score -4104170 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -4104237.500000 Penalty: 5024.532227 Iteration 39Q: 3 clusters Score -4104238 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 22537 members Entering Unmasked Estep Score: -4104300.250000 Penalty: 5024.532227 Iteration 40F: 3 clusters Score -4104300 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 22672 members Entering Unmasked Estep Score: -4104365.000000 Penalty: 5024.532227 Iteration 41Q: 3 clusters Score -4104365 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 22784 members Entering Unmasked Estep Score: -4104403.750000 Penalty: 5024.532227 Iteration 42Q: 3 clusters Score -4104404 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 22898 members Entering Unmasked Estep Score: -4104449.500000 Penalty: 5024.532227 Iteration 43Q: 3 clusters Score -4104450 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 22992 members Entering Unmasked Estep Score: -4104487.000000 Penalty: 5024.532227 Iteration 44Q: 3 clusters Score -4104487 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 23078 members Entering Unmasked Estep Score: -4104516.750000 Penalty: 5024.532227 Iteration 45Q: 3 clusters Score -4104517 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -4104533.250000 Penalty: 5024.532227 Iteration 46Q: 3 clusters Score -4104533 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 23210 members Entering Unmasked Estep Score: -4104559.500000 Penalty: 5024.532227 Iteration 47Q: 3 clusters Score -4104560 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 23289 members Entering Unmasked Estep Score: -4104591.750000 Penalty: 5024.532227 Iteration 48Q: 3 clusters Score -4104592 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 23354 members Entering Unmasked Estep Score: -4104626.500000 Penalty: 5024.532227 Iteration 49Q: 3 clusters Score -4104626 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 23419 members Entering Unmasked Estep Score: -4104658.000000 Penalty: 5024.532227 Iteration 50Q: 3 clusters Score -4104658 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 23488 members Entering Unmasked Estep Score: -4104699.250000 Penalty: 5024.532227 Iteration 51Q: 3 clusters Score -4104699 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -4104739.750000 Penalty: 5024.532227 Iteration 52Q: 3 clusters Score -4104740 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -4104780.250000 Penalty: 5024.532227 Iteration 53Q: 3 clusters Score -4104780 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 23665 members Entering Unmasked Estep Score: -4104801.000000 Penalty: 5024.532227 Iteration 54Q: 3 clusters Score -4104801 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -4104820.750000 Penalty: 5024.532227 Iteration 55Q: 3 clusters Score -4104821 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 23737 members Entering Unmasked Estep Score: -4104835.250000 Penalty: 5024.532227 Iteration 56Q: 3 clusters Score -4104835 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 23771 members Entering Unmasked Estep Score: -4104846.750000 Penalty: 5024.532227 Iteration 57Q: 3 clusters Score -4104847 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 23792 members Entering Unmasked Estep Score: -4104850.750000 Penalty: 5024.532227 Iteration 58Q: 3 clusters Score -4104851 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 23804 members Entering Unmasked Estep Score: -4104855.500000 Penalty: 5024.532227 Iteration 59Q: 3 clusters Score -4104856 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 23819 members Entering Unmasked Estep Score: -4104855.750000 Penalty: 5024.532227 Iteration 60F: 3 clusters Score -4104856 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 23830 members Entering Unmasked Estep Score: -4104866.000000 Penalty: 5024.532227 Iteration 61Q: 3 clusters Score -4104866 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 23844 members Entering Unmasked Estep Score: -4104872.500000 Penalty: 5024.532227 Iteration 62Q: 3 clusters Score -4104872 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 23856 members Entering Unmasked Estep Score: -4104873.000000 Penalty: 5024.532227 Iteration 63Q: 3 clusters Score -4104873 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -4104868.500000 Penalty: 5024.532227 Iteration 64Q: 3 clusters Score -4104868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 23878 members Entering Unmasked Estep Score: -4104873.750000 Penalty: 5024.532227 Iteration 65Q: 3 clusters Score -4104874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 23892 members Entering Unmasked Estep Score: -4104884.750000 Penalty: 5024.532227 Iteration 66Q: 3 clusters Score -4104885 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 23906 members Entering Unmasked Estep Score: -4104891.250000 Penalty: 5024.532227 Iteration 67Q: 3 clusters Score -4104891 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 23918 members Entering Unmasked Estep Score: -4104888.000000 Penalty: 5024.532227 Iteration 68Q: 3 clusters Score -4104888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -4104891.500000 Penalty: 5024.532227 Iteration 69Q: 3 clusters Score -4104892 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 23932 members Entering Unmasked Estep Score: -4104890.500000 Penalty: 5024.532227 Iteration 70Q: 3 clusters Score -4104890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 23941 members Entering Unmasked Estep Score: -4104900.750000 Penalty: 5024.532227 Iteration 71Q: 3 clusters Score -4104901 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 23944 members Entering Unmasked Estep Score: -4104900.000000 Penalty: 5024.532227 Iteration 72Q: 3 clusters Score -4104900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 23952 members Entering Unmasked Estep Score: -4104900.000000 Penalty: 5024.532227 Iteration 73Q: 3 clusters Score -4104900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 23959 members Entering Unmasked Estep Score: -4104901.500000 Penalty: 5024.532227 Iteration 74Q: 3 clusters Score -4104902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 23961 members Entering Unmasked Estep Score: -4104908.500000 Penalty: 5024.532227 Iteration 75Q: 3 clusters Score -4104908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -4104912.250000 Penalty: 5024.532227 Iteration 76Q: 3 clusters Score -4104912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 23970 members Entering Unmasked Estep Score: -4104911.000000 Penalty: 5024.532227 Iteration 77Q: 3 clusters Score -4104911 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 23975 members Entering Unmasked Estep Score: -4104915.000000 Penalty: 5024.532227 Iteration 78Q: 3 clusters Score -4104915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 23981 members Entering Unmasked Estep Score: -4104919.500000 Penalty: 5024.532227 Iteration 79Q: 3 clusters Score -4104920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 23985 members Entering Unmasked Estep Score: -4104921.000000 Penalty: 5024.532227 Iteration 80F: 3 clusters Score -4104921 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 23988 members Entering Unmasked Estep Score: -4104915.000000 Penalty: 5024.532227 Iteration 81Q: 3 clusters Score -4104915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -4104918.500000 Penalty: 5024.532227 Iteration 82Q: 3 clusters Score -4104918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 23993 members Entering Unmasked Estep Score: -4104920.750000 Penalty: 5024.532227 Iteration 83Q: 3 clusters Score -4104921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 23995 members Entering Unmasked Estep Score: -4104916.750000 Penalty: 5024.532227 Iteration 84Q: 3 clusters Score -4104917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 23995 members Entering Unmasked Estep Score: -4104920.250000 Penalty: 5024.532227 Iteration 85Q: 3 clusters Score -4104920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -4104916.500000 Penalty: 5024.532227 Iteration 86Q: 3 clusters Score -4104916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 23997 members Entering Unmasked Estep Score: -4104918.250000 Penalty: 5024.532227 Iteration 87Q: 3 clusters Score -4104918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 23999 members Entering Unmasked Estep Score: -4104918.750000 Penalty: 5024.532227 Iteration 88Q: 3 clusters Score -4104919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 24003 members Entering Unmasked Estep Score: -4104927.250000 Penalty: 5024.532227 Iteration 89Q: 3 clusters Score -4104927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 24006 members Entering Unmasked Estep Score: -4104926.750000 Penalty: 5024.532227 Iteration 90Q: 3 clusters Score -4104927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 24011 members Entering Unmasked Estep Score: -4104932.750000 Penalty: 5024.532227 Iteration 91Q: 3 clusters Score -4104933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 24016 members Entering Unmasked Estep Score: -4104932.500000 Penalty: 5024.532227 Iteration 92Q: 3 clusters Score -4104932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 24019 members Entering Unmasked Estep Score: -4104936.500000 Penalty: 5024.532227 Iteration 93Q: 3 clusters Score -4104936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -4104935.000000 Penalty: 5024.532227 Iteration 94Q: 3 clusters Score -4104935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -4104935.000000 Penalty: 5024.532227 Iteration 95F: 3 clusters Score -4104935 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (17450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17450 members Entering Unmasked Estep Score: -3005241.000000 Penalty: 2422.239502 Iteration 0F: 2 clusters Score -3005241 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -2992766.250000 Penalty: 4844.479004 Iteration 0F: 3 clusters Score -2992766 nChanged 7600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -2996917.000000 Penalty: 4844.479004 Iteration 1F: 3 clusters Score -2996917 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2997233.500000 Penalty: 4844.479004 Iteration 2F: 3 clusters Score -2997234 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -2997443.750000 Penalty: 4844.479004 Iteration 3Q: 3 clusters Score -2997444 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -2997612.500000 Penalty: 4844.479004 Iteration 4Q: 3 clusters Score -2997612 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -2997739.750000 Penalty: 4844.479004 Iteration 5Q: 3 clusters Score -2997740 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -2997835.500000 Penalty: 4844.479004 Iteration 6Q: 3 clusters Score -2997836 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -2997902.500000 Penalty: 4844.479004 Iteration 7Q: 3 clusters Score -2997902 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -2997979.250000 Penalty: 4844.479004 Iteration 8Q: 3 clusters Score -2997979 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -2998035.500000 Penalty: 4844.479004 Iteration 9Q: 3 clusters Score -2998036 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -2998104.000000 Penalty: 4844.479004 Iteration 10Q: 3 clusters Score -2998104 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -2998177.750000 Penalty: 4844.479004 Iteration 11Q: 3 clusters Score -2998178 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -2998246.000000 Penalty: 4844.479004 Iteration 12Q: 3 clusters Score -2998246 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -2998351.250000 Penalty: 4844.479004 Iteration 13Q: 3 clusters Score -2998351 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -2998437.750000 Penalty: 4844.479004 Iteration 14Q: 3 clusters Score -2998438 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -2998554.250000 Penalty: 4844.479004 Iteration 15Q: 3 clusters Score -2998554 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -2998707.750000 Penalty: 4844.479004 Iteration 16Q: 3 clusters Score -2998708 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -2998911.000000 Penalty: 4844.479004 Iteration 17Q: 3 clusters Score -2998911 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -2999157.250000 Penalty: 4844.479004 Iteration 18Q: 3 clusters Score -2999157 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -2999478.000000 Penalty: 4844.479004 Iteration 19Q: 3 clusters Score -2999478 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -2999795.000000 Penalty: 4844.479004 Iteration 20F: 3 clusters Score -2999795 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -3000178.750000 Penalty: 4844.479004 Iteration 21Q: 3 clusters Score -3000179 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -3000545.000000 Penalty: 4844.479004 Iteration 22Q: 3 clusters Score -3000545 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -3000877.250000 Penalty: 4844.479004 Iteration 23Q: 3 clusters Score -3000877 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 14467 members Entering Unmasked Estep Score: -3001179.250000 Penalty: 4844.479004 Iteration 24Q: 3 clusters Score -3001179 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 14845 members Entering Unmasked Estep Score: -3001432.750000 Penalty: 4844.479004 Iteration 25Q: 3 clusters Score -3001433 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 15177 members Entering Unmasked Estep Score: -3001639.500000 Penalty: 4844.479004 Iteration 26Q: 3 clusters Score -3001640 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 15472 members Entering Unmasked Estep Score: -3001820.500000 Penalty: 4844.479004 Iteration 27Q: 3 clusters Score -3001820 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 15752 members Entering Unmasked Estep Score: -3002012.500000 Penalty: 4844.479004 Iteration 28Q: 3 clusters Score -3002012 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 16024 members Entering Unmasked Estep Score: -3002208.500000 Penalty: 4844.479004 Iteration 29Q: 3 clusters Score -3002208 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 16251 members Entering Unmasked Estep Score: -3002377.750000 Penalty: 4844.479004 Iteration 30Q: 3 clusters Score -3002378 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 16435 members Entering Unmasked Estep Score: -3002509.750000 Penalty: 4844.479004 Iteration 31Q: 3 clusters Score -3002510 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -3002657.750000 Penalty: 4844.479004 Iteration 32Q: 3 clusters Score -3002658 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 16732 members Entering Unmasked Estep Score: -3002760.750000 Penalty: 4844.479004 Iteration 33Q: 3 clusters Score -3002761 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -3002858.250000 Penalty: 4844.479004 Iteration 34Q: 3 clusters Score -3002858 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -3002932.000000 Penalty: 4844.479004 Iteration 35Q: 3 clusters Score -3002932 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -3002976.500000 Penalty: 4844.479004 Iteration 36Q: 3 clusters Score -3002976 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 17012 members Entering Unmasked Estep Score: -3003017.000000 Penalty: 4844.479004 Iteration 37Q: 3 clusters Score -3003017 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 17042 members Entering Unmasked Estep Score: -3003047.750000 Penalty: 4844.479004 Iteration 38Q: 3 clusters Score -3003048 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 17058 members Entering Unmasked Estep Score: -3003075.500000 Penalty: 4844.479004 Iteration 39Q: 3 clusters Score -3003076 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 17074 members Entering Unmasked Estep Score: -3003090.000000 Penalty: 4844.479004 Iteration 40F: 3 clusters Score -3003090 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 17085 members Entering Unmasked Estep Score: -3003101.000000 Penalty: 4844.479004 Iteration 41Q: 3 clusters Score -3003101 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 17090 members Entering Unmasked Estep Score: -3003106.000000 Penalty: 4844.479004 Iteration 42Q: 3 clusters Score -3003106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 17094 members Entering Unmasked Estep Score: -3003112.500000 Penalty: 4844.479004 Iteration 43Q: 3 clusters Score -3003112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 17094 members Entering Unmasked Estep Score: -3003114.750000 Penalty: 4844.479004 Iteration 44Q: 3 clusters Score -3003115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -3003110.000000 Penalty: 4844.479004 Iteration 45Q: 3 clusters Score -3003110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 17096 members Entering Unmasked Estep Score: -3003117.000000 Penalty: 4844.479004 Iteration 46Q: 3 clusters Score -3003117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 17097 members Entering Unmasked Estep Score: -3003114.750000 Penalty: 4844.479004 Iteration 47Q: 3 clusters Score -3003115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 17098 members Entering Unmasked Estep Score: -3003115.250000 Penalty: 4844.479004 Iteration 48Q: 3 clusters Score -3003115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 17099 members Entering Unmasked Estep Score: -3003116.500000 Penalty: 4844.479004 Iteration 49Q: 3 clusters Score -3003116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 17101 members Entering Unmasked Estep Score: -3003117.250000 Penalty: 4844.479004 Iteration 50Q: 3 clusters Score -3003117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 17102 members Entering Unmasked Estep Score: -3003121.750000 Penalty: 4844.479004 Iteration 51Q: 3 clusters Score -3003122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -3003122.750000 Penalty: 4844.479004 Iteration 52Q: 3 clusters Score -3003123 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 17107 members Entering Unmasked Estep Score: -3003124.250000 Penalty: 4844.479004 Iteration 53Q: 3 clusters Score -3003124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 17110 members Entering Unmasked Estep Score: -3003130.250000 Penalty: 4844.479004 Iteration 54Q: 3 clusters Score -3003130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 17114 members Entering Unmasked Estep Score: -3003136.500000 Penalty: 4844.479004 Iteration 55Q: 3 clusters Score -3003136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 17115 members Entering Unmasked Estep Score: -3003140.250000 Penalty: 4844.479004 Iteration 56Q: 3 clusters Score -3003140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -3003139.500000 Penalty: 4844.479004 Iteration 57Q: 3 clusters Score -3003140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 17118 members Entering Unmasked Estep Score: -3003141.250000 Penalty: 4844.479004 Iteration 58Q: 3 clusters Score -3003141 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -3003145.500000 Penalty: 4844.479004 Iteration 59Q: 3 clusters Score -3003146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 17122 members Entering Unmasked Estep Score: -3003146.750000 Penalty: 4844.479004 Iteration 60F: 3 clusters Score -3003147 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 17125 members Entering Unmasked Estep Score: -3003150.000000 Penalty: 4844.479004 Iteration 61Q: 3 clusters Score -3003150 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -3003149.250000 Penalty: 4844.479004 Iteration 62Q: 3 clusters Score -3003149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -3003149.250000 Penalty: 4844.479004 Iteration 63F: 3 clusters Score -3003149 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (14627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14627 members Entering Unmasked Estep Score: -2356669.000000 Penalty: 2378.474854 Iteration 0F: 2 clusters Score -2356669 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -2346045.250000 Penalty: 4756.949707 Iteration 0F: 3 clusters Score -2346045 nChanged 6300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -2349658.750000 Penalty: 4756.949707 Iteration 1F: 3 clusters Score -2349659 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -2350169.000000 Penalty: 4756.949707 Iteration 2F: 3 clusters Score -2350169 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -2350702.000000 Penalty: 4756.949707 Iteration 3F: 3 clusters Score -2350702 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -2351313.500000 Penalty: 4756.949707 Iteration 4F: 3 clusters Score -2351314 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -2351985.750000 Penalty: 4756.949707 Iteration 5F: 3 clusters Score -2351986 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -2352769.250000 Penalty: 4756.949707 Iteration 6F: 3 clusters Score -2352769 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2353668.000000 Penalty: 4756.949707 Iteration 7F: 3 clusters Score -2353668 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -2354554.500000 Penalty: 4756.949707 Iteration 8F: 3 clusters Score -2354554 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -2355308.500000 Penalty: 4756.949707 Iteration 9Q: 3 clusters Score -2355308 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -2355803.750000 Penalty: 4756.949707 Iteration 10Q: 3 clusters Score -2355804 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -2356124.500000 Penalty: 4756.949707 Iteration 11Q: 3 clusters Score -2356124 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -2356315.250000 Penalty: 4756.949707 Iteration 12Q: 3 clusters Score -2356315 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -2356440.750000 Penalty: 4756.949707 Iteration 13Q: 3 clusters Score -2356441 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -2356518.000000 Penalty: 4756.949707 Iteration 14Q: 3 clusters Score -2356518 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -2356572.750000 Penalty: 4756.949707 Iteration 15Q: 3 clusters Score -2356573 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11611 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -2356597.000000 Penalty: 4756.949707 Iteration 16Q: 3 clusters Score -2356597 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11668 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -2356618.750000 Penalty: 4756.949707 Iteration 17Q: 3 clusters Score -2356619 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2356633.500000 Penalty: 4756.949707 Iteration 18Q: 3 clusters Score -2356634 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -2356645.250000 Penalty: 4756.949707 Iteration 19Q: 3 clusters Score -2356645 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -2356653.750000 Penalty: 4756.949707 Iteration 20F: 3 clusters Score -2356654 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -2356662.000000 Penalty: 4756.949707 Iteration 21Q: 3 clusters Score -2356662 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11825 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -2356669.500000 Penalty: 4756.949707 Iteration 22Q: 3 clusters Score -2356670 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -2356677.750000 Penalty: 4756.949707 Iteration 23Q: 3 clusters Score -2356678 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -2356686.000000 Penalty: 4756.949707 Iteration 24Q: 3 clusters Score -2356686 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -2356690.250000 Penalty: 4756.949707 Iteration 25Q: 3 clusters Score -2356690 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -2356692.250000 Penalty: 4756.949707 Iteration 26Q: 3 clusters Score -2356692 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -2356695.000000 Penalty: 4756.949707 Iteration 27Q: 3 clusters Score -2356695 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -2356693.500000 Penalty: 4756.949707 Iteration 28Q: 3 clusters Score -2356694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -2356695.500000 Penalty: 4756.949707 Iteration 29Q: 3 clusters Score -2356696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -2356698.500000 Penalty: 4756.949707 Iteration 30Q: 3 clusters Score -2356698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -2356701.750000 Penalty: 4756.949707 Iteration 31Q: 3 clusters Score -2356702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -2356701.750000 Penalty: 4756.949707 Iteration 32Q: 3 clusters Score -2356702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -2356700.250000 Penalty: 4756.949707 Iteration 33Q: 3 clusters Score -2356700 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -2356700.250000 Penalty: 4756.949707 Iteration 34F: 3 clusters Score -2356700 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 899 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21948 members Mstep: Class 7 contains 31769 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6699 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10646 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 22179 members Mstep: Class 21 contains 7636 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46966 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14040 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25087 members Mstep: Class 30 contains 17450 members Mstep: Class 31 contains 11911 members Mstep: Class 32 contains 8098 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13436 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1508 members Mstep: Class 37 contains 2716 members Entering Unmasked Estep Score: -51836456.000000 Penalty: 116394.960938 Splitting cluster 31 changes total score from -51837260.000000 to -51836456.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 32 (8098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Entering Unmasked Estep Score: -1345693.375000 Penalty: 2231.844482 Iteration 0F: 2 clusters Score -1345693 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1339218.875000 Penalty: 4463.688965 Iteration 0F: 3 clusters Score -1339219 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1340992.125000 Penalty: 4463.688965 Iteration 1F: 3 clusters Score -1340992 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1341263.375000 Penalty: 4463.688965 Iteration 2F: 3 clusters Score -1341263 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1341424.875000 Penalty: 4463.688965 Iteration 3Q: 3 clusters Score -1341425 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1341537.500000 Penalty: 4463.688965 Iteration 4Q: 3 clusters Score -1341538 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1341619.000000 Penalty: 4463.688965 Iteration 5Q: 3 clusters Score -1341619 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1341702.000000 Penalty: 4463.688965 Iteration 6Q: 3 clusters Score -1341702 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1341788.750000 Penalty: 4463.688965 Iteration 7Q: 3 clusters Score -1341789 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1341867.750000 Penalty: 4463.688965 Iteration 8Q: 3 clusters Score -1341868 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1341964.750000 Penalty: 4463.688965 Iteration 9Q: 3 clusters Score -1341965 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1342093.125000 Penalty: 4463.688965 Iteration 10Q: 3 clusters Score -1342093 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1342218.000000 Penalty: 4463.688965 Iteration 11Q: 3 clusters Score -1342218 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1342366.500000 Penalty: 4463.688965 Iteration 12Q: 3 clusters Score -1342366 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1342551.375000 Penalty: 4463.688965 Iteration 13Q: 3 clusters Score -1342551 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1342740.250000 Penalty: 4463.688965 Iteration 14Q: 3 clusters Score -1342740 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -1342925.250000 Penalty: 4463.688965 Iteration 15Q: 3 clusters Score -1342925 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1343091.875000 Penalty: 4463.688965 Iteration 16Q: 3 clusters Score -1343092 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1343253.625000 Penalty: 4463.688965 Iteration 17Q: 3 clusters Score -1343254 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1343399.500000 Penalty: 4463.688965 Iteration 18Q: 3 clusters Score -1343400 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -1343536.875000 Penalty: 4463.688965 Iteration 19Q: 3 clusters Score -1343537 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1343645.875000 Penalty: 4463.688965 Iteration 20F: 3 clusters Score -1343646 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1343733.375000 Penalty: 4463.688965 Iteration 21Q: 3 clusters Score -1343733 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1343799.000000 Penalty: 4463.688965 Iteration 22Q: 3 clusters Score -1343799 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1343855.000000 Penalty: 4463.688965 Iteration 23Q: 3 clusters Score -1343855 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1343902.250000 Penalty: 4463.688965 Iteration 24Q: 3 clusters Score -1343902 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1343940.875000 Penalty: 4463.688965 Iteration 25Q: 3 clusters Score -1343941 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1343981.000000 Penalty: 4463.688965 Iteration 26Q: 3 clusters Score -1343981 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1344013.500000 Penalty: 4463.688965 Iteration 27Q: 3 clusters Score -1344014 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1344044.500000 Penalty: 4463.688965 Iteration 28Q: 3 clusters Score -1344044 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1344083.875000 Penalty: 4463.688965 Iteration 29Q: 3 clusters Score -1344084 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1344122.000000 Penalty: 4463.688965 Iteration 30Q: 3 clusters Score -1344122 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1344167.375000 Penalty: 4463.688965 Iteration 31Q: 3 clusters Score -1344167 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1344212.375000 Penalty: 4463.688965 Iteration 32Q: 3 clusters Score -1344212 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1344267.125000 Penalty: 4463.688965 Iteration 33Q: 3 clusters Score -1344267 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1344310.875000 Penalty: 4463.688965 Iteration 34Q: 3 clusters Score -1344311 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1344359.000000 Penalty: 4463.688965 Iteration 35Q: 3 clusters Score -1344359 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1344392.750000 Penalty: 4463.688965 Iteration 36Q: 3 clusters Score -1344393 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1344429.500000 Penalty: 4463.688965 Iteration 37Q: 3 clusters Score -1344430 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1344468.750000 Penalty: 4463.688965 Iteration 38Q: 3 clusters Score -1344469 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1344491.000000 Penalty: 4463.688965 Iteration 39Q: 3 clusters Score -1344491 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1344511.125000 Penalty: 4463.688965 Iteration 40F: 3 clusters Score -1344511 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1344529.125000 Penalty: 4463.688965 Iteration 41Q: 3 clusters Score -1344529 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1344537.875000 Penalty: 4463.688965 Iteration 42Q: 3 clusters Score -1344538 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1344546.000000 Penalty: 4463.688965 Iteration 43Q: 3 clusters Score -1344546 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1344558.875000 Penalty: 4463.688965 Iteration 44Q: 3 clusters Score -1344559 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -1344567.375000 Penalty: 4463.688965 Iteration 45Q: 3 clusters Score -1344567 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1344574.375000 Penalty: 4463.688965 Iteration 46Q: 3 clusters Score -1344574 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1344579.375000 Penalty: 4463.688965 Iteration 47Q: 3 clusters Score -1344579 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1344585.625000 Penalty: 4463.688965 Iteration 48Q: 3 clusters Score -1344586 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1344589.000000 Penalty: 4463.688965 Iteration 49Q: 3 clusters Score -1344589 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1344598.875000 Penalty: 4463.688965 Iteration 50Q: 3 clusters Score -1344599 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1344602.375000 Penalty: 4463.688965 Iteration 51Q: 3 clusters Score -1344602 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1344605.750000 Penalty: 4463.688965 Iteration 52Q: 3 clusters Score -1344606 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1344609.250000 Penalty: 4463.688965 Iteration 53Q: 3 clusters Score -1344609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1344613.250000 Penalty: 4463.688965 Iteration 54Q: 3 clusters Score -1344613 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1344616.250000 Penalty: 4463.688965 Iteration 55Q: 3 clusters Score -1344616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1344616.625000 Penalty: 4463.688965 Iteration 56Q: 3 clusters Score -1344617 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1344622.375000 Penalty: 4463.688965 Iteration 57Q: 3 clusters Score -1344622 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1344621.375000 Penalty: 4463.688965 Iteration 58Q: 3 clusters Score -1344621 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1344625.000000 Penalty: 4463.688965 Iteration 59Q: 3 clusters Score -1344625 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1344626.750000 Penalty: 4463.688965 Iteration 60F: 3 clusters Score -1344627 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1344628.125000 Penalty: 4463.688965 Iteration 61Q: 3 clusters Score -1344628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -1344630.375000 Penalty: 4463.688965 Iteration 62Q: 3 clusters Score -1344630 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1344631.000000 Penalty: 4463.688965 Iteration 63Q: 3 clusters Score -1344631 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1344633.000000 Penalty: 4463.688965 Iteration 64Q: 3 clusters Score -1344633 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1344635.375000 Penalty: 4463.688965 Iteration 65Q: 3 clusters Score -1344635 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1344637.500000 Penalty: 4463.688965 Iteration 66Q: 3 clusters Score -1344638 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1344639.250000 Penalty: 4463.688965 Iteration 67Q: 3 clusters Score -1344639 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -1344641.500000 Penalty: 4463.688965 Iteration 68Q: 3 clusters Score -1344642 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1344644.875000 Penalty: 4463.688965 Iteration 69Q: 3 clusters Score -1344645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1344646.000000 Penalty: 4463.688965 Iteration 70Q: 3 clusters Score -1344646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -1344647.375000 Penalty: 4463.688965 Iteration 71Q: 3 clusters Score -1344647 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1344645.875000 Penalty: 4463.688965 Iteration 72Q: 3 clusters Score -1344646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1344648.125000 Penalty: 4463.688965 Iteration 73Q: 3 clusters Score -1344648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -1344649.000000 Penalty: 4463.688965 Iteration 74Q: 3 clusters Score -1344649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1344651.375000 Penalty: 4463.688965 Iteration 75Q: 3 clusters Score -1344651 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1344651.250000 Penalty: 4463.688965 Iteration 76Q: 3 clusters Score -1344651 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1344656.000000 Penalty: 4463.688965 Iteration 77Q: 3 clusters Score -1344656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -1344658.750000 Penalty: 4463.688965 Iteration 78Q: 3 clusters Score -1344659 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1344658.750000 Penalty: 4463.688965 Iteration 79Q: 3 clusters Score -1344659 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -1344659.625000 Penalty: 4463.688965 Iteration 80F: 3 clusters Score -1344660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -1344660.000000 Penalty: 4463.688965 Iteration 81Q: 3 clusters Score -1344660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1344660.000000 Penalty: 4463.688965 Iteration 82Q: 3 clusters Score -1344660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -1344660.875000 Penalty: 4463.688965 Iteration 83Q: 3 clusters Score -1344661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1344662.375000 Penalty: 4463.688965 Iteration 84Q: 3 clusters Score -1344662 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -1344663.125000 Penalty: 4463.688965 Iteration 85Q: 3 clusters Score -1344663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1344663.625000 Penalty: 4463.688965 Iteration 86Q: 3 clusters Score -1344664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1344661.500000 Penalty: 4463.688965 Iteration 87Q: 3 clusters Score -1344662 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1344661.500000 Penalty: 4463.688965 Iteration 88F: 3 clusters Score -1344662 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -43090.410156 Penalty: 1409.527832 Iteration 0F: 2 clusters Score -43090.41 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 150 members Entering Unmasked Estep Score: -41911.156250 Penalty: 2819.055664 Iteration 0F: 3 clusters Score -41911.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -42070.500000 Penalty: 2819.055664 Iteration 1F: 3 clusters Score -42070.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -42142.824219 Penalty: 2819.055664 Iteration 2F: 3 clusters Score -42142.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -42175.414062 Penalty: 2819.055664 Iteration 3Q: 3 clusters Score -42175.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -42179.601562 Penalty: 2819.055664 Iteration 4Q: 3 clusters Score -42179.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -42184.632812 Penalty: 2819.055664 Iteration 5Q: 3 clusters Score -42184.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -42189.984375 Penalty: 2819.055664 Iteration 6Q: 3 clusters Score -42189.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -42191.304688 Penalty: 2819.055664 Iteration 7Q: 3 clusters Score -42191.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -42191.304688 Penalty: 2819.055664 Iteration 8F: 3 clusters Score -42191.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (13436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Entering Unmasked Estep Score: -2170223.000000 Penalty: 2357.411865 Iteration 0F: 2 clusters Score -2170223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -2160383.500000 Penalty: 4714.823730 Iteration 0F: 3 clusters Score -2160384 nChanged 5693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -2163631.750000 Penalty: 4714.823730 Iteration 1F: 3 clusters Score -2163632 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -2164317.500000 Penalty: 4714.823730 Iteration 2F: 3 clusters Score -2164318 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -2165026.000000 Penalty: 4714.823730 Iteration 3F: 3 clusters Score -2165026 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -2165788.000000 Penalty: 4714.823730 Iteration 4F: 3 clusters Score -2165788 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -2166556.500000 Penalty: 4714.823730 Iteration 5F: 3 clusters Score -2166556 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -2167321.000000 Penalty: 4714.823730 Iteration 6F: 3 clusters Score -2167321 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -2168036.500000 Penalty: 4714.823730 Iteration 7F: 3 clusters Score -2168036 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -2168683.000000 Penalty: 4714.823730 Iteration 8F: 3 clusters Score -2168683 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -2169330.750000 Penalty: 4714.823730 Iteration 9Q: 3 clusters Score -2169331 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -2169936.000000 Penalty: 4714.823730 Iteration 10Q: 3 clusters Score -2169936 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -2170321.000000 Penalty: 4714.823730 Iteration 11Q: 3 clusters Score -2170321 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -2170489.500000 Penalty: 4714.823730 Iteration 12Q: 3 clusters Score -2170490 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -2170557.500000 Penalty: 4714.823730 Iteration 13Q: 3 clusters Score -2170558 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -2170577.250000 Penalty: 4714.823730 Iteration 14Q: 3 clusters Score -2170577 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -2170588.250000 Penalty: 4714.823730 Iteration 15Q: 3 clusters Score -2170588 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -2170589.500000 Penalty: 4714.823730 Iteration 16Q: 3 clusters Score -2170590 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -2170591.250000 Penalty: 4714.823730 Iteration 17Q: 3 clusters Score -2170591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -2170597.250000 Penalty: 4714.823730 Iteration 18Q: 3 clusters Score -2170597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -2170595.500000 Penalty: 4714.823730 Iteration 19Q: 3 clusters Score -2170596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -2170594.000000 Penalty: 4714.823730 Iteration 20F: 3 clusters Score -2170594 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -2170595.000000 Penalty: 4714.823730 Iteration 21Q: 3 clusters Score -2170595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -2170598.750000 Penalty: 4714.823730 Iteration 22Q: 3 clusters Score -2170599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -2170596.750000 Penalty: 4714.823730 Iteration 23Q: 3 clusters Score -2170597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -2170597.500000 Penalty: 4714.823730 Iteration 24Q: 3 clusters Score -2170598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -2170595.250000 Penalty: 4714.823730 Iteration 25Q: 3 clusters Score -2170595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -2170595.250000 Penalty: 4714.823730 Iteration 26Q: 3 clusters Score -2170595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -2170595.250000 Penalty: 4714.823730 Iteration 27F: 3 clusters Score -2170595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 899 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21948 members Mstep: Class 7 contains 31769 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6699 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10646 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 22179 members Mstep: Class 21 contains 7636 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46966 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14040 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25087 members Mstep: Class 30 contains 17450 members Mstep: Class 31 contains 14627 members Mstep: Class 32 contains 8098 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 4468 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1508 members Mstep: Class 37 contains 8968 members Entering Unmasked Estep Score: -51836748.000000 Penalty: 116394.960938 Splitting cluster 34 changes total score from -51837260.000000 to -51836748.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 35 (2420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Entering Unmasked Estep Score: -401516.281250 Penalty: 1932.297729 Iteration 0F: 2 clusters Score -401516.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -398620.718750 Penalty: 3864.595459 Iteration 0F: 3 clusters Score -398620.7 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -399165.437500 Penalty: 3864.595459 Iteration 1F: 3 clusters Score -399165.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -399296.781250 Penalty: 3864.595459 Iteration 2F: 3 clusters Score -399296.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -399360.718750 Penalty: 3864.595459 Iteration 3Q: 3 clusters Score -399360.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -399404.000000 Penalty: 3864.595459 Iteration 4Q: 3 clusters Score -399404 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -399434.000000 Penalty: 3864.595459 Iteration 5Q: 3 clusters Score -399434 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -399456.656250 Penalty: 3864.595459 Iteration 6Q: 3 clusters Score -399456.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -399472.031250 Penalty: 3864.595459 Iteration 7Q: 3 clusters Score -399472 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -399486.250000 Penalty: 3864.595459 Iteration 8Q: 3 clusters Score -399486.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -399501.468750 Penalty: 3864.595459 Iteration 9Q: 3 clusters Score -399501.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -399516.187500 Penalty: 3864.595459 Iteration 10Q: 3 clusters Score -399516.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -399532.218750 Penalty: 3864.595459 Iteration 11Q: 3 clusters Score -399532.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -399545.937500 Penalty: 3864.595459 Iteration 12Q: 3 clusters Score -399545.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -399558.343750 Penalty: 3864.595459 Iteration 13Q: 3 clusters Score -399558.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -399566.218750 Penalty: 3864.595459 Iteration 14Q: 3 clusters Score -399566.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -399571.437500 Penalty: 3864.595459 Iteration 15Q: 3 clusters Score -399571.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -399575.781250 Penalty: 3864.595459 Iteration 16Q: 3 clusters Score -399575.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -399580.781250 Penalty: 3864.595459 Iteration 17Q: 3 clusters Score -399580.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -399585.562500 Penalty: 3864.595459 Iteration 18Q: 3 clusters Score -399585.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -399588.375000 Penalty: 3864.595459 Iteration 19Q: 3 clusters Score -399588.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -399592.250000 Penalty: 3864.595459 Iteration 20F: 3 clusters Score -399592.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -399595.062500 Penalty: 3864.595459 Iteration 21Q: 3 clusters Score -399595.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -399596.343750 Penalty: 3864.595459 Iteration 22Q: 3 clusters Score -399596.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -399598.531250 Penalty: 3864.595459 Iteration 23Q: 3 clusters Score -399598.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -399599.406250 Penalty: 3864.595459 Iteration 24Q: 3 clusters Score -399599.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -399601.093750 Penalty: 3864.595459 Iteration 25Q: 3 clusters Score -399601.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -399605.812500 Penalty: 3864.595459 Iteration 26Q: 3 clusters Score -399605.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -399606.875000 Penalty: 3864.595459 Iteration 27Q: 3 clusters Score -399606.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -399609.312500 Penalty: 3864.595459 Iteration 28Q: 3 clusters Score -399609.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -399613.281250 Penalty: 3864.595459 Iteration 29Q: 3 clusters Score -399613.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -399614.343750 Penalty: 3864.595459 Iteration 30Q: 3 clusters Score -399614.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -399618.781250 Penalty: 3864.595459 Iteration 31Q: 3 clusters Score -399618.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -399620.843750 Penalty: 3864.595459 Iteration 32Q: 3 clusters Score -399620.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -399622.968750 Penalty: 3864.595459 Iteration 33Q: 3 clusters Score -399623 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -399625.750000 Penalty: 3864.595459 Iteration 34Q: 3 clusters Score -399625.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -399627.718750 Penalty: 3864.595459 Iteration 35Q: 3 clusters Score -399627.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -399630.843750 Penalty: 3864.595459 Iteration 36Q: 3 clusters Score -399630.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -399632.968750 Penalty: 3864.595459 Iteration 37Q: 3 clusters Score -399633 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -399635.125000 Penalty: 3864.595459 Iteration 38Q: 3 clusters Score -399635.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -399637.531250 Penalty: 3864.595459 Iteration 39Q: 3 clusters Score -399637.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -399639.875000 Penalty: 3864.595459 Iteration 40F: 3 clusters Score -399639.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -399641.531250 Penalty: 3864.595459 Iteration 41Q: 3 clusters Score -399641.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -399644.968750 Penalty: 3864.595459 Iteration 42Q: 3 clusters Score -399645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -399645.375000 Penalty: 3864.595459 Iteration 43Q: 3 clusters Score -399645.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -399648.250000 Penalty: 3864.595459 Iteration 44Q: 3 clusters Score -399648.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -399650.375000 Penalty: 3864.595459 Iteration 45Q: 3 clusters Score -399650.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -399652.562500 Penalty: 3864.595459 Iteration 46Q: 3 clusters Score -399652.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -399656.875000 Penalty: 3864.595459 Iteration 47Q: 3 clusters Score -399656.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -399659.375000 Penalty: 3864.595459 Iteration 48Q: 3 clusters Score -399659.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -399663.218750 Penalty: 3864.595459 Iteration 49Q: 3 clusters Score -399663.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -399666.218750 Penalty: 3864.595459 Iteration 50Q: 3 clusters Score -399666.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -399667.968750 Penalty: 3864.595459 Iteration 51Q: 3 clusters Score -399668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -399670.156250 Penalty: 3864.595459 Iteration 52Q: 3 clusters Score -399670.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -399670.156250 Penalty: 3864.595459 Iteration 53F: 3 clusters Score -399670.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Entering Unmasked Estep Score: -246737.890625 Penalty: 1814.997803 Iteration 0F: 2 clusters Score -246737.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -244452.890625 Penalty: 3629.995605 Iteration 0F: 3 clusters Score -244452.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -244818.359375 Penalty: 3629.995605 Iteration 1F: 3 clusters Score -244818.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -244925.312500 Penalty: 3629.995605 Iteration 2F: 3 clusters Score -244925.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -244971.312500 Penalty: 3629.995605 Iteration 3Q: 3 clusters Score -244971.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -244998.609375 Penalty: 3629.995605 Iteration 4Q: 3 clusters Score -244998.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -245009.656250 Penalty: 3629.995605 Iteration 5Q: 3 clusters Score -245009.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -245014.250000 Penalty: 3629.995605 Iteration 6Q: 3 clusters Score -245014.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -245017.109375 Penalty: 3629.995605 Iteration 7Q: 3 clusters Score -245017.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -245019.281250 Penalty: 3629.995605 Iteration 8Q: 3 clusters Score -245019.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -245023.078125 Penalty: 3629.995605 Iteration 9Q: 3 clusters Score -245023.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -245027.531250 Penalty: 3629.995605 Iteration 10Q: 3 clusters Score -245027.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -245032.765625 Penalty: 3629.995605 Iteration 11Q: 3 clusters Score -245032.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -245038.140625 Penalty: 3629.995605 Iteration 12Q: 3 clusters Score -245038.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -245042.515625 Penalty: 3629.995605 Iteration 13Q: 3 clusters Score -245042.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -245049.328125 Penalty: 3629.995605 Iteration 14Q: 3 clusters Score -245049.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -245053.656250 Penalty: 3629.995605 Iteration 15Q: 3 clusters Score -245053.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -245056.187500 Penalty: 3629.995605 Iteration 16Q: 3 clusters Score -245056.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -245056.828125 Penalty: 3629.995605 Iteration 17Q: 3 clusters Score -245056.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -245056.828125 Penalty: 3629.995605 Iteration 18F: 3 clusters Score -245056.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 899 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21948 members Mstep: Class 7 contains 31769 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6699 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10646 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 22179 members Mstep: Class 21 contains 7636 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46966 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14040 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25087 members Mstep: Class 30 contains 17450 members Mstep: Class 31 contains 14627 members Mstep: Class 32 contains 8098 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13436 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1508 members Entering Unmasked Estep ConsiderDeletion Score: -51837220.000000 Penalty: 113249.156250 Iteration 159Q: 37 clusters Score -5.183722e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21934 members Mstep: Class 7 contains 31778 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6698 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10644 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5344 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 463 members Mstep: Class 20 contains 22181 members Mstep: Class 21 contains 7652 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46966 members Mstep: Class 25 contains 3442 members Mstep: Class 26 contains 14029 members Mstep: Class 27 contains 12291 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25079 members Mstep: Class 30 contains 17451 members Mstep: Class 31 contains 14633 members Mstep: Class 32 contains 8099 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13442 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1502 members Entering Unmasked Estep ConsiderDeletion Score: -51837264.000000 Penalty: 113249.156250 Iteration 160F: 37 clusters Score -5.183726e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21927 members Mstep: Class 7 contains 31790 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6693 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10644 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 5345 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22181 members Mstep: Class 21 contains 7659 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46964 members Mstep: Class 25 contains 3444 members Mstep: Class 26 contains 14022 members Mstep: Class 27 contains 12290 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25073 members Mstep: Class 30 contains 17451 members Mstep: Class 31 contains 14638 members Mstep: Class 32 contains 8101 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13445 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1497 members Entering Unmasked Estep ConsiderDeletion Score: -51837216.000000 Penalty: 113249.156250 Iteration 161Q: 37 clusters Score -5.183722e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21919 members Mstep: Class 7 contains 31798 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6683 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10643 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5347 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22181 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 12956 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46965 members Mstep: Class 25 contains 3445 members Mstep: Class 26 contains 14017 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 25067 members Mstep: Class 30 contains 17452 members Mstep: Class 31 contains 14646 members Mstep: Class 32 contains 8101 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13448 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1491 members Entering Unmasked Estep ConsiderDeletion Score: -51837204.000000 Penalty: 113249.156250 Iteration 162Q: 37 clusters Score -5.18372e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21906 members Mstep: Class 7 contains 31814 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 6682 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10642 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 5345 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7678 members Mstep: Class 22 contains 12957 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46960 members Mstep: Class 25 contains 3445 members Mstep: Class 26 contains 14017 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25056 members Mstep: Class 30 contains 17453 members Mstep: Class 31 contains 14653 members Mstep: Class 32 contains 8102 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13452 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1486 members Entering Unmasked Estep ConsiderDeletion Score: -51837284.000000 Penalty: 113249.156250 Iteration 163Q: 37 clusters Score -5.183728e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21902 members Mstep: Class 7 contains 31818 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11883 members Mstep: Class 11 contains 6684 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10641 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7680 members Mstep: Class 22 contains 12957 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46959 members Mstep: Class 25 contains 3444 members Mstep: Class 26 contains 14014 members Mstep: Class 27 contains 12289 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25051 members Mstep: Class 30 contains 17455 members Mstep: Class 31 contains 14656 members Mstep: Class 32 contains 8103 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13457 members Mstep: Class 35 contains 2420 members Mstep: Class 36 contains 1484 members Entering Unmasked Estep ConsiderDeletion Score: -51837252.000000 Penalty: 113249.156250 Iteration 164Q: 37 clusters Score -5.183725e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21897 members Mstep: Class 7 contains 31824 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11882 members Mstep: Class 11 contains 6687 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10641 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7685 members Mstep: Class 22 contains 12957 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46957 members Mstep: Class 25 contains 3443 members Mstep: Class 26 contains 14011 members Mstep: Class 27 contains 12288 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25042 members Mstep: Class 30 contains 17458 members Mstep: Class 31 contains 14659 members Mstep: Class 32 contains 8104 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13460 members Mstep: Class 35 contains 2421 members Mstep: Class 36 contains 1480 members Entering Unmasked Estep ConsiderDeletion Score: -51837188.000000 Penalty: 113249.156250 Iteration 165Q: 37 clusters Score -5.183719e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21890 members Mstep: Class 7 contains 31830 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11882 members Mstep: Class 11 contains 6683 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10639 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7692 members Mstep: Class 22 contains 12957 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46955 members Mstep: Class 25 contains 3443 members Mstep: Class 26 contains 14010 members Mstep: Class 27 contains 12287 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25034 members Mstep: Class 30 contains 17461 members Mstep: Class 31 contains 14663 members Mstep: Class 32 contains 8107 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13461 members Mstep: Class 35 contains 2421 members Mstep: Class 36 contains 1479 members Entering Unmasked Estep ConsiderDeletion Score: -51837236.000000 Penalty: 113249.156250 Iteration 166Q: 37 clusters Score -5.183724e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21886 members Mstep: Class 7 contains 31839 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11882 members Mstep: Class 11 contains 6677 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10639 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5341 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7697 members Mstep: Class 22 contains 12957 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46953 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14011 members Mstep: Class 27 contains 12285 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25025 members Mstep: Class 30 contains 17460 members Mstep: Class 31 contains 14671 members Mstep: Class 32 contains 8108 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13461 members Mstep: Class 35 contains 2422 members Mstep: Class 36 contains 1475 members Entering Unmasked Estep ConsiderDeletion Score: -51837244.000000 Penalty: 113249.156250 Iteration 167Q: 37 clusters Score -5.183724e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21880 members Mstep: Class 7 contains 31844 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11882 members Mstep: Class 11 contains 6674 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10639 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 5342 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7700 members Mstep: Class 22 contains 12958 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46949 members Mstep: Class 25 contains 3445 members Mstep: Class 26 contains 14005 members Mstep: Class 27 contains 12284 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25021 members Mstep: Class 30 contains 17463 members Mstep: Class 31 contains 14682 members Mstep: Class 32 contains 8111 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13460 members Mstep: Class 35 contains 2422 members Mstep: Class 36 contains 1470 members Entering Unmasked Estep ConsiderDeletion Score: -51837216.000000 Penalty: 113249.156250 Iteration 168Q: 37 clusters Score -5.183722e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21880 members Mstep: Class 7 contains 31848 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11882 members Mstep: Class 11 contains 6674 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10639 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 4922 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7700 members Mstep: Class 22 contains 12959 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46944 members Mstep: Class 25 contains 3444 members Mstep: Class 26 contains 13999 members Mstep: Class 27 contains 12284 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25019 members Mstep: Class 30 contains 17467 members Mstep: Class 31 contains 14687 members Mstep: Class 32 contains 8117 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13460 members Mstep: Class 35 contains 2422 members Mstep: Class 36 contains 1463 members Entering Unmasked Estep ConsiderDeletion Score: -51837292.000000 Penalty: 113249.156250 Iteration 169Q: 37 clusters Score -5.183729e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21875 members Mstep: Class 7 contains 31848 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11881 members Mstep: Class 11 contains 6668 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10638 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 5344 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12959 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46939 members Mstep: Class 25 contains 3446 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12285 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25014 members Mstep: Class 30 contains 17470 members Mstep: Class 31 contains 14698 members Mstep: Class 32 contains 8120 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13461 members Mstep: Class 35 contains 2422 members Mstep: Class 36 contains 1451 members Entering Unmasked Estep ConsiderDeletion Score: -51837260.000000 Penalty: 113249.156250 Iteration 170Q: 37 clusters Score -5.183726e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21873 members Mstep: Class 7 contains 31857 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11880 members Mstep: Class 11 contains 6665 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10635 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3046 members Mstep: Class 17 contains 5346 members Mstep: Class 18 contains 4925 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7709 members Mstep: Class 22 contains 12959 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46936 members Mstep: Class 25 contains 3443 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12284 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 25005 members Mstep: Class 30 contains 17471 members Mstep: Class 31 contains 14705 members Mstep: Class 32 contains 8122 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13462 members Mstep: Class 35 contains 2422 members Mstep: Class 36 contains 1446 members Entering Unmasked Estep ConsiderDeletion Score: -51837284.000000 Penalty: 113249.156250 Iteration 171Q: 37 clusters Score -5.183728e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21875 members Mstep: Class 7 contains 31862 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6662 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10634 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3045 members Mstep: Class 17 contains 5347 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7711 members Mstep: Class 22 contains 12960 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46934 members Mstep: Class 25 contains 3440 members Mstep: Class 26 contains 14009 members Mstep: Class 27 contains 12282 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24996 members Mstep: Class 30 contains 17472 members Mstep: Class 31 contains 14713 members Mstep: Class 32 contains 8122 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13464 members Mstep: Class 35 contains 2422 members Mstep: Class 36 contains 1441 members Entering Unmasked Estep ConsiderDeletion Score: -51837304.000000 Penalty: 113249.156250 Iteration 172Q: 37 clusters Score -5.18373e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21877 members Mstep: Class 7 contains 31865 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6662 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10632 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4928 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7708 members Mstep: Class 22 contains 12960 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46932 members Mstep: Class 25 contains 3436 members Mstep: Class 26 contains 14011 members Mstep: Class 27 contains 12282 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24989 members Mstep: Class 30 contains 17474 members Mstep: Class 31 contains 14722 members Mstep: Class 32 contains 8124 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13463 members Mstep: Class 35 contains 2425 members Mstep: Class 36 contains 1435 members Entering Unmasked Estep ConsiderDeletion Score: -51837236.000000 Penalty: 113249.156250 Iteration 173Q: 37 clusters Score -5.183724e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21873 members Mstep: Class 7 contains 31870 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6665 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10630 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4928 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22183 members Mstep: Class 21 contains 7707 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46927 members Mstep: Class 25 contains 3435 members Mstep: Class 26 contains 14012 members Mstep: Class 27 contains 12280 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24984 members Mstep: Class 30 contains 17476 members Mstep: Class 31 contains 14730 members Mstep: Class 32 contains 8126 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13463 members Mstep: Class 35 contains 2424 members Mstep: Class 36 contains 1430 members Entering Unmasked Estep ConsiderDeletion Score: -51837252.000000 Penalty: 113249.156250 Iteration 174Q: 37 clusters Score -5.183725e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21871 members Mstep: Class 7 contains 31871 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6666 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10629 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4928 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7705 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46925 members Mstep: Class 25 contains 3434 members Mstep: Class 26 contains 14016 members Mstep: Class 27 contains 12281 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24979 members Mstep: Class 30 contains 17477 members Mstep: Class 31 contains 14736 members Mstep: Class 32 contains 8127 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13464 members Mstep: Class 35 contains 2423 members Mstep: Class 36 contains 1425 members Entering Unmasked Estep ConsiderDeletion Score: -51837252.000000 Penalty: 113249.156250 Iteration 175Q: 37 clusters Score -5.183725e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 912 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21867 members Mstep: Class 7 contains 31872 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6668 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10628 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4928 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7705 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46923 members Mstep: Class 25 contains 3434 members Mstep: Class 26 contains 14018 members Mstep: Class 27 contains 12281 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24973 members Mstep: Class 30 contains 17477 members Mstep: Class 31 contains 14743 members Mstep: Class 32 contains 8129 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13467 members Mstep: Class 35 contains 2425 members Mstep: Class 36 contains 1418 members Entering Unmasked Estep ConsiderDeletion Score: -51837380.000000 Penalty: 113249.156250 Iteration 176Q: 37 clusters Score -5.183738e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 912 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21866 members Mstep: Class 7 contains 31877 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6672 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10627 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5349 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7705 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46921 members Mstep: Class 25 contains 3434 members Mstep: Class 26 contains 14012 members Mstep: Class 27 contains 12281 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24968 members Mstep: Class 30 contains 17479 members Mstep: Class 31 contains 14752 members Mstep: Class 32 contains 8131 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13466 members Mstep: Class 35 contains 2429 members Mstep: Class 36 contains 1410 members Entering Unmasked Estep ConsiderDeletion Score: -51837416.000000 Penalty: 113249.156250 Iteration 177Q: 37 clusters Score -5.183742e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21862 members Mstep: Class 7 contains 31878 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6675 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10625 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7705 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46915 members Mstep: Class 25 contains 3432 members Mstep: Class 26 contains 14010 members Mstep: Class 27 contains 12279 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17483 members Mstep: Class 31 contains 14768 members Mstep: Class 32 contains 8131 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13469 members Mstep: Class 35 contains 2429 members Mstep: Class 36 contains 1402 members Entering Unmasked Estep ConsiderDeletion Score: -51837420.000000 Penalty: 113249.156250 Iteration 178Q: 37 clusters Score -5.183742e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21862 members Mstep: Class 7 contains 31880 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6674 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10625 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5345 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46902 members Mstep: Class 25 contains 3430 members Mstep: Class 26 contains 14009 members Mstep: Class 27 contains 12278 members Mstep: Class 28 contains 539 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17490 members Mstep: Class 31 contains 14780 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13470 members Mstep: Class 35 contains 2431 members Mstep: Class 36 contains 1396 members Entering Unmasked Estep ConsiderDeletion Score: -51837412.000000 Penalty: 113249.156250 Iteration 179Q: 37 clusters Score -5.183741e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21860 members Mstep: Class 7 contains 31880 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6675 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10624 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5346 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46892 members Mstep: Class 25 contains 3430 members Mstep: Class 26 contains 14010 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24968 members Mstep: Class 30 contains 17492 members Mstep: Class 31 contains 14789 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13470 members Mstep: Class 35 contains 2432 members Mstep: Class 36 contains 1394 members Entering Unmasked Estep ConsiderDeletion Score: -51837380.000000 Penalty: 113249.156250 Iteration 180F: 37 clusters Score -5.183738e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21862 members Mstep: Class 7 contains 31881 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6672 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10624 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5347 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 463 members Mstep: Class 20 contains 22183 members Mstep: Class 21 contains 7701 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46888 members Mstep: Class 25 contains 3428 members Mstep: Class 26 contains 14010 members Mstep: Class 27 contains 12274 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17495 members Mstep: Class 31 contains 14793 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13472 members Mstep: Class 35 contains 2432 members Mstep: Class 36 contains 1393 members Entering Unmasked Estep ConsiderDeletion Score: -51837416.000000 Penalty: 113249.156250 Iteration 181Q: 37 clusters Score -5.183742e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21863 members Mstep: Class 7 contains 31882 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6670 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10624 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 463 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7701 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46883 members Mstep: Class 25 contains 3424 members Mstep: Class 26 contains 14013 members Mstep: Class 27 contains 12274 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17499 members Mstep: Class 31 contains 14790 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13474 members Mstep: Class 35 contains 2432 members Mstep: Class 36 contains 1394 members Entering Unmasked Estep ConsiderDeletion Score: -51837400.000000 Penalty: 113249.156250 Iteration 182Q: 37 clusters Score -5.18374e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21860 members Mstep: Class 7 contains 31884 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6671 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10623 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 463 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46873 members Mstep: Class 25 contains 3417 members Mstep: Class 26 contains 14015 members Mstep: Class 27 contains 12273 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17504 members Mstep: Class 31 contains 14792 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13478 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1396 members Entering Unmasked Estep ConsiderDeletion Score: -51837376.000000 Penalty: 113249.156250 Iteration 183Q: 37 clusters Score -5.183738e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 918 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21861 members Mstep: Class 7 contains 31883 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6670 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10622 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 22182 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46869 members Mstep: Class 25 contains 3418 members Mstep: Class 26 contains 14016 members Mstep: Class 27 contains 12274 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17507 members Mstep: Class 31 contains 14794 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13477 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1396 members Entering Unmasked Estep ConsiderDeletion Score: -51837320.000000 Penalty: 113249.156250 Iteration 184Q: 37 clusters Score -5.183732e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21861 members Mstep: Class 7 contains 31883 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6670 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10620 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 461 members Mstep: Class 20 contains 22181 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46871 members Mstep: Class 25 contains 3416 members Mstep: Class 26 contains 14017 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17507 members Mstep: Class 31 contains 14795 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13479 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1392 members Entering Unmasked Estep ConsiderDeletion Score: -51837408.000000 Penalty: 113249.156250 Iteration 185Q: 37 clusters Score -5.183741e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21860 members Mstep: Class 7 contains 31882 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6673 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10615 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46869 members Mstep: Class 25 contains 3415 members Mstep: Class 26 contains 14016 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17510 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13481 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1391 members Entering Unmasked Estep ConsiderDeletion Score: -51837428.000000 Penalty: 113249.156250 Iteration 186Q: 37 clusters Score -5.183743e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 918 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21861 members Mstep: Class 7 contains 31882 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6674 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10612 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 22187 members Mstep: Class 21 contains 7701 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46867 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14016 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17511 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837444.000000 Penalty: 113249.156250 Iteration 187Q: 37 clusters Score -5.183744e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21861 members Mstep: Class 7 contains 31883 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6675 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10611 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22188 members Mstep: Class 21 contains 7701 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46867 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14014 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17511 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837468.000000 Penalty: 113249.156250 Iteration 188Q: 37 clusters Score -5.183747e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 918 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21861 members Mstep: Class 7 contains 31886 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6675 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7701 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46867 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14011 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17511 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837456.000000 Penalty: 113249.156250 Iteration 189Q: 37 clusters Score -5.183746e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21862 members Mstep: Class 7 contains 31889 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6672 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7699 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46866 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14010 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17511 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837476.000000 Penalty: 113249.156250 Iteration 190Q: 37 clusters Score -5.183748e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21862 members Mstep: Class 7 contains 31889 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6671 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7698 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46866 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14009 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17511 members Mstep: Class 31 contains 14797 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837472.000000 Penalty: 113249.156250 Iteration 191Q: 37 clusters Score -5.183747e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21860 members Mstep: Class 7 contains 31889 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6670 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7700 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46867 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14008 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17511 members Mstep: Class 31 contains 14797 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837464.000000 Penalty: 113249.156250 Iteration 192Q: 37 clusters Score -5.183746e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21858 members Mstep: Class 7 contains 31890 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6669 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7701 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46867 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14008 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17512 members Mstep: Class 31 contains 14797 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837444.000000 Penalty: 113249.156250 Iteration 193Q: 37 clusters Score -5.183744e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21858 members Mstep: Class 7 contains 31890 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6669 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46866 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14007 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17513 members Mstep: Class 31 contains 14797 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837444.000000 Penalty: 113249.156250 Iteration 194Q: 37 clusters Score -5.183744e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21857 members Mstep: Class 7 contains 31891 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6668 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7703 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46866 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14007 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17514 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8132 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837444.000000 Penalty: 113249.156250 Iteration 195Q: 37 clusters Score -5.183744e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21858 members Mstep: Class 7 contains 31894 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6666 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5348 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12962 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46864 members Mstep: Class 25 contains 3415 members Mstep: Class 26 contains 14005 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17516 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8133 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13482 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837508.000000 Penalty: 113249.156250 Iteration 196Q: 37 clusters Score -5.183751e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21858 members Mstep: Class 7 contains 31895 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6665 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5349 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7702 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46859 members Mstep: Class 25 contains 3414 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17518 members Mstep: Class 31 contains 14796 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837488.000000 Penalty: 113249.156250 Iteration 197Q: 37 clusters Score -5.183749e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21856 members Mstep: Class 7 contains 31895 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6665 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7703 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46857 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17519 members Mstep: Class 31 contains 14797 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2434 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837496.000000 Penalty: 113249.156250 Iteration 198Q: 37 clusters Score -5.18375e+07 nChanged 5 Entering ConstructFrom: Score: -51837496.000000 Penalty: 113249.156250 Entering ConstructFrom: Trying to split cluster 1 (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: -432926.656250 Penalty: 1966.244751 Iteration 0F: 2 clusters Score -432926.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -429817.187500 Penalty: 3932.489502 Iteration 0F: 3 clusters Score -429817.2 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -430558.937500 Penalty: 3932.489502 Iteration 1F: 3 clusters Score -430558.9 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -431017.875000 Penalty: 3932.489502 Iteration 2F: 3 clusters Score -431017.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -431457.312500 Penalty: 3932.489502 Iteration 3F: 3 clusters Score -431457.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -431899.187500 Penalty: 3932.489502 Iteration 4F: 3 clusters Score -431899.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -432200.593750 Penalty: 3932.489502 Iteration 5F: 3 clusters Score -432200.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -432322.343750 Penalty: 3932.489502 Iteration 6Q: 3 clusters Score -432322.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -432389.468750 Penalty: 3932.489502 Iteration 7Q: 3 clusters Score -432389.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -432421.812500 Penalty: 3932.489502 Iteration 8Q: 3 clusters Score -432421.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -432439.875000 Penalty: 3932.489502 Iteration 9Q: 3 clusters Score -432439.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -432450.718750 Penalty: 3932.489502 Iteration 10Q: 3 clusters Score -432450.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -432455.312500 Penalty: 3932.489502 Iteration 11Q: 3 clusters Score -432455.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -432459.906250 Penalty: 3932.489502 Iteration 12Q: 3 clusters Score -432459.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -432462.312500 Penalty: 3932.489502 Iteration 13Q: 3 clusters Score -432462.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -432464.968750 Penalty: 3932.489502 Iteration 14Q: 3 clusters Score -432465 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -432468.000000 Penalty: 3932.489502 Iteration 15Q: 3 clusters Score -432468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -432469.156250 Penalty: 3932.489502 Iteration 16Q: 3 clusters Score -432469.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -432470.750000 Penalty: 3932.489502 Iteration 17Q: 3 clusters Score -432470.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -432471.687500 Penalty: 3932.489502 Iteration 18Q: 3 clusters Score -432471.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -432471.687500 Penalty: 3932.489502 Iteration 19F: 3 clusters Score -432471.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Entering Unmasked Estep Score: -137303.531250 Penalty: 1692.174927 Iteration 0F: 2 clusters Score -137303.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -135445.437500 Penalty: 3384.349854 Iteration 0F: 3 clusters Score -135445.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -135704.968750 Penalty: 3384.349854 Iteration 1F: 3 clusters Score -135705 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -135784.312500 Penalty: 3384.349854 Iteration 2F: 3 clusters Score -135784.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -135819.984375 Penalty: 3384.349854 Iteration 3Q: 3 clusters Score -135820 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -135839.468750 Penalty: 3384.349854 Iteration 4Q: 3 clusters Score -135839.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -135851.187500 Penalty: 3384.349854 Iteration 5Q: 3 clusters Score -135851.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -135872.656250 Penalty: 3384.349854 Iteration 6Q: 3 clusters Score -135872.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -135887.328125 Penalty: 3384.349854 Iteration 7Q: 3 clusters Score -135887.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -135905.453125 Penalty: 3384.349854 Iteration 8Q: 3 clusters Score -135905.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -135941.234375 Penalty: 3384.349854 Iteration 9Q: 3 clusters Score -135941.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -135960.515625 Penalty: 3384.349854 Iteration 10Q: 3 clusters Score -135960.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -135979.562500 Penalty: 3384.349854 Iteration 11Q: 3 clusters Score -135979.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -136016.484375 Penalty: 3384.349854 Iteration 12Q: 3 clusters Score -136016.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -136053.687500 Penalty: 3384.349854 Iteration 13Q: 3 clusters Score -136053.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -136083.921875 Penalty: 3384.349854 Iteration 14Q: 3 clusters Score -136083.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -136119.562500 Penalty: 3384.349854 Iteration 15Q: 3 clusters Score -136119.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -136142.968750 Penalty: 3384.349854 Iteration 16Q: 3 clusters Score -136143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -136154.703125 Penalty: 3384.349854 Iteration 17Q: 3 clusters Score -136154.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -136175.062500 Penalty: 3384.349854 Iteration 18Q: 3 clusters Score -136175.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -136196.484375 Penalty: 3384.349854 Iteration 19Q: 3 clusters Score -136196.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -136212.078125 Penalty: 3384.349854 Iteration 20F: 3 clusters Score -136212.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -136222.937500 Penalty: 3384.349854 Iteration 21Q: 3 clusters Score -136222.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -136227.437500 Penalty: 3384.349854 Iteration 22Q: 3 clusters Score -136227.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -136231.625000 Penalty: 3384.349854 Iteration 23Q: 3 clusters Score -136231.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -136237.937500 Penalty: 3384.349854 Iteration 24Q: 3 clusters Score -136237.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -136248.437500 Penalty: 3384.349854 Iteration 25Q: 3 clusters Score -136248.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -136252.046875 Penalty: 3384.349854 Iteration 26Q: 3 clusters Score -136252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -136256.750000 Penalty: 3384.349854 Iteration 27Q: 3 clusters Score -136256.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -136260.468750 Penalty: 3384.349854 Iteration 28Q: 3 clusters Score -136260.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -136268.343750 Penalty: 3384.349854 Iteration 29Q: 3 clusters Score -136268.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -136271.734375 Penalty: 3384.349854 Iteration 30Q: 3 clusters Score -136271.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -136274.343750 Penalty: 3384.349854 Iteration 31Q: 3 clusters Score -136274.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -136274.343750 Penalty: 3384.349854 Iteration 32F: 3 clusters Score -136274.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -25108.101562 Penalty: 1285.082397 Iteration 0F: 2 clusters Score -25108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -24054.562500 Penalty: 2570.164795 Iteration 0F: 3 clusters Score -24054.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -24153.435547 Penalty: 2570.164795 Iteration 1F: 3 clusters Score -24153.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24239.359375 Penalty: 2570.164795 Iteration 2F: 3 clusters Score -24239.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24254.658203 Penalty: 2570.164795 Iteration 3Q: 3 clusters Score -24254.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24263.816406 Penalty: 2570.164795 Iteration 4Q: 3 clusters Score -24263.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24266.474609 Penalty: 2570.164795 Iteration 5Q: 3 clusters Score -24266.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24273.380859 Penalty: 2570.164795 Iteration 6Q: 3 clusters Score -24273.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24273.380859 Penalty: 2570.164795 Iteration 7F: 3 clusters Score -24273.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -38569.320312 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -38569.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -37431.859375 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -37431.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -37619.140625 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -37619.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -37676.964844 Penalty: 2789.512695 Iteration 2Q: 3 clusters Score -37676.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -37695.421875 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -37695.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -37706.984375 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -37706.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -37711.089844 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -37711.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -37732.960938 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -37732.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -37787.667969 Penalty: 2789.512695 Iteration 7Q: 3 clusters Score -37787.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -37856.375000 Penalty: 2789.512695 Iteration 8Q: 3 clusters Score -37856.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -37882.335938 Penalty: 2789.512695 Iteration 9Q: 3 clusters Score -37882.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -37892.742188 Penalty: 2789.512695 Iteration 10Q: 3 clusters Score -37892.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -37906.695312 Penalty: 2789.512695 Iteration 11Q: 3 clusters Score -37906.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -37932.375000 Penalty: 2789.512695 Iteration 12Q: 3 clusters Score -37932.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -37936.835938 Penalty: 2789.512695 Iteration 13Q: 3 clusters Score -37936.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -37944.324219 Penalty: 2789.512695 Iteration 14Q: 3 clusters Score -37944.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -37944.324219 Penalty: 2789.512695 Iteration 15F: 3 clusters Score -37944.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -68754.703125 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -68754.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -67337.898438 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -67337.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -67620.273438 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -67620.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -67737.242188 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -67737.24 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -67845.546875 Penalty: 3034.576172 Iteration 3F: 3 clusters Score -67845.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -67983.421875 Penalty: 3034.576172 Iteration 4Q: 3 clusters Score -67983.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -68078.289062 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -68078.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -68145.578125 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -68145.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -68168.859375 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -68168.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68213.195312 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -68213.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -68232.820312 Penalty: 3034.576172 Iteration 9Q: 3 clusters Score -68232.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68245.453125 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -68245.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68251.625000 Penalty: 3034.576172 Iteration 11Q: 3 clusters Score -68251.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68256.445312 Penalty: 3034.576172 Iteration 12Q: 3 clusters Score -68256.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68267.578125 Penalty: 3034.576172 Iteration 13Q: 3 clusters Score -68267.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68287.125000 Penalty: 3034.576172 Iteration 14Q: 3 clusters Score -68287.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68290.390625 Penalty: 3034.576172 Iteration 15F: 3 clusters Score -68290.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -68317.765625 Penalty: 3034.576172 Iteration 16Q: 3 clusters Score -68317.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68326.398438 Penalty: 3034.576172 Iteration 17Q: 3 clusters Score -68326.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -68334.085938 Penalty: 3034.576172 Iteration 18Q: 3 clusters Score -68334.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -68354.125000 Penalty: 3034.576172 Iteration 19Q: 3 clusters Score -68354.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -68354.125000 Penalty: 3034.576172 Iteration 20F: 3 clusters Score -68354.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (21855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21855 members Entering Unmasked Estep Score: -3615664.000000 Penalty: 2478.061768 Iteration 0F: 2 clusters Score -3615664 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -3600378.500000 Penalty: 4956.123535 Iteration 0F: 3 clusters Score -3600378 nChanged 9731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -3605493.500000 Penalty: 4956.123535 Iteration 1F: 3 clusters Score -3605494 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11716 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -3605994.500000 Penalty: 4956.123535 Iteration 2F: 3 clusters Score -3605994 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -3606582.000000 Penalty: 4956.123535 Iteration 3F: 3 clusters Score -3606582 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -3607239.500000 Penalty: 4956.123535 Iteration 4F: 3 clusters Score -3607240 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -3608019.000000 Penalty: 4956.123535 Iteration 5F: 3 clusters Score -3608019 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -3608975.500000 Penalty: 4956.123535 Iteration 6F: 3 clusters Score -3608976 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -3610104.500000 Penalty: 4956.123535 Iteration 7F: 3 clusters Score -3610104 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17165 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -3611210.750000 Penalty: 4956.123535 Iteration 8F: 3 clusters Score -3611211 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18189 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -3612090.250000 Penalty: 4956.123535 Iteration 9F: 3 clusters Score -3612090 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18928 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -3612750.750000 Penalty: 4956.123535 Iteration 10Q: 3 clusters Score -3612751 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19473 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -3613150.750000 Penalty: 4956.123535 Iteration 11Q: 3 clusters Score -3613151 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19849 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -3613399.750000 Penalty: 4956.123535 Iteration 12Q: 3 clusters Score -3613400 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20099 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -3613569.250000 Penalty: 4956.123535 Iteration 13Q: 3 clusters Score -3613569 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20303 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -3613723.250000 Penalty: 4956.123535 Iteration 14Q: 3 clusters Score -3613723 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20451 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -3613809.000000 Penalty: 4956.123535 Iteration 15Q: 3 clusters Score -3613809 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20553 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -3613863.750000 Penalty: 4956.123535 Iteration 16Q: 3 clusters Score -3613864 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20625 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -3613908.500000 Penalty: 4956.123535 Iteration 17Q: 3 clusters Score -3613908 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20681 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -3613936.500000 Penalty: 4956.123535 Iteration 18Q: 3 clusters Score -3613936 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20728 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -3613965.750000 Penalty: 4956.123535 Iteration 19Q: 3 clusters Score -3613966 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20765 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -3613982.500000 Penalty: 4956.123535 Iteration 20F: 3 clusters Score -3613982 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20797 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -3614003.250000 Penalty: 4956.123535 Iteration 21Q: 3 clusters Score -3614003 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -3614008.000000 Penalty: 4956.123535 Iteration 22Q: 3 clusters Score -3614008 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20841 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -3614010.250000 Penalty: 4956.123535 Iteration 23Q: 3 clusters Score -3614010 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -3614017.500000 Penalty: 4956.123535 Iteration 24Q: 3 clusters Score -3614018 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20875 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -3614024.250000 Penalty: 4956.123535 Iteration 25Q: 3 clusters Score -3614024 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20890 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -3614029.000000 Penalty: 4956.123535 Iteration 26Q: 3 clusters Score -3614029 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20906 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -3614041.250000 Penalty: 4956.123535 Iteration 27Q: 3 clusters Score -3614041 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20917 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -3614055.500000 Penalty: 4956.123535 Iteration 28Q: 3 clusters Score -3614056 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20926 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -3614059.250000 Penalty: 4956.123535 Iteration 29Q: 3 clusters Score -3614059 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20935 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -3614052.000000 Penalty: 4956.123535 Iteration 30Q: 3 clusters Score -3614052 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20947 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -3614056.500000 Penalty: 4956.123535 Iteration 31Q: 3 clusters Score -3614056 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20954 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -3614062.750000 Penalty: 4956.123535 Iteration 32Q: 3 clusters Score -3614063 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20960 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -3614062.000000 Penalty: 4956.123535 Iteration 33Q: 3 clusters Score -3614062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -3614067.500000 Penalty: 4956.123535 Iteration 34Q: 3 clusters Score -3614068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -3614073.250000 Penalty: 4956.123535 Iteration 35Q: 3 clusters Score -3614073 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20968 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -3614072.500000 Penalty: 4956.123535 Iteration 36Q: 3 clusters Score -3614072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20973 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -3614077.250000 Penalty: 4956.123535 Iteration 37Q: 3 clusters Score -3614077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20976 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -3614079.750000 Penalty: 4956.123535 Iteration 38Q: 3 clusters Score -3614080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -3614083.250000 Penalty: 4956.123535 Iteration 39Q: 3 clusters Score -3614083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -3614078.250000 Penalty: 4956.123535 Iteration 40F: 3 clusters Score -3614078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20979 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -3614082.000000 Penalty: 4956.123535 Iteration 41Q: 3 clusters Score -3614082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20979 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -3614082.000000 Penalty: 4956.123535 Iteration 42F: 3 clusters Score -3614082 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (31896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31896 members Entering Unmasked Estep Score: -5210364.500000 Penalty: 2571.818359 Iteration 0F: 2 clusters Score -5210364 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16047 members Mstep: Class 2 contains 15849 members Entering Unmasked Estep Score: -5188627.500000 Penalty: 5143.636719 Iteration 0F: 3 clusters Score -5188628 nChanged 14313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16514 members Mstep: Class 2 contains 15382 members Entering Unmasked Estep Score: -5196552.500000 Penalty: 5143.636719 Iteration 1F: 3 clusters Score -5196552 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16803 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -5197030.000000 Penalty: 5143.636719 Iteration 2Q: 3 clusters Score -5197030 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17210 members Mstep: Class 2 contains 14686 members Entering Unmasked Estep Score: -5197437.000000 Penalty: 5143.636719 Iteration 3Q: 3 clusters Score -5197437 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17791 members Mstep: Class 2 contains 14105 members Entering Unmasked Estep Score: -5197826.000000 Penalty: 5143.636719 Iteration 4Q: 3 clusters Score -5197826 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18581 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -5198273.000000 Penalty: 5143.636719 Iteration 5Q: 3 clusters Score -5198273 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19645 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -5198873.000000 Penalty: 5143.636719 Iteration 6Q: 3 clusters Score -5198873 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21030 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -5199654.000000 Penalty: 5143.636719 Iteration 7Q: 3 clusters Score -5199654 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -5200765.000000 Penalty: 5143.636719 Iteration 8F: 3 clusters Score -5200765 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24609 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -5202152.500000 Penalty: 5143.636719 Iteration 9F: 3 clusters Score -5202152 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26543 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -5203712.500000 Penalty: 5143.636719 Iteration 10F: 3 clusters Score -5203712 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28265 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -5205154.500000 Penalty: 5143.636719 Iteration 11F: 3 clusters Score -5205154 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29591 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -5206296.000000 Penalty: 5143.636719 Iteration 12Q: 3 clusters Score -5206296 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -5207046.000000 Penalty: 5143.636719 Iteration 13Q: 3 clusters Score -5207046 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30922 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -5207492.000000 Penalty: 5143.636719 Iteration 14Q: 3 clusters Score -5207492 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31168 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -5207740.500000 Penalty: 5143.636719 Iteration 15Q: 3 clusters Score -5207740 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31294 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -5207823.500000 Penalty: 5143.636719 Iteration 16Q: 3 clusters Score -5207824 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31372 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -5207921.000000 Penalty: 5143.636719 Iteration 17Q: 3 clusters Score -5207921 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31434 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -5207977.000000 Penalty: 5143.636719 Iteration 18Q: 3 clusters Score -5207977 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31462 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -5208008.500000 Penalty: 5143.636719 Iteration 19Q: 3 clusters Score -5208008 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31483 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -5208038.500000 Penalty: 5143.636719 Iteration 20F: 3 clusters Score -5208038 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31498 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -5208058.500000 Penalty: 5143.636719 Iteration 21Q: 3 clusters Score -5208058 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31507 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -5208065.500000 Penalty: 5143.636719 Iteration 22Q: 3 clusters Score -5208066 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31511 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -5208070.500000 Penalty: 5143.636719 Iteration 23Q: 3 clusters Score -5208070 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31520 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5208090.000000 Penalty: 5143.636719 Iteration 24Q: 3 clusters Score -5208090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31528 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -5208101.500000 Penalty: 5143.636719 Iteration 25Q: 3 clusters Score -5208102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31534 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -5208116.500000 Penalty: 5143.636719 Iteration 26Q: 3 clusters Score -5208116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31533 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -5208109.500000 Penalty: 5143.636719 Iteration 27Q: 3 clusters Score -5208110 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31533 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -5208109.500000 Penalty: 5143.636719 Iteration 28F: 3 clusters Score -5208110 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: -147929.218750 Penalty: 1709.123169 Iteration 0F: 2 clusters Score -147929.2 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: -146021.234375 Penalty: 3418.246338 Iteration 0F: 3 clusters Score -146021.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -146404.031250 Penalty: 3418.246338 Iteration 1F: 3 clusters Score -146404 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -146643.406250 Penalty: 3418.246338 Iteration 2F: 3 clusters Score -146643.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -146882.265625 Penalty: 3418.246338 Iteration 3F: 3 clusters Score -146882.3 nChanged 55 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: -147110.250000 Penalty: 3418.246338 Iteration 4F: 3 clusters Score -147110.2 nChanged 58 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: -147514.000000 Penalty: 3418.246338 Iteration 5F: 3 clusters Score -147514 nChanged 68 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: -147949.468750 Penalty: 3418.246338 Iteration 6F: 3 clusters Score -147949.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -148278.484375 Penalty: 3418.246338 Iteration 7Q: 3 clusters Score -148278.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -148535.812500 Penalty: 3418.246338 Iteration 8Q: 3 clusters Score -148535.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -148640.375000 Penalty: 3418.246338 Iteration 9Q: 3 clusters Score -148640.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -148788.531250 Penalty: 3418.246338 Iteration 10Q: 3 clusters Score -148788.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -148990.000000 Penalty: 3418.246338 Iteration 11Q: 3 clusters Score -148990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -149092.203125 Penalty: 3418.246338 Iteration 12Q: 3 clusters Score -149092.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -149094.937500 Penalty: 3418.246338 Iteration 13Q: 3 clusters Score -149094.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -149097.562500 Penalty: 3418.246338 Iteration 14Q: 3 clusters Score -149097.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -149097.562500 Penalty: 3418.246338 Iteration 15F: 3 clusters Score -149097.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21855 members Mstep: Class 7 contains 31896 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6663 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46856 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17520 members Mstep: Class 31 contains 14799 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 437 members Entering Unmasked Estep Score: -51837204.000000 Penalty: 116394.960938 Splitting cluster 8 changes total score from -51837496.000000 to -51837204.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -26323.753906 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -26323.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25584.074219 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -25584.07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -25844.294922 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -25844.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -25960.398438 Penalty: 2742.596680 Iteration 2F: 3 clusters Score -25960.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -25995.283203 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -25995.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -26011.554688 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -26011.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -26030.447266 Penalty: 2742.596680 Iteration 5Q: 3 clusters Score -26030.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -26031.435547 Penalty: 2742.596680 Iteration 6Q: 3 clusters Score -26031.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -26031.435547 Penalty: 2742.596680 Iteration 7F: 3 clusters Score -26031.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Entering Unmasked Estep Score: -2027418.125000 Penalty: 2326.866699 Iteration 0F: 2 clusters Score -2027418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -2018569.875000 Penalty: 4653.733398 Iteration 0F: 3 clusters Score -2018570 nChanged 4953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -2021239.250000 Penalty: 4653.733398 Iteration 1F: 3 clusters Score -2021239 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -2021536.375000 Penalty: 4653.733398 Iteration 2F: 3 clusters Score -2021536 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -2021780.750000 Penalty: 4653.733398 Iteration 3Q: 3 clusters Score -2021781 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -2022040.375000 Penalty: 4653.733398 Iteration 4Q: 3 clusters Score -2022040 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -2022358.125000 Penalty: 4653.733398 Iteration 5Q: 3 clusters Score -2022358 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -2022714.750000 Penalty: 4653.733398 Iteration 6F: 3 clusters Score -2022715 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -2023111.500000 Penalty: 4653.733398 Iteration 7F: 3 clusters Score -2023112 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -2023568.375000 Penalty: 4653.733398 Iteration 8F: 3 clusters Score -2023568 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -2024064.375000 Penalty: 4653.733398 Iteration 9F: 3 clusters Score -2024064 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 10410 members Entering Unmasked Estep Score: -2024461.875000 Penalty: 4653.733398 Iteration 10Q: 3 clusters Score -2024462 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -2024768.250000 Penalty: 4653.733398 Iteration 11Q: 3 clusters Score -2024768 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 11023 members Entering Unmasked Estep Score: -2025003.125000 Penalty: 4653.733398 Iteration 12Q: 3 clusters Score -2025003 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -2025138.125000 Penalty: 4653.733398 Iteration 13Q: 3 clusters Score -2025138 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -2025240.500000 Penalty: 4653.733398 Iteration 14Q: 3 clusters Score -2025240 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 11337 members Entering Unmasked Estep Score: -2025308.500000 Penalty: 4653.733398 Iteration 15Q: 3 clusters Score -2025308 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -2025360.250000 Penalty: 4653.733398 Iteration 16Q: 3 clusters Score -2025360 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -2025408.000000 Penalty: 4653.733398 Iteration 17Q: 3 clusters Score -2025408 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -2025437.750000 Penalty: 4653.733398 Iteration 18Q: 3 clusters Score -2025438 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -2025452.375000 Penalty: 4653.733398 Iteration 19Q: 3 clusters Score -2025452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -2025463.000000 Penalty: 4653.733398 Iteration 20F: 3 clusters Score -2025463 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2025469.875000 Penalty: 4653.733398 Iteration 21Q: 3 clusters Score -2025470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -2025473.875000 Penalty: 4653.733398 Iteration 22Q: 3 clusters Score -2025474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -2025473.750000 Penalty: 4653.733398 Iteration 23Q: 3 clusters Score -2025474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -2025479.750000 Penalty: 4653.733398 Iteration 24Q: 3 clusters Score -2025480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -2025479.250000 Penalty: 4653.733398 Iteration 25Q: 3 clusters Score -2025479 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -2025480.750000 Penalty: 4653.733398 Iteration 26Q: 3 clusters Score -2025481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -2025483.500000 Penalty: 4653.733398 Iteration 27Q: 3 clusters Score -2025484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -2025485.750000 Penalty: 4653.733398 Iteration 28Q: 3 clusters Score -2025486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -2025484.500000 Penalty: 4653.733398 Iteration 29Q: 3 clusters Score -2025484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -2025484.500000 Penalty: 4653.733398 Iteration 30F: 3 clusters Score -2025484 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Entering Unmasked Estep Score: -1040603.750000 Penalty: 2183.472656 Iteration 0F: 2 clusters Score -1040604 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1034999.562500 Penalty: 4366.945312 Iteration 0F: 3 clusters Score -1035000 nChanged 2648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1036575.000000 Penalty: 4366.945312 Iteration 1F: 3 clusters Score -1036575 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1037094.312500 Penalty: 4366.945312 Iteration 2F: 3 clusters Score -1037094 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1037502.625000 Penalty: 4366.945312 Iteration 3F: 3 clusters Score -1037503 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -1037790.187500 Penalty: 4366.945312 Iteration 4F: 3 clusters Score -1037790 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1037992.500000 Penalty: 4366.945312 Iteration 5Q: 3 clusters Score -1037992 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1038127.937500 Penalty: 4366.945312 Iteration 6Q: 3 clusters Score -1038128 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -1038203.187500 Penalty: 4366.945312 Iteration 7Q: 3 clusters Score -1038203 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1038258.187500 Penalty: 4366.945312 Iteration 8Q: 3 clusters Score -1038258 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1038295.937500 Penalty: 4366.945312 Iteration 9Q: 3 clusters Score -1038296 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1038329.375000 Penalty: 4366.945312 Iteration 10Q: 3 clusters Score -1038329 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1038349.312500 Penalty: 4366.945312 Iteration 11Q: 3 clusters Score -1038349 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1038369.187500 Penalty: 4366.945312 Iteration 12Q: 3 clusters Score -1038369 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1038387.312500 Penalty: 4366.945312 Iteration 13Q: 3 clusters Score -1038387 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -1038412.125000 Penalty: 4366.945312 Iteration 14Q: 3 clusters Score -1038412 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1038435.000000 Penalty: 4366.945312 Iteration 15Q: 3 clusters Score -1038435 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1038453.562500 Penalty: 4366.945312 Iteration 16Q: 3 clusters Score -1038454 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1038473.187500 Penalty: 4366.945312 Iteration 17Q: 3 clusters Score -1038473 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1038499.000000 Penalty: 4366.945312 Iteration 18Q: 3 clusters Score -1038499 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1038526.062500 Penalty: 4366.945312 Iteration 19Q: 3 clusters Score -1038526 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -1038563.937500 Penalty: 4366.945312 Iteration 20F: 3 clusters Score -1038564 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1038621.625000 Penalty: 4366.945312 Iteration 21Q: 3 clusters Score -1038622 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -1038693.562500 Penalty: 4366.945312 Iteration 22Q: 3 clusters Score -1038694 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -1038755.125000 Penalty: 4366.945312 Iteration 23Q: 3 clusters Score -1038755 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1038789.437500 Penalty: 4366.945312 Iteration 24Q: 3 clusters Score -1038789 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1038833.500000 Penalty: 4366.945312 Iteration 25Q: 3 clusters Score -1038834 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1038872.625000 Penalty: 4366.945312 Iteration 26Q: 3 clusters Score -1038873 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1038901.937500 Penalty: 4366.945312 Iteration 27Q: 3 clusters Score -1038902 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1038924.500000 Penalty: 4366.945312 Iteration 28Q: 3 clusters Score -1038924 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1038945.562500 Penalty: 4366.945312 Iteration 29Q: 3 clusters Score -1038946 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1038963.187500 Penalty: 4366.945312 Iteration 30Q: 3 clusters Score -1038963 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -1038975.437500 Penalty: 4366.945312 Iteration 31Q: 3 clusters Score -1038975 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1038982.000000 Penalty: 4366.945312 Iteration 32Q: 3 clusters Score -1038982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1038989.062500 Penalty: 4366.945312 Iteration 33Q: 3 clusters Score -1038989 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1038993.437500 Penalty: 4366.945312 Iteration 34Q: 3 clusters Score -1038993 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1039000.625000 Penalty: 4366.945312 Iteration 35Q: 3 clusters Score -1039001 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1039002.187500 Penalty: 4366.945312 Iteration 36Q: 3 clusters Score -1039002 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1039010.000000 Penalty: 4366.945312 Iteration 37Q: 3 clusters Score -1039010 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1039015.937500 Penalty: 4366.945312 Iteration 38Q: 3 clusters Score -1039016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1039019.437500 Penalty: 4366.945312 Iteration 39Q: 3 clusters Score -1039019 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1039024.375000 Penalty: 4366.945312 Iteration 40F: 3 clusters Score -1039024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1039030.687500 Penalty: 4366.945312 Iteration 41Q: 3 clusters Score -1039031 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1039029.625000 Penalty: 4366.945312 Iteration 42Q: 3 clusters Score -1039030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1039034.625000 Penalty: 4366.945312 Iteration 43Q: 3 clusters Score -1039035 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1039034.687500 Penalty: 4366.945312 Iteration 44Q: 3 clusters Score -1039035 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1039036.125000 Penalty: 4366.945312 Iteration 45Q: 3 clusters Score -1039036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1039037.875000 Penalty: 4366.945312 Iteration 46Q: 3 clusters Score -1039038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1039041.375000 Penalty: 4366.945312 Iteration 47Q: 3 clusters Score -1039041 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1039041.062500 Penalty: 4366.945312 Iteration 48Q: 3 clusters Score -1039041 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1039044.500000 Penalty: 4366.945312 Iteration 49Q: 3 clusters Score -1039044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1039045.750000 Penalty: 4366.945312 Iteration 50Q: 3 clusters Score -1039046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1039046.375000 Penalty: 4366.945312 Iteration 51Q: 3 clusters Score -1039046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1039047.062500 Penalty: 4366.945312 Iteration 52Q: 3 clusters Score -1039047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1039047.750000 Penalty: 4366.945312 Iteration 53Q: 3 clusters Score -1039048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1039048.125000 Penalty: 4366.945312 Iteration 54Q: 3 clusters Score -1039048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1039048.000000 Penalty: 4366.945312 Iteration 55Q: 3 clusters Score -1039048 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1039048.000000 Penalty: 4366.945312 Iteration 56F: 3 clusters Score -1039048 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Entering Unmasked Estep Score: -2180247.750000 Penalty: 2355.112305 Iteration 0F: 2 clusters Score -2180248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -2170412.000000 Penalty: 4710.224609 Iteration 0F: 3 clusters Score -2170412 nChanged 5693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2173476.500000 Penalty: 4710.224609 Iteration 1F: 3 clusters Score -2173476 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -2173809.500000 Penalty: 4710.224609 Iteration 2F: 3 clusters Score -2173810 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -2174114.500000 Penalty: 4710.224609 Iteration 3Q: 3 clusters Score -2174114 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -2174472.750000 Penalty: 4710.224609 Iteration 4Q: 3 clusters Score -2174473 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -2174861.750000 Penalty: 4710.224609 Iteration 5Q: 3 clusters Score -2174862 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -2175355.500000 Penalty: 4710.224609 Iteration 6F: 3 clusters Score -2175356 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -2175907.000000 Penalty: 4710.224609 Iteration 7F: 3 clusters Score -2175907 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -2176491.000000 Penalty: 4710.224609 Iteration 8F: 3 clusters Score -2176491 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -2177072.500000 Penalty: 4710.224609 Iteration 9F: 3 clusters Score -2177072 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -2177619.250000 Penalty: 4710.224609 Iteration 10F: 3 clusters Score -2177619 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -2178164.750000 Penalty: 4710.224609 Iteration 11Q: 3 clusters Score -2178165 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -2178758.000000 Penalty: 4710.224609 Iteration 12Q: 3 clusters Score -2178758 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -2179229.750000 Penalty: 4710.224609 Iteration 13Q: 3 clusters Score -2179230 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -2179473.750000 Penalty: 4710.224609 Iteration 14Q: 3 clusters Score -2179474 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 8825 members Entering Unmasked Estep Score: -2179593.750000 Penalty: 4710.224609 Iteration 15Q: 3 clusters Score -2179594 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -2179652.000000 Penalty: 4710.224609 Iteration 16Q: 3 clusters Score -2179652 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -2179678.250000 Penalty: 4710.224609 Iteration 17Q: 3 clusters Score -2179678 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -2179709.750000 Penalty: 4710.224609 Iteration 18Q: 3 clusters Score -2179710 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -2179726.500000 Penalty: 4710.224609 Iteration 19Q: 3 clusters Score -2179726 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -2179748.250000 Penalty: 4710.224609 Iteration 20F: 3 clusters Score -2179748 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -2179759.250000 Penalty: 4710.224609 Iteration 21Q: 3 clusters Score -2179759 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -2179763.250000 Penalty: 4710.224609 Iteration 22Q: 3 clusters Score -2179763 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 8548 members Entering Unmasked Estep Score: -2179778.250000 Penalty: 4710.224609 Iteration 23Q: 3 clusters Score -2179778 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -2179788.750000 Penalty: 4710.224609 Iteration 24Q: 3 clusters Score -2179789 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -2179804.250000 Penalty: 4710.224609 Iteration 25Q: 3 clusters Score -2179804 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -2179817.500000 Penalty: 4710.224609 Iteration 26Q: 3 clusters Score -2179818 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -2179831.250000 Penalty: 4710.224609 Iteration 27Q: 3 clusters Score -2179831 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -2179831.500000 Penalty: 4710.224609 Iteration 28Q: 3 clusters Score -2179832 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -2179847.250000 Penalty: 4710.224609 Iteration 29Q: 3 clusters Score -2179847 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -2179865.000000 Penalty: 4710.224609 Iteration 30Q: 3 clusters Score -2179865 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -2179893.000000 Penalty: 4710.224609 Iteration 31Q: 3 clusters Score -2179893 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -2179922.250000 Penalty: 4710.224609 Iteration 32Q: 3 clusters Score -2179922 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -2179945.250000 Penalty: 4710.224609 Iteration 33Q: 3 clusters Score -2179945 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -2179971.250000 Penalty: 4710.224609 Iteration 34Q: 3 clusters Score -2179971 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -2179990.000000 Penalty: 4710.224609 Iteration 35Q: 3 clusters Score -2179990 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -2180004.000000 Penalty: 4710.224609 Iteration 36Q: 3 clusters Score -2180004 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -2180024.750000 Penalty: 4710.224609 Iteration 37Q: 3 clusters Score -2180025 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -2180032.000000 Penalty: 4710.224609 Iteration 38Q: 3 clusters Score -2180032 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -2180047.500000 Penalty: 4710.224609 Iteration 39Q: 3 clusters Score -2180048 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -2180050.750000 Penalty: 4710.224609 Iteration 40F: 3 clusters Score -2180051 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -2180057.250000 Penalty: 4710.224609 Iteration 41Q: 3 clusters Score -2180057 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -2180064.750000 Penalty: 4710.224609 Iteration 42Q: 3 clusters Score -2180065 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -2180070.250000 Penalty: 4710.224609 Iteration 43Q: 3 clusters Score -2180070 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -2180076.750000 Penalty: 4710.224609 Iteration 44Q: 3 clusters Score -2180077 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -2180083.000000 Penalty: 4710.224609 Iteration 45Q: 3 clusters Score -2180083 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -2180082.500000 Penalty: 4710.224609 Iteration 46Q: 3 clusters Score -2180082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -2180084.500000 Penalty: 4710.224609 Iteration 47Q: 3 clusters Score -2180084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -2180088.000000 Penalty: 4710.224609 Iteration 48Q: 3 clusters Score -2180088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -2180085.500000 Penalty: 4710.224609 Iteration 49Q: 3 clusters Score -2180086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -2180084.250000 Penalty: 4710.224609 Iteration 50Q: 3 clusters Score -2180084 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -2180089.500000 Penalty: 4710.224609 Iteration 51Q: 3 clusters Score -2180090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -2180092.000000 Penalty: 4710.224609 Iteration 52Q: 3 clusters Score -2180092 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -2180089.250000 Penalty: 4710.224609 Iteration 53Q: 3 clusters Score -2180089 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -2180091.750000 Penalty: 4710.224609 Iteration 54Q: 3 clusters Score -2180092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -2180092.500000 Penalty: 4710.224609 Iteration 55Q: 3 clusters Score -2180092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2180093.750000 Penalty: 4710.224609 Iteration 56Q: 3 clusters Score -2180094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -2180097.750000 Penalty: 4710.224609 Iteration 57Q: 3 clusters Score -2180098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -2180098.250000 Penalty: 4710.224609 Iteration 58Q: 3 clusters Score -2180098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -2180099.000000 Penalty: 4710.224609 Iteration 59Q: 3 clusters Score -2180099 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -2180095.750000 Penalty: 4710.224609 Iteration 60F: 3 clusters Score -2180096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -2180095.250000 Penalty: 4710.224609 Iteration 61Q: 3 clusters Score -2180095 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -2180093.500000 Penalty: 4710.224609 Iteration 62Q: 3 clusters Score -2180094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -2180093.500000 Penalty: 4710.224609 Iteration 63F: 3 clusters Score -2180094 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -22710.724609 Penalty: 1272.214844 Iteration 0F: 2 clusters Score -22710.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -21742.763672 Penalty: 2544.429688 Iteration 0F: 3 clusters Score -21742.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -21865.488281 Penalty: 2544.429688 Iteration 1F: 3 clusters Score -21865.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -21892.378906 Penalty: 2544.429688 Iteration 2Q: 3 clusters Score -21892.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -21894.855469 Penalty: 2544.429688 Iteration 3Q: 3 clusters Score -21894.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -21894.855469 Penalty: 2544.429688 Iteration 4F: 3 clusters Score -21894.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Entering Unmasked Estep Score: -1690633.000000 Penalty: 2298.848877 Iteration 0F: 2 clusters Score -1690633 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1682579.000000 Penalty: 4597.697754 Iteration 0F: 3 clusters Score -1682579 nChanged 4402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1685145.625000 Penalty: 4597.697754 Iteration 1F: 3 clusters Score -1685146 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1685641.750000 Penalty: 4597.697754 Iteration 2F: 3 clusters Score -1685642 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1686139.625000 Penalty: 4597.697754 Iteration 3F: 3 clusters Score -1686140 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1686588.250000 Penalty: 4597.697754 Iteration 4F: 3 clusters Score -1686588 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1686981.750000 Penalty: 4597.697754 Iteration 5F: 3 clusters Score -1686982 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -1687276.750000 Penalty: 4597.697754 Iteration 6Q: 3 clusters Score -1687277 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -1687523.000000 Penalty: 4597.697754 Iteration 7Q: 3 clusters Score -1687523 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1687740.625000 Penalty: 4597.697754 Iteration 8Q: 3 clusters Score -1687741 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -1687919.250000 Penalty: 4597.697754 Iteration 9Q: 3 clusters Score -1687919 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -1688070.750000 Penalty: 4597.697754 Iteration 10Q: 3 clusters Score -1688071 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1688211.750000 Penalty: 4597.697754 Iteration 11Q: 3 clusters Score -1688212 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -1688321.875000 Penalty: 4597.697754 Iteration 12Q: 3 clusters Score -1688322 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -1688420.000000 Penalty: 4597.697754 Iteration 13Q: 3 clusters Score -1688420 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 8264 members Entering Unmasked Estep Score: -1688513.000000 Penalty: 4597.697754 Iteration 14Q: 3 clusters Score -1688513 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -1688590.250000 Penalty: 4597.697754 Iteration 15Q: 3 clusters Score -1688590 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -1688661.000000 Penalty: 4597.697754 Iteration 16Q: 3 clusters Score -1688661 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1688725.750000 Penalty: 4597.697754 Iteration 17Q: 3 clusters Score -1688726 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -1688784.250000 Penalty: 4597.697754 Iteration 18Q: 3 clusters Score -1688784 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -1688822.500000 Penalty: 4597.697754 Iteration 19Q: 3 clusters Score -1688822 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 8993 members Entering Unmasked Estep Score: -1688851.500000 Penalty: 4597.697754 Iteration 20F: 3 clusters Score -1688852 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -1688881.500000 Penalty: 4597.697754 Iteration 21Q: 3 clusters Score -1688882 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 9095 members Entering Unmasked Estep Score: -1688900.625000 Penalty: 4597.697754 Iteration 22Q: 3 clusters Score -1688901 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -1688932.000000 Penalty: 4597.697754 Iteration 23Q: 3 clusters Score -1688932 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 9193 members Entering Unmasked Estep Score: -1688957.250000 Penalty: 4597.697754 Iteration 24Q: 3 clusters Score -1688957 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 9237 members Entering Unmasked Estep Score: -1688978.625000 Penalty: 4597.697754 Iteration 25Q: 3 clusters Score -1688979 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 9272 members Entering Unmasked Estep Score: -1688997.875000 Penalty: 4597.697754 Iteration 26Q: 3 clusters Score -1688998 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -1689018.000000 Penalty: 4597.697754 Iteration 27Q: 3 clusters Score -1689018 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -1689038.000000 Penalty: 4597.697754 Iteration 28Q: 3 clusters Score -1689038 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -1689050.500000 Penalty: 4597.697754 Iteration 29Q: 3 clusters Score -1689050 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -1689063.125000 Penalty: 4597.697754 Iteration 30Q: 3 clusters Score -1689063 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -1689072.875000 Penalty: 4597.697754 Iteration 31Q: 3 clusters Score -1689073 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1689083.125000 Penalty: 4597.697754 Iteration 32Q: 3 clusters Score -1689083 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -1689092.375000 Penalty: 4597.697754 Iteration 33Q: 3 clusters Score -1689092 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -1689098.000000 Penalty: 4597.697754 Iteration 34Q: 3 clusters Score -1689098 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -1689105.750000 Penalty: 4597.697754 Iteration 35Q: 3 clusters Score -1689106 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -1689114.875000 Penalty: 4597.697754 Iteration 36Q: 3 clusters Score -1689115 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -1689122.625000 Penalty: 4597.697754 Iteration 37Q: 3 clusters Score -1689123 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -1689128.000000 Penalty: 4597.697754 Iteration 38Q: 3 clusters Score -1689128 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -1689128.375000 Penalty: 4597.697754 Iteration 39Q: 3 clusters Score -1689128 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -1689134.500000 Penalty: 4597.697754 Iteration 40F: 3 clusters Score -1689134 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1689136.500000 Penalty: 4597.697754 Iteration 41Q: 3 clusters Score -1689136 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -1689138.375000 Penalty: 4597.697754 Iteration 42Q: 3 clusters Score -1689138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1689144.875000 Penalty: 4597.697754 Iteration 43Q: 3 clusters Score -1689145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -1689144.000000 Penalty: 4597.697754 Iteration 44Q: 3 clusters Score -1689144 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -1689140.125000 Penalty: 4597.697754 Iteration 45Q: 3 clusters Score -1689140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -1689145.750000 Penalty: 4597.697754 Iteration 46Q: 3 clusters Score -1689146 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -1689144.625000 Penalty: 4597.697754 Iteration 47Q: 3 clusters Score -1689145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -1689147.000000 Penalty: 4597.697754 Iteration 48Q: 3 clusters Score -1689147 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -1689147.000000 Penalty: 4597.697754 Iteration 49Q: 3 clusters Score -1689147 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -1689147.750000 Penalty: 4597.697754 Iteration 50Q: 3 clusters Score -1689148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1689152.500000 Penalty: 4597.697754 Iteration 51Q: 3 clusters Score -1689152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1689154.250000 Penalty: 4597.697754 Iteration 52Q: 3 clusters Score -1689154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -1689155.000000 Penalty: 4597.697754 Iteration 53Q: 3 clusters Score -1689155 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -1689154.250000 Penalty: 4597.697754 Iteration 54Q: 3 clusters Score -1689154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 9566 members Entering Unmasked Estep Score: -1689156.375000 Penalty: 4597.697754 Iteration 55Q: 3 clusters Score -1689156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 9567 members Entering Unmasked Estep Score: -1689156.375000 Penalty: 4597.697754 Iteration 56Q: 3 clusters Score -1689156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1689155.500000 Penalty: 4597.697754 Iteration 57Q: 3 clusters Score -1689156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1689155.500000 Penalty: 4597.697754 Iteration 58F: 3 clusters Score -1689156 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Entering Unmasked Estep Score: -493052.406250 Penalty: 2002.435791 Iteration 0F: 2 clusters Score -493052.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -489708.125000 Penalty: 4004.871582 Iteration 0F: 3 clusters Score -489708.1 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -490592.281250 Penalty: 4004.871582 Iteration 1F: 3 clusters Score -490592.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -490976.343750 Penalty: 4004.871582 Iteration 2F: 3 clusters Score -490976.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -491306.156250 Penalty: 4004.871582 Iteration 3F: 3 clusters Score -491306.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -491509.281250 Penalty: 4004.871582 Iteration 4F: 3 clusters Score -491509.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -491622.625000 Penalty: 4004.871582 Iteration 5Q: 3 clusters Score -491622.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -491695.437500 Penalty: 4004.871582 Iteration 6Q: 3 clusters Score -491695.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -491735.812500 Penalty: 4004.871582 Iteration 7Q: 3 clusters Score -491735.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -491759.562500 Penalty: 4004.871582 Iteration 8Q: 3 clusters Score -491759.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -491776.968750 Penalty: 4004.871582 Iteration 9Q: 3 clusters Score -491777 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -491796.968750 Penalty: 4004.871582 Iteration 10Q: 3 clusters Score -491797 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -491811.218750 Penalty: 4004.871582 Iteration 11Q: 3 clusters Score -491811.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -491821.125000 Penalty: 4004.871582 Iteration 12Q: 3 clusters Score -491821.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -491827.468750 Penalty: 4004.871582 Iteration 13Q: 3 clusters Score -491827.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -491833.812500 Penalty: 4004.871582 Iteration 14Q: 3 clusters Score -491833.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -491836.875000 Penalty: 4004.871582 Iteration 15Q: 3 clusters Score -491836.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -491839.718750 Penalty: 4004.871582 Iteration 16Q: 3 clusters Score -491839.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -491840.875000 Penalty: 4004.871582 Iteration 17Q: 3 clusters Score -491840.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -491842.625000 Penalty: 4004.871582 Iteration 18Q: 3 clusters Score -491842.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -491843.906250 Penalty: 4004.871582 Iteration 19Q: 3 clusters Score -491843.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -491843.906250 Penalty: 4004.871582 Iteration 20F: 3 clusters Score -491843.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Entering Unmasked Estep Score: -477082.187500 Penalty: 1989.189941 Iteration 0F: 2 clusters Score -477082.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -473799.531250 Penalty: 3978.379883 Iteration 0F: 3 clusters Score -473799.5 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -474691.187500 Penalty: 3978.379883 Iteration 1F: 3 clusters Score -474691.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -475100.093750 Penalty: 3978.379883 Iteration 2F: 3 clusters Score -475100.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -475351.062500 Penalty: 3978.379883 Iteration 3F: 3 clusters Score -475351.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -475562.312500 Penalty: 3978.379883 Iteration 4F: 3 clusters Score -475562.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -475736.031250 Penalty: 3978.379883 Iteration 5F: 3 clusters Score -475736 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -475880.187500 Penalty: 3978.379883 Iteration 6Q: 3 clusters Score -475880.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -475963.531250 Penalty: 3978.379883 Iteration 7Q: 3 clusters Score -475963.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -476016.093750 Penalty: 3978.379883 Iteration 8Q: 3 clusters Score -476016.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -476064.500000 Penalty: 3978.379883 Iteration 9Q: 3 clusters Score -476064.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -476099.781250 Penalty: 3978.379883 Iteration 10Q: 3 clusters Score -476099.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -476134.000000 Penalty: 3978.379883 Iteration 11Q: 3 clusters Score -476134 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -476158.343750 Penalty: 3978.379883 Iteration 12Q: 3 clusters Score -476158.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -476173.718750 Penalty: 3978.379883 Iteration 13Q: 3 clusters Score -476173.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -476190.218750 Penalty: 3978.379883 Iteration 14Q: 3 clusters Score -476190.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -476205.625000 Penalty: 3978.379883 Iteration 15Q: 3 clusters Score -476205.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -476219.593750 Penalty: 3978.379883 Iteration 16Q: 3 clusters Score -476219.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -476229.468750 Penalty: 3978.379883 Iteration 17Q: 3 clusters Score -476229.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -476235.750000 Penalty: 3978.379883 Iteration 18Q: 3 clusters Score -476235.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -476241.687500 Penalty: 3978.379883 Iteration 19Q: 3 clusters Score -476241.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -476244.000000 Penalty: 3978.379883 Iteration 20F: 3 clusters Score -476244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -476247.718750 Penalty: 3978.379883 Iteration 21Q: 3 clusters Score -476247.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -476249.218750 Penalty: 3978.379883 Iteration 22Q: 3 clusters Score -476249.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -476249.406250 Penalty: 3978.379883 Iteration 23Q: 3 clusters Score -476249.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -476249.406250 Penalty: 3978.379883 Iteration 24F: 3 clusters Score -476249.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Entering Unmasked Estep Score: -889462.250000 Penalty: 2129.043457 Iteration 0F: 2 clusters Score -889462.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -884695.125000 Penalty: 4258.086914 Iteration 0F: 3 clusters Score -884695.1 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -885862.437500 Penalty: 4258.086914 Iteration 1F: 3 clusters Score -885862.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -886139.312500 Penalty: 4258.086914 Iteration 2F: 3 clusters Score -886139.3 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -886377.687500 Penalty: 4258.086914 Iteration 3F: 3 clusters Score -886377.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -886639.687500 Penalty: 4258.086914 Iteration 4F: 3 clusters Score -886639.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -886937.375000 Penalty: 4258.086914 Iteration 5F: 3 clusters Score -886937.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -887254.687500 Penalty: 4258.086914 Iteration 6F: 3 clusters Score -887254.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -887521.937500 Penalty: 4258.086914 Iteration 7F: 3 clusters Score -887521.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -887711.500000 Penalty: 4258.086914 Iteration 8Q: 3 clusters Score -887711.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -887850.125000 Penalty: 4258.086914 Iteration 9Q: 3 clusters Score -887850.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -887936.625000 Penalty: 4258.086914 Iteration 10Q: 3 clusters Score -887936.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -887977.437500 Penalty: 4258.086914 Iteration 11Q: 3 clusters Score -887977.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -888001.250000 Penalty: 4258.086914 Iteration 12Q: 3 clusters Score -888001.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -888017.687500 Penalty: 4258.086914 Iteration 13Q: 3 clusters Score -888017.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -888029.187500 Penalty: 4258.086914 Iteration 14Q: 3 clusters Score -888029.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -888042.312500 Penalty: 4258.086914 Iteration 15Q: 3 clusters Score -888042.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -888047.437500 Penalty: 4258.086914 Iteration 16Q: 3 clusters Score -888047.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -888053.000000 Penalty: 4258.086914 Iteration 17Q: 3 clusters Score -888053 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -888054.562500 Penalty: 4258.086914 Iteration 18Q: 3 clusters Score -888054.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -888057.062500 Penalty: 4258.086914 Iteration 19Q: 3 clusters Score -888057.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -888059.750000 Penalty: 4258.086914 Iteration 20F: 3 clusters Score -888059.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -888057.687500 Penalty: 4258.086914 Iteration 21Q: 3 clusters Score -888057.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -888057.687500 Penalty: 4258.086914 Iteration 22F: 3 clusters Score -888057.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Entering Unmasked Estep Score: -823335.375000 Penalty: 2108.616455 Iteration 0F: 2 clusters Score -823335.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -818798.375000 Penalty: 4217.232910 Iteration 0F: 3 clusters Score -818798.4 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -819844.625000 Penalty: 4217.232910 Iteration 1F: 3 clusters Score -819844.6 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -820073.000000 Penalty: 4217.232910 Iteration 2F: 3 clusters Score -820073 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -820217.250000 Penalty: 4217.232910 Iteration 3F: 3 clusters Score -820217.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -820325.625000 Penalty: 4217.232910 Iteration 4Q: 3 clusters Score -820325.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -820408.000000 Penalty: 4217.232910 Iteration 5Q: 3 clusters Score -820408 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -820477.125000 Penalty: 4217.232910 Iteration 6Q: 3 clusters Score -820477.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -820538.562500 Penalty: 4217.232910 Iteration 7Q: 3 clusters Score -820538.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -820579.750000 Penalty: 4217.232910 Iteration 8Q: 3 clusters Score -820579.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -820611.750000 Penalty: 4217.232910 Iteration 9Q: 3 clusters Score -820611.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -820650.375000 Penalty: 4217.232910 Iteration 10Q: 3 clusters Score -820650.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -820685.187500 Penalty: 4217.232910 Iteration 11Q: 3 clusters Score -820685.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -820713.500000 Penalty: 4217.232910 Iteration 12Q: 3 clusters Score -820713.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -820744.812500 Penalty: 4217.232910 Iteration 13Q: 3 clusters Score -820744.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -820774.250000 Penalty: 4217.232910 Iteration 14Q: 3 clusters Score -820774.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -820802.125000 Penalty: 4217.232910 Iteration 15Q: 3 clusters Score -820802.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -820831.437500 Penalty: 4217.232910 Iteration 16Q: 3 clusters Score -820831.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -820867.312500 Penalty: 4217.232910 Iteration 17Q: 3 clusters Score -820867.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -820907.500000 Penalty: 4217.232910 Iteration 18Q: 3 clusters Score -820907.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -820945.312500 Penalty: 4217.232910 Iteration 19Q: 3 clusters Score -820945.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -820982.250000 Penalty: 4217.232910 Iteration 20F: 3 clusters Score -820982.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -821019.125000 Penalty: 4217.232910 Iteration 21Q: 3 clusters Score -821019.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -821053.750000 Penalty: 4217.232910 Iteration 22Q: 3 clusters Score -821053.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -821104.187500 Penalty: 4217.232910 Iteration 23Q: 3 clusters Score -821104.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -821165.062500 Penalty: 4217.232910 Iteration 24Q: 3 clusters Score -821165.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -821218.000000 Penalty: 4217.232910 Iteration 25Q: 3 clusters Score -821218 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -821271.812500 Penalty: 4217.232910 Iteration 26Q: 3 clusters Score -821271.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -821322.062500 Penalty: 4217.232910 Iteration 27Q: 3 clusters Score -821322.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -821383.250000 Penalty: 4217.232910 Iteration 28Q: 3 clusters Score -821383.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -821453.937500 Penalty: 4217.232910 Iteration 29Q: 3 clusters Score -821453.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -821527.312500 Penalty: 4217.232910 Iteration 30Q: 3 clusters Score -821527.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -821591.687500 Penalty: 4217.232910 Iteration 31Q: 3 clusters Score -821591.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -821660.625000 Penalty: 4217.232910 Iteration 32Q: 3 clusters Score -821660.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -821718.125000 Penalty: 4217.232910 Iteration 33Q: 3 clusters Score -821718.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -821761.625000 Penalty: 4217.232910 Iteration 34Q: 3 clusters Score -821761.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -821795.562500 Penalty: 4217.232910 Iteration 35Q: 3 clusters Score -821795.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -821809.375000 Penalty: 4217.232910 Iteration 36Q: 3 clusters Score -821809.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -821815.687500 Penalty: 4217.232910 Iteration 37Q: 3 clusters Score -821815.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -821819.875000 Penalty: 4217.232910 Iteration 38Q: 3 clusters Score -821819.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -821826.000000 Penalty: 4217.232910 Iteration 39Q: 3 clusters Score -821826 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -821829.312500 Penalty: 4217.232910 Iteration 40F: 3 clusters Score -821829.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -821828.687500 Penalty: 4217.232910 Iteration 41Q: 3 clusters Score -821828.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -821829.625000 Penalty: 4217.232910 Iteration 42Q: 3 clusters Score -821829.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -821829.625000 Penalty: 4217.232910 Iteration 43F: 3 clusters Score -821829.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -60028.601562 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -60028.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -58722.175781 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -58722.18 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -59154.867188 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -59154.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -59258.199219 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -59258.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -59316.921875 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -59316.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59348.906250 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -59348.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -59369.492188 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -59369.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -59384.976562 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -59384.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -59391.343750 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -59391.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -59409.812500 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -59409.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -59412.648438 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -59412.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -59414.320312 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -59414.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -59414.320312 Penalty: 3040.009033 Iteration 11F: 3 clusters Score -59414.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (22189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Entering Unmasked Estep Score: -3739794.500000 Penalty: 2481.823242 Iteration 0F: 2 clusters Score -3739794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -3724270.500000 Penalty: 4963.646484 Iteration 0F: 3 clusters Score -3724270 nChanged 9804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -3729538.000000 Penalty: 4963.646484 Iteration 1F: 3 clusters Score -3729538 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -3729955.000000 Penalty: 4963.646484 Iteration 2F: 3 clusters Score -3729955 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -3730268.000000 Penalty: 4963.646484 Iteration 3Q: 3 clusters Score -3730268 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -3730509.000000 Penalty: 4963.646484 Iteration 4Q: 3 clusters Score -3730509 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -3730715.000000 Penalty: 4963.646484 Iteration 5Q: 3 clusters Score -3730715 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -3730913.750000 Penalty: 4963.646484 Iteration 6Q: 3 clusters Score -3730914 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -3731155.500000 Penalty: 4963.646484 Iteration 7Q: 3 clusters Score -3731156 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -3731365.750000 Penalty: 4963.646484 Iteration 8Q: 3 clusters Score -3731366 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -3731633.750000 Penalty: 4963.646484 Iteration 9Q: 3 clusters Score -3731634 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -3731918.500000 Penalty: 4963.646484 Iteration 10Q: 3 clusters Score -3731918 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -3732264.500000 Penalty: 4963.646484 Iteration 11Q: 3 clusters Score -3732264 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14481 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -3732702.500000 Penalty: 4963.646484 Iteration 12Q: 3 clusters Score -3732702 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15223 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -3733232.750000 Penalty: 4963.646484 Iteration 13Q: 3 clusters Score -3733233 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16060 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -3733880.250000 Penalty: 4963.646484 Iteration 14Q: 3 clusters Score -3733880 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16915 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -3734532.250000 Penalty: 4963.646484 Iteration 15Q: 3 clusters Score -3734532 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17702 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -3735159.000000 Penalty: 4963.646484 Iteration 16Q: 3 clusters Score -3735159 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -3735698.750000 Penalty: 4963.646484 Iteration 17Q: 3 clusters Score -3735699 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18933 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -3736114.250000 Penalty: 4963.646484 Iteration 18Q: 3 clusters Score -3736114 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19360 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -3736449.250000 Penalty: 4963.646484 Iteration 19Q: 3 clusters Score -3736449 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -3736703.500000 Penalty: 4963.646484 Iteration 20F: 3 clusters Score -3736704 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19968 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -3736906.500000 Penalty: 4963.646484 Iteration 21Q: 3 clusters Score -3736906 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20187 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -3737087.500000 Penalty: 4963.646484 Iteration 22Q: 3 clusters Score -3737088 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -3737211.500000 Penalty: 4963.646484 Iteration 23Q: 3 clusters Score -3737212 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20509 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -3737333.500000 Penalty: 4963.646484 Iteration 24Q: 3 clusters Score -3737334 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20634 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -3737441.250000 Penalty: 4963.646484 Iteration 25Q: 3 clusters Score -3737441 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20715 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -3737490.750000 Penalty: 4963.646484 Iteration 26Q: 3 clusters Score -3737491 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20776 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -3737553.750000 Penalty: 4963.646484 Iteration 27Q: 3 clusters Score -3737554 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20814 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -3737579.500000 Penalty: 4963.646484 Iteration 28Q: 3 clusters Score -3737580 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -3737592.750000 Penalty: 4963.646484 Iteration 29Q: 3 clusters Score -3737593 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20871 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3737614.500000 Penalty: 4963.646484 Iteration 30Q: 3 clusters Score -3737614 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20895 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -3737626.000000 Penalty: 4963.646484 Iteration 31Q: 3 clusters Score -3737626 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20915 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -3737631.750000 Penalty: 4963.646484 Iteration 32Q: 3 clusters Score -3737632 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20930 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -3737636.250000 Penalty: 4963.646484 Iteration 33Q: 3 clusters Score -3737636 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20946 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -3737643.000000 Penalty: 4963.646484 Iteration 34Q: 3 clusters Score -3737643 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20957 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -3737646.250000 Penalty: 4963.646484 Iteration 35Q: 3 clusters Score -3737646 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20969 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -3737647.750000 Penalty: 4963.646484 Iteration 36Q: 3 clusters Score -3737648 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20982 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -3737654.750000 Penalty: 4963.646484 Iteration 37Q: 3 clusters Score -3737655 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20996 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -3737656.500000 Penalty: 4963.646484 Iteration 38Q: 3 clusters Score -3737656 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21008 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -3737662.500000 Penalty: 4963.646484 Iteration 39Q: 3 clusters Score -3737662 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21023 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -3737674.000000 Penalty: 4963.646484 Iteration 40F: 3 clusters Score -3737674 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -3737674.000000 Penalty: 4963.646484 Iteration 41Q: 3 clusters Score -3737674 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -3737682.000000 Penalty: 4963.646484 Iteration 42Q: 3 clusters Score -3737682 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -3737690.250000 Penalty: 4963.646484 Iteration 43Q: 3 clusters Score -3737690 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21066 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -3737697.250000 Penalty: 4963.646484 Iteration 44Q: 3 clusters Score -3737697 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21070 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -3737701.750000 Penalty: 4963.646484 Iteration 45Q: 3 clusters Score -3737702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21072 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -3737698.500000 Penalty: 4963.646484 Iteration 46Q: 3 clusters Score -3737698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21073 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -3737698.250000 Penalty: 4963.646484 Iteration 47Q: 3 clusters Score -3737698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -3737707.750000 Penalty: 4963.646484 Iteration 48Q: 3 clusters Score -3737708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -3737704.500000 Penalty: 4963.646484 Iteration 49Q: 3 clusters Score -3737704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -3737705.250000 Penalty: 4963.646484 Iteration 50Q: 3 clusters Score -3737705 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21078 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -3737708.500000 Penalty: 4963.646484 Iteration 51Q: 3 clusters Score -3737708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21080 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3737708.750000 Penalty: 4963.646484 Iteration 52Q: 3 clusters Score -3737709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21080 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3737708.500000 Penalty: 4963.646484 Iteration 53Q: 3 clusters Score -3737708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21080 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3737705.500000 Penalty: 4963.646484 Iteration 54Q: 3 clusters Score -3737706 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21084 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -3737707.750000 Penalty: 4963.646484 Iteration 55Q: 3 clusters Score -3737708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21085 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3737707.500000 Penalty: 4963.646484 Iteration 56Q: 3 clusters Score -3737708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21087 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -3737707.750000 Penalty: 4963.646484 Iteration 57Q: 3 clusters Score -3737708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21089 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3737709.750000 Penalty: 4963.646484 Iteration 58Q: 3 clusters Score -3737710 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21089 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3737709.750000 Penalty: 4963.646484 Iteration 59F: 3 clusters Score -3737710 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Entering Unmasked Estep Score: -1270903.125000 Penalty: 2219.474854 Iteration 0F: 2 clusters Score -1270903 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1264676.875000 Penalty: 4438.949707 Iteration 0F: 3 clusters Score -1264677 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1266277.125000 Penalty: 4438.949707 Iteration 1F: 3 clusters Score -1266277 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1266553.250000 Penalty: 4438.949707 Iteration 2F: 3 clusters Score -1266553 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1266774.500000 Penalty: 4438.949707 Iteration 3F: 3 clusters Score -1266774 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1266982.875000 Penalty: 4438.949707 Iteration 4Q: 3 clusters Score -1266983 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1267203.500000 Penalty: 4438.949707 Iteration 5Q: 3 clusters Score -1267204 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1267428.250000 Penalty: 4438.949707 Iteration 6Q: 3 clusters Score -1267428 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -1267688.625000 Penalty: 4438.949707 Iteration 7Q: 3 clusters Score -1267689 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1267963.125000 Penalty: 4438.949707 Iteration 8Q: 3 clusters Score -1267963 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1268231.375000 Penalty: 4438.949707 Iteration 9Q: 3 clusters Score -1268231 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1268479.750000 Penalty: 4438.949707 Iteration 10Q: 3 clusters Score -1268480 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1268629.500000 Penalty: 4438.949707 Iteration 11Q: 3 clusters Score -1268630 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1268743.875000 Penalty: 4438.949707 Iteration 12Q: 3 clusters Score -1268744 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1268811.125000 Penalty: 4438.949707 Iteration 13Q: 3 clusters Score -1268811 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -1268862.625000 Penalty: 4438.949707 Iteration 14Q: 3 clusters Score -1268863 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -1268909.125000 Penalty: 4438.949707 Iteration 15Q: 3 clusters Score -1268909 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -1268943.375000 Penalty: 4438.949707 Iteration 16Q: 3 clusters Score -1268943 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -1268976.000000 Penalty: 4438.949707 Iteration 17Q: 3 clusters Score -1268976 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -1268987.750000 Penalty: 4438.949707 Iteration 18Q: 3 clusters Score -1268988 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -1269005.875000 Penalty: 4438.949707 Iteration 19Q: 3 clusters Score -1269006 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -1269012.750000 Penalty: 4438.949707 Iteration 20F: 3 clusters Score -1269013 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1269025.375000 Penalty: 4438.949707 Iteration 21Q: 3 clusters Score -1269025 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1269030.375000 Penalty: 4438.949707 Iteration 22Q: 3 clusters Score -1269030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1269035.875000 Penalty: 4438.949707 Iteration 23Q: 3 clusters Score -1269036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1269040.000000 Penalty: 4438.949707 Iteration 24Q: 3 clusters Score -1269040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1269045.375000 Penalty: 4438.949707 Iteration 25Q: 3 clusters Score -1269045 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -1269048.375000 Penalty: 4438.949707 Iteration 26Q: 3 clusters Score -1269048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1269052.750000 Penalty: 4438.949707 Iteration 27Q: 3 clusters Score -1269053 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -1269055.375000 Penalty: 4438.949707 Iteration 28Q: 3 clusters Score -1269055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -1269061.750000 Penalty: 4438.949707 Iteration 29Q: 3 clusters Score -1269062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -1269061.000000 Penalty: 4438.949707 Iteration 30Q: 3 clusters Score -1269061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -1269061.000000 Penalty: 4438.949707 Iteration 31F: 3 clusters Score -1269061 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Entering Unmasked Estep Score: -2166695.000000 Penalty: 2348.523926 Iteration 0F: 2 clusters Score -2166695 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -2157179.000000 Penalty: 4697.047852 Iteration 0F: 3 clusters Score -2157179 nChanged 5547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -2160094.750000 Penalty: 4697.047852 Iteration 1F: 3 clusters Score -2160095 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -2160618.000000 Penalty: 4697.047852 Iteration 2F: 3 clusters Score -2160618 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -2161253.000000 Penalty: 4697.047852 Iteration 3F: 3 clusters Score -2161253 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -2162089.750000 Penalty: 4697.047852 Iteration 4F: 3 clusters Score -2162090 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -2163078.000000 Penalty: 4697.047852 Iteration 5F: 3 clusters Score -2163078 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -2163849.750000 Penalty: 4697.047852 Iteration 6F: 3 clusters Score -2163850 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -2164358.500000 Penalty: 4697.047852 Iteration 7F: 3 clusters Score -2164358 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -2164611.500000 Penalty: 4697.047852 Iteration 8Q: 3 clusters Score -2164612 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -2164761.250000 Penalty: 4697.047852 Iteration 9Q: 3 clusters Score -2164761 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -2164831.250000 Penalty: 4697.047852 Iteration 10Q: 3 clusters Score -2164831 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -2164886.250000 Penalty: 4697.047852 Iteration 11Q: 3 clusters Score -2164886 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -2164925.500000 Penalty: 4697.047852 Iteration 12Q: 3 clusters Score -2164926 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -2164952.000000 Penalty: 4697.047852 Iteration 13Q: 3 clusters Score -2164952 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -2164970.250000 Penalty: 4697.047852 Iteration 14Q: 3 clusters Score -2164970 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -2164990.000000 Penalty: 4697.047852 Iteration 15Q: 3 clusters Score -2164990 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -2164998.250000 Penalty: 4697.047852 Iteration 16Q: 3 clusters Score -2164998 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -2165002.000000 Penalty: 4697.047852 Iteration 17Q: 3 clusters Score -2165002 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -2165006.250000 Penalty: 4697.047852 Iteration 18Q: 3 clusters Score -2165006 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -2165021.750000 Penalty: 4697.047852 Iteration 19Q: 3 clusters Score -2165022 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -2165023.750000 Penalty: 4697.047852 Iteration 20F: 3 clusters Score -2165024 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -2165041.250000 Penalty: 4697.047852 Iteration 21Q: 3 clusters Score -2165041 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -2165041.250000 Penalty: 4697.047852 Iteration 22Q: 3 clusters Score -2165041 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -2165052.000000 Penalty: 4697.047852 Iteration 23Q: 3 clusters Score -2165052 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -2165063.500000 Penalty: 4697.047852 Iteration 24Q: 3 clusters Score -2165064 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -2165065.250000 Penalty: 4697.047852 Iteration 25Q: 3 clusters Score -2165065 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -2165069.500000 Penalty: 4697.047852 Iteration 26Q: 3 clusters Score -2165070 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -2165075.500000 Penalty: 4697.047852 Iteration 27Q: 3 clusters Score -2165076 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -2165081.500000 Penalty: 4697.047852 Iteration 28Q: 3 clusters Score -2165082 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -2165088.750000 Penalty: 4697.047852 Iteration 29Q: 3 clusters Score -2165089 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -2165100.000000 Penalty: 4697.047852 Iteration 30Q: 3 clusters Score -2165100 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2165112.500000 Penalty: 4697.047852 Iteration 31Q: 3 clusters Score -2165112 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -2165120.250000 Penalty: 4697.047852 Iteration 32Q: 3 clusters Score -2165120 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2165127.250000 Penalty: 4697.047852 Iteration 33Q: 3 clusters Score -2165127 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -2165140.250000 Penalty: 4697.047852 Iteration 34Q: 3 clusters Score -2165140 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -2165146.750000 Penalty: 4697.047852 Iteration 35Q: 3 clusters Score -2165147 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -2165151.750000 Penalty: 4697.047852 Iteration 36Q: 3 clusters Score -2165152 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -2165163.000000 Penalty: 4697.047852 Iteration 37Q: 3 clusters Score -2165163 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -2165173.750000 Penalty: 4697.047852 Iteration 38Q: 3 clusters Score -2165174 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -2165181.750000 Penalty: 4697.047852 Iteration 39Q: 3 clusters Score -2165182 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -2165189.000000 Penalty: 4697.047852 Iteration 40F: 3 clusters Score -2165189 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -2165195.750000 Penalty: 4697.047852 Iteration 41Q: 3 clusters Score -2165196 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -2165204.750000 Penalty: 4697.047852 Iteration 42Q: 3 clusters Score -2165205 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -2165224.000000 Penalty: 4697.047852 Iteration 43Q: 3 clusters Score -2165224 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -2165230.000000 Penalty: 4697.047852 Iteration 44Q: 3 clusters Score -2165230 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -2165236.000000 Penalty: 4697.047852 Iteration 45Q: 3 clusters Score -2165236 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -2165244.000000 Penalty: 4697.047852 Iteration 46Q: 3 clusters Score -2165244 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -2165253.500000 Penalty: 4697.047852 Iteration 47Q: 3 clusters Score -2165254 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -2165253.000000 Penalty: 4697.047852 Iteration 48Q: 3 clusters Score -2165253 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -2165261.000000 Penalty: 4697.047852 Iteration 49Q: 3 clusters Score -2165261 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -2165267.500000 Penalty: 4697.047852 Iteration 50Q: 3 clusters Score -2165268 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -2165264.750000 Penalty: 4697.047852 Iteration 51Q: 3 clusters Score -2165265 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -2165271.500000 Penalty: 4697.047852 Iteration 52Q: 3 clusters Score -2165272 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -2165273.750000 Penalty: 4697.047852 Iteration 53Q: 3 clusters Score -2165274 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -2165277.250000 Penalty: 4697.047852 Iteration 54Q: 3 clusters Score -2165277 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -2165279.250000 Penalty: 4697.047852 Iteration 55Q: 3 clusters Score -2165279 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -2165283.250000 Penalty: 4697.047852 Iteration 56Q: 3 clusters Score -2165283 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2165286.000000 Penalty: 4697.047852 Iteration 57Q: 3 clusters Score -2165286 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -2165292.750000 Penalty: 4697.047852 Iteration 58Q: 3 clusters Score -2165293 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -2165290.250000 Penalty: 4697.047852 Iteration 59Q: 3 clusters Score -2165290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -2165289.500000 Penalty: 4697.047852 Iteration 60F: 3 clusters Score -2165290 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -2165294.000000 Penalty: 4697.047852 Iteration 61Q: 3 clusters Score -2165294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -2165293.250000 Penalty: 4697.047852 Iteration 62Q: 3 clusters Score -2165293 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -2165298.000000 Penalty: 4697.047852 Iteration 63Q: 3 clusters Score -2165298 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -2165301.000000 Penalty: 4697.047852 Iteration 64Q: 3 clusters Score -2165301 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -2165304.500000 Penalty: 4697.047852 Iteration 65Q: 3 clusters Score -2165304 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -2165298.000000 Penalty: 4697.047852 Iteration 66Q: 3 clusters Score -2165298 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -2165302.250000 Penalty: 4697.047852 Iteration 67Q: 3 clusters Score -2165302 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -2165305.500000 Penalty: 4697.047852 Iteration 68Q: 3 clusters Score -2165306 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -2165307.750000 Penalty: 4697.047852 Iteration 69Q: 3 clusters Score -2165308 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -2165314.250000 Penalty: 4697.047852 Iteration 70Q: 3 clusters Score -2165314 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -2165319.750000 Penalty: 4697.047852 Iteration 71Q: 3 clusters Score -2165320 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -2165319.750000 Penalty: 4697.047852 Iteration 72Q: 3 clusters Score -2165320 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -2165323.750000 Penalty: 4697.047852 Iteration 73Q: 3 clusters Score -2165324 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -2165330.250000 Penalty: 4697.047852 Iteration 74Q: 3 clusters Score -2165330 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -2165333.500000 Penalty: 4697.047852 Iteration 75Q: 3 clusters Score -2165334 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -2165338.250000 Penalty: 4697.047852 Iteration 76Q: 3 clusters Score -2165338 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -2165335.750000 Penalty: 4697.047852 Iteration 77Q: 3 clusters Score -2165336 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -2165340.500000 Penalty: 4697.047852 Iteration 78Q: 3 clusters Score -2165340 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2165346.250000 Penalty: 4697.047852 Iteration 79Q: 3 clusters Score -2165346 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -2165353.000000 Penalty: 4697.047852 Iteration 80F: 3 clusters Score -2165353 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -2165351.750000 Penalty: 4697.047852 Iteration 81Q: 3 clusters Score -2165352 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -2165349.750000 Penalty: 4697.047852 Iteration 82Q: 3 clusters Score -2165350 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -2165357.500000 Penalty: 4697.047852 Iteration 83Q: 3 clusters Score -2165358 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -2165357.500000 Penalty: 4697.047852 Iteration 84Q: 3 clusters Score -2165358 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -2165357.000000 Penalty: 4697.047852 Iteration 85Q: 3 clusters Score -2165357 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -2165357.250000 Penalty: 4697.047852 Iteration 86Q: 3 clusters Score -2165357 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -2165361.250000 Penalty: 4697.047852 Iteration 87Q: 3 clusters Score -2165361 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -2165364.750000 Penalty: 4697.047852 Iteration 88Q: 3 clusters Score -2165365 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -2165369.000000 Penalty: 4697.047852 Iteration 89Q: 3 clusters Score -2165369 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -2165365.250000 Penalty: 4697.047852 Iteration 90Q: 3 clusters Score -2165365 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2165365.500000 Penalty: 4697.047852 Iteration 91Q: 3 clusters Score -2165366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -2165369.000000 Penalty: 4697.047852 Iteration 92Q: 3 clusters Score -2165369 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -2165375.250000 Penalty: 4697.047852 Iteration 93Q: 3 clusters Score -2165375 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -2165375.750000 Penalty: 4697.047852 Iteration 94Q: 3 clusters Score -2165376 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -2165377.250000 Penalty: 4697.047852 Iteration 95Q: 3 clusters Score -2165377 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -2165381.500000 Penalty: 4697.047852 Iteration 96Q: 3 clusters Score -2165382 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -2165388.000000 Penalty: 4697.047852 Iteration 97Q: 3 clusters Score -2165388 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -2165385.750000 Penalty: 4697.047852 Iteration 98Q: 3 clusters Score -2165386 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -2165397.750000 Penalty: 4697.047852 Iteration 99Q: 3 clusters Score -2165398 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -2165400.500000 Penalty: 4697.047852 Iteration 100F: 3 clusters Score -2165400 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -2165405.500000 Penalty: 4697.047852 Iteration 101Q: 3 clusters Score -2165406 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -2165409.250000 Penalty: 4697.047852 Iteration 102Q: 3 clusters Score -2165409 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -2165416.750000 Penalty: 4697.047852 Iteration 103Q: 3 clusters Score -2165417 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -2165420.500000 Penalty: 4697.047852 Iteration 104Q: 3 clusters Score -2165420 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -2165421.500000 Penalty: 4697.047852 Iteration 105Q: 3 clusters Score -2165422 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -2165423.500000 Penalty: 4697.047852 Iteration 106Q: 3 clusters Score -2165424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -2165420.750000 Penalty: 4697.047852 Iteration 107Q: 3 clusters Score -2165421 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -2165422.250000 Penalty: 4697.047852 Iteration 108Q: 3 clusters Score -2165422 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -2165422.250000 Penalty: 4697.047852 Iteration 109Q: 3 clusters Score -2165422 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -2165426.500000 Penalty: 4697.047852 Iteration 110Q: 3 clusters Score -2165426 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -2165424.750000 Penalty: 4697.047852 Iteration 111Q: 3 clusters Score -2165425 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -2165431.000000 Penalty: 4697.047852 Iteration 112Q: 3 clusters Score -2165431 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -2165428.500000 Penalty: 4697.047852 Iteration 113Q: 3 clusters Score -2165428 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -2165431.500000 Penalty: 4697.047852 Iteration 114Q: 3 clusters Score -2165432 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -2165430.750000 Penalty: 4697.047852 Iteration 115Q: 3 clusters Score -2165431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -2165430.500000 Penalty: 4697.047852 Iteration 116Q: 3 clusters Score -2165430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -2165432.000000 Penalty: 4697.047852 Iteration 117Q: 3 clusters Score -2165432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -2165433.000000 Penalty: 4697.047852 Iteration 118Q: 3 clusters Score -2165433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -2165435.500000 Penalty: 4697.047852 Iteration 119Q: 3 clusters Score -2165436 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -2165435.500000 Penalty: 4697.047852 Iteration 120F: 3 clusters Score -2165436 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Entering Unmasked Estep Score: -52291.460938 Penalty: 1452.057861 Iteration 0F: 2 clusters Score -52291.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -50936.980469 Penalty: 2904.115723 Iteration 0F: 3 clusters Score -50936.98 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -51082.261719 Penalty: 2904.115723 Iteration 1F: 3 clusters Score -51082.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -51153.894531 Penalty: 2904.115723 Iteration 2F: 3 clusters Score -51153.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -51180.792969 Penalty: 2904.115723 Iteration 3Q: 3 clusters Score -51180.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -51210.031250 Penalty: 2904.115723 Iteration 4Q: 3 clusters Score -51210.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -51229.351562 Penalty: 2904.115723 Iteration 5Q: 3 clusters Score -51229.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -51233.933594 Penalty: 2904.115723 Iteration 6Q: 3 clusters Score -51233.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -51233.933594 Penalty: 2904.115723 Iteration 7F: 3 clusters Score -51233.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (46856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46856 members Entering Unmasked Estep Score: -7661602.000000 Penalty: 2667.198975 Iteration 0F: 2 clusters Score -7661602 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23221 members Mstep: Class 2 contains 23635 members Entering Unmasked Estep Score: -7630042.000000 Penalty: 5334.397949 Iteration 0F: 3 clusters Score -7630042 nChanged 21687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21520 members Mstep: Class 2 contains 25336 members Entering Unmasked Estep Score: -7642504.500000 Penalty: 5334.397949 Iteration 1F: 3 clusters Score -7642504 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20512 members Mstep: Class 2 contains 26344 members Entering Unmasked Estep Score: -7643308.500000 Penalty: 5334.397949 Iteration 2Q: 3 clusters Score -7643308 nChanged 2324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 27732 members Entering Unmasked Estep Score: -7644322.000000 Penalty: 5334.397949 Iteration 3Q: 3 clusters Score -7644322 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 29626 members Entering Unmasked Estep Score: -7645510.000000 Penalty: 5334.397949 Iteration 4F: 3 clusters Score -7645510 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 32053 members Entering Unmasked Estep Score: -7647095.500000 Penalty: 5334.397949 Iteration 5F: 3 clusters Score -7647096 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 35081 members Entering Unmasked Estep Score: -7649195.500000 Penalty: 5334.397949 Iteration 6F: 3 clusters Score -7649196 nChanged 3291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 38302 members Entering Unmasked Estep Score: -7651882.000000 Penalty: 5334.397949 Iteration 7F: 3 clusters Score -7651882 nChanged 3110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 41386 members Entering Unmasked Estep Score: -7654671.500000 Penalty: 5334.397949 Iteration 8F: 3 clusters Score -7654672 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 43777 members Entering Unmasked Estep Score: -7656757.000000 Penalty: 5334.397949 Iteration 9F: 3 clusters Score -7656757 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 45133 members Entering Unmasked Estep Score: -7658003.000000 Penalty: 5334.397949 Iteration 10Q: 3 clusters Score -7658003 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 45827 members Entering Unmasked Estep Score: -7658586.500000 Penalty: 5334.397949 Iteration 11Q: 3 clusters Score -7658586 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 46169 members Entering Unmasked Estep Score: -7658914.000000 Penalty: 5334.397949 Iteration 12Q: 3 clusters Score -7658914 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 46322 members Entering Unmasked Estep Score: -7659090.500000 Penalty: 5334.397949 Iteration 13Q: 3 clusters Score -7659090 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 46396 members Entering Unmasked Estep Score: -7659163.000000 Penalty: 5334.397949 Iteration 14Q: 3 clusters Score -7659163 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 46424 members Entering Unmasked Estep Score: -7659208.000000 Penalty: 5334.397949 Iteration 15Q: 3 clusters Score -7659208 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 46442 members Entering Unmasked Estep Score: -7659250.000000 Penalty: 5334.397949 Iteration 16Q: 3 clusters Score -7659250 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 46460 members Entering Unmasked Estep Score: -7659281.000000 Penalty: 5334.397949 Iteration 17Q: 3 clusters Score -7659281 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 46471 members Entering Unmasked Estep Score: -7659305.000000 Penalty: 5334.397949 Iteration 18Q: 3 clusters Score -7659305 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 46482 members Entering Unmasked Estep Score: -7659317.500000 Penalty: 5334.397949 Iteration 19Q: 3 clusters Score -7659318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 46488 members Entering Unmasked Estep Score: -7659333.500000 Penalty: 5334.397949 Iteration 20F: 3 clusters Score -7659334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 46487 members Entering Unmasked Estep Score: -7659342.500000 Penalty: 5334.397949 Iteration 21Q: 3 clusters Score -7659342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 46489 members Entering Unmasked Estep Score: -7659343.000000 Penalty: 5334.397949 Iteration 22Q: 3 clusters Score -7659343 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 46489 members Entering Unmasked Estep Score: -7659341.000000 Penalty: 5334.397949 Iteration 23Q: 3 clusters Score -7659341 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 46489 members Entering Unmasked Estep Score: -7659352.000000 Penalty: 5334.397949 Iteration 24Q: 3 clusters Score -7659352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 46493 members Entering Unmasked Estep Score: -7659354.000000 Penalty: 5334.397949 Iteration 25Q: 3 clusters Score -7659354 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 46496 members Entering Unmasked Estep Score: -7659361.000000 Penalty: 5334.397949 Iteration 26Q: 3 clusters Score -7659361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 46494 members Entering Unmasked Estep Score: -7659363.000000 Penalty: 5334.397949 Iteration 27Q: 3 clusters Score -7659363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 46494 members Entering Unmasked Estep Score: -7659363.000000 Penalty: 5334.397949 Iteration 28F: 3 clusters Score -7659363 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (3413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Entering Unmasked Estep Score: -523084.062500 Penalty: 2017.566162 Iteration 0F: 2 clusters Score -523084.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -519512.437500 Penalty: 4035.132324 Iteration 0F: 3 clusters Score -519512.4 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -520331.312500 Penalty: 4035.132324 Iteration 1F: 3 clusters Score -520331.3 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -520604.062500 Penalty: 4035.132324 Iteration 2F: 3 clusters Score -520604.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -520876.812500 Penalty: 4035.132324 Iteration 3F: 3 clusters Score -520876.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -521137.531250 Penalty: 4035.132324 Iteration 4F: 3 clusters Score -521137.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -521348.750000 Penalty: 4035.132324 Iteration 5F: 3 clusters Score -521348.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -521531.531250 Penalty: 4035.132324 Iteration 6F: 3 clusters Score -521531.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -521713.718750 Penalty: 4035.132324 Iteration 7Q: 3 clusters Score -521713.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -521872.750000 Penalty: 4035.132324 Iteration 8Q: 3 clusters Score -521872.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -522000.437500 Penalty: 4035.132324 Iteration 9Q: 3 clusters Score -522000.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -522145.437500 Penalty: 4035.132324 Iteration 10Q: 3 clusters Score -522145.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -522277.156250 Penalty: 4035.132324 Iteration 11Q: 3 clusters Score -522277.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -522381.218750 Penalty: 4035.132324 Iteration 12Q: 3 clusters Score -522381.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -522445.750000 Penalty: 4035.132324 Iteration 13Q: 3 clusters Score -522445.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -522497.843750 Penalty: 4035.132324 Iteration 14Q: 3 clusters Score -522497.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -522531.000000 Penalty: 4035.132324 Iteration 15Q: 3 clusters Score -522531 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -522550.531250 Penalty: 4035.132324 Iteration 16Q: 3 clusters Score -522550.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -522565.250000 Penalty: 4035.132324 Iteration 17Q: 3 clusters Score -522565.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -522573.468750 Penalty: 4035.132324 Iteration 18Q: 3 clusters Score -522573.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -522579.906250 Penalty: 4035.132324 Iteration 19Q: 3 clusters Score -522579.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -522587.156250 Penalty: 4035.132324 Iteration 20F: 3 clusters Score -522587.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -522598.187500 Penalty: 4035.132324 Iteration 21Q: 3 clusters Score -522598.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -522606.968750 Penalty: 4035.132324 Iteration 22Q: 3 clusters Score -522607 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -522614.906250 Penalty: 4035.132324 Iteration 23Q: 3 clusters Score -522614.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -522622.718750 Penalty: 4035.132324 Iteration 24Q: 3 clusters Score -522622.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -522635.062500 Penalty: 4035.132324 Iteration 25Q: 3 clusters Score -522635.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -522656.562500 Penalty: 4035.132324 Iteration 26Q: 3 clusters Score -522656.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -522685.218750 Penalty: 4035.132324 Iteration 27Q: 3 clusters Score -522685.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -522713.906250 Penalty: 4035.132324 Iteration 28Q: 3 clusters Score -522713.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -522756.562500 Penalty: 4035.132324 Iteration 29Q: 3 clusters Score -522756.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -522791.531250 Penalty: 4035.132324 Iteration 30Q: 3 clusters Score -522791.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -522818.468750 Penalty: 4035.132324 Iteration 31Q: 3 clusters Score -522818.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -522831.906250 Penalty: 4035.132324 Iteration 32Q: 3 clusters Score -522831.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -522837.687500 Penalty: 4035.132324 Iteration 33Q: 3 clusters Score -522837.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -522838.812500 Penalty: 4035.132324 Iteration 34Q: 3 clusters Score -522838.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -522841.187500 Penalty: 4035.132324 Iteration 35Q: 3 clusters Score -522841.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -522841.687500 Penalty: 4035.132324 Iteration 36Q: 3 clusters Score -522841.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -522841.687500 Penalty: 4035.132324 Iteration 37F: 3 clusters Score -522841.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (14006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Entering Unmasked Estep Score: -2160127.500000 Penalty: 2367.715820 Iteration 0F: 2 clusters Score -2160128 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -2150019.250000 Penalty: 4735.431641 Iteration 0F: 3 clusters Score -2150019 nChanged 6015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -2153205.250000 Penalty: 4735.431641 Iteration 1F: 3 clusters Score -2153205 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -2153637.000000 Penalty: 4735.431641 Iteration 2F: 3 clusters Score -2153637 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -2154071.500000 Penalty: 4735.431641 Iteration 3F: 3 clusters Score -2154072 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -2154489.250000 Penalty: 4735.431641 Iteration 4F: 3 clusters Score -2154489 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -2154925.750000 Penalty: 4735.431641 Iteration 5F: 3 clusters Score -2154926 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -2155378.250000 Penalty: 4735.431641 Iteration 6F: 3 clusters Score -2155378 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -2155808.000000 Penalty: 4735.431641 Iteration 7Q: 3 clusters Score -2155808 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -2156227.750000 Penalty: 4735.431641 Iteration 8Q: 3 clusters Score -2156228 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -2156624.500000 Penalty: 4735.431641 Iteration 9Q: 3 clusters Score -2156624 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -2156898.500000 Penalty: 4735.431641 Iteration 10Q: 3 clusters Score -2156898 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -2157093.250000 Penalty: 4735.431641 Iteration 11Q: 3 clusters Score -2157093 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -2157235.750000 Penalty: 4735.431641 Iteration 12Q: 3 clusters Score -2157236 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -2157369.750000 Penalty: 4735.431641 Iteration 13Q: 3 clusters Score -2157370 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -2157498.250000 Penalty: 4735.431641 Iteration 14Q: 3 clusters Score -2157498 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -2157629.000000 Penalty: 4735.431641 Iteration 15Q: 3 clusters Score -2157629 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -2157741.500000 Penalty: 4735.431641 Iteration 16Q: 3 clusters Score -2157742 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -2157870.750000 Penalty: 4735.431641 Iteration 17Q: 3 clusters Score -2157871 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -2157984.000000 Penalty: 4735.431641 Iteration 18Q: 3 clusters Score -2157984 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -2158080.750000 Penalty: 4735.431641 Iteration 19Q: 3 clusters Score -2158081 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -2158189.750000 Penalty: 4735.431641 Iteration 20F: 3 clusters Score -2158190 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -2158288.000000 Penalty: 4735.431641 Iteration 21Q: 3 clusters Score -2158288 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -2158359.750000 Penalty: 4735.431641 Iteration 22Q: 3 clusters Score -2158360 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -2158417.750000 Penalty: 4735.431641 Iteration 23Q: 3 clusters Score -2158418 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -2158465.750000 Penalty: 4735.431641 Iteration 24Q: 3 clusters Score -2158466 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -2158500.750000 Penalty: 4735.431641 Iteration 25Q: 3 clusters Score -2158501 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -2158524.000000 Penalty: 4735.431641 Iteration 26Q: 3 clusters Score -2158524 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -2158550.500000 Penalty: 4735.431641 Iteration 27Q: 3 clusters Score -2158550 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -2158583.500000 Penalty: 4735.431641 Iteration 28Q: 3 clusters Score -2158584 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -2158605.750000 Penalty: 4735.431641 Iteration 29Q: 3 clusters Score -2158606 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -2158633.750000 Penalty: 4735.431641 Iteration 30Q: 3 clusters Score -2158634 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -2158650.250000 Penalty: 4735.431641 Iteration 31Q: 3 clusters Score -2158650 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12131 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -2158666.750000 Penalty: 4735.431641 Iteration 32Q: 3 clusters Score -2158667 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -2158683.500000 Penalty: 4735.431641 Iteration 33Q: 3 clusters Score -2158684 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -2158709.000000 Penalty: 4735.431641 Iteration 34Q: 3 clusters Score -2158709 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -2158714.250000 Penalty: 4735.431641 Iteration 35Q: 3 clusters Score -2158714 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -2158728.000000 Penalty: 4735.431641 Iteration 36Q: 3 clusters Score -2158728 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -2158734.750000 Penalty: 4735.431641 Iteration 37Q: 3 clusters Score -2158735 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12331 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -2158742.750000 Penalty: 4735.431641 Iteration 38Q: 3 clusters Score -2158743 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -2158751.000000 Penalty: 4735.431641 Iteration 39Q: 3 clusters Score -2158751 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -2158760.000000 Penalty: 4735.431641 Iteration 40F: 3 clusters Score -2158760 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12398 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -2158767.500000 Penalty: 4735.431641 Iteration 41Q: 3 clusters Score -2158768 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -2158775.000000 Penalty: 4735.431641 Iteration 42Q: 3 clusters Score -2158775 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -2158776.500000 Penalty: 4735.431641 Iteration 43Q: 3 clusters Score -2158776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -2158780.250000 Penalty: 4735.431641 Iteration 44Q: 3 clusters Score -2158780 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -2158782.750000 Penalty: 4735.431641 Iteration 45Q: 3 clusters Score -2158783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12460 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -2158789.250000 Penalty: 4735.431641 Iteration 46Q: 3 clusters Score -2158789 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2158789.250000 Penalty: 4735.431641 Iteration 47Q: 3 clusters Score -2158789 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -2158792.000000 Penalty: 4735.431641 Iteration 48Q: 3 clusters Score -2158792 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -2158799.250000 Penalty: 4735.431641 Iteration 49Q: 3 clusters Score -2158799 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -2158801.250000 Penalty: 4735.431641 Iteration 50Q: 3 clusters Score -2158801 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -2158801.750000 Penalty: 4735.431641 Iteration 51Q: 3 clusters Score -2158802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -2158800.750000 Penalty: 4735.431641 Iteration 52Q: 3 clusters Score -2158801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -2158801.500000 Penalty: 4735.431641 Iteration 53Q: 3 clusters Score -2158802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12510 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -2158804.500000 Penalty: 4735.431641 Iteration 54Q: 3 clusters Score -2158804 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -2158808.000000 Penalty: 4735.431641 Iteration 55Q: 3 clusters Score -2158808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2158808.000000 Penalty: 4735.431641 Iteration 56Q: 3 clusters Score -2158808 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -2158814.500000 Penalty: 4735.431641 Iteration 57Q: 3 clusters Score -2158814 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -2158817.750000 Penalty: 4735.431641 Iteration 58Q: 3 clusters Score -2158818 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -2158820.000000 Penalty: 4735.431641 Iteration 59Q: 3 clusters Score -2158820 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2158824.500000 Penalty: 4735.431641 Iteration 60F: 3 clusters Score -2158824 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12559 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -2158828.000000 Penalty: 4735.431641 Iteration 61Q: 3 clusters Score -2158828 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -2158828.250000 Penalty: 4735.431641 Iteration 62Q: 3 clusters Score -2158828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12573 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -2158830.750000 Penalty: 4735.431641 Iteration 63Q: 3 clusters Score -2158831 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12584 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -2158839.250000 Penalty: 4735.431641 Iteration 64Q: 3 clusters Score -2158839 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12595 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -2158843.250000 Penalty: 4735.431641 Iteration 65Q: 3 clusters Score -2158843 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12603 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -2158849.250000 Penalty: 4735.431641 Iteration 66Q: 3 clusters Score -2158849 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -2158859.250000 Penalty: 4735.431641 Iteration 67Q: 3 clusters Score -2158859 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12638 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -2158876.500000 Penalty: 4735.431641 Iteration 68Q: 3 clusters Score -2158876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -2158886.250000 Penalty: 4735.431641 Iteration 69Q: 3 clusters Score -2158886 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -2158896.750000 Penalty: 4735.431641 Iteration 70Q: 3 clusters Score -2158897 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -2158898.000000 Penalty: 4735.431641 Iteration 71Q: 3 clusters Score -2158898 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -2158904.500000 Penalty: 4735.431641 Iteration 72Q: 3 clusters Score -2158904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -2158907.000000 Penalty: 4735.431641 Iteration 73Q: 3 clusters Score -2158907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12703 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -2158908.500000 Penalty: 4735.431641 Iteration 74Q: 3 clusters Score -2158908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -2158915.250000 Penalty: 4735.431641 Iteration 75Q: 3 clusters Score -2158915 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12718 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -2158915.500000 Penalty: 4735.431641 Iteration 76Q: 3 clusters Score -2158916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12723 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -2158917.250000 Penalty: 4735.431641 Iteration 77Q: 3 clusters Score -2158917 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -2158916.500000 Penalty: 4735.431641 Iteration 78Q: 3 clusters Score -2158916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2158917.000000 Penalty: 4735.431641 Iteration 79Q: 3 clusters Score -2158917 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2158919.500000 Penalty: 4735.431641 Iteration 80F: 3 clusters Score -2158920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12731 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -2158922.500000 Penalty: 4735.431641 Iteration 81Q: 3 clusters Score -2158922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2158922.750000 Penalty: 4735.431641 Iteration 82Q: 3 clusters Score -2158923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12731 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -2158920.500000 Penalty: 4735.431641 Iteration 83Q: 3 clusters Score -2158920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2158921.500000 Penalty: 4735.431641 Iteration 84Q: 3 clusters Score -2158922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2158923.000000 Penalty: 4735.431641 Iteration 85Q: 3 clusters Score -2158923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12731 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -2158921.750000 Penalty: 4735.431641 Iteration 86Q: 3 clusters Score -2158922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -2158922.250000 Penalty: 4735.431641 Iteration 87Q: 3 clusters Score -2158922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12735 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -2158925.000000 Penalty: 4735.431641 Iteration 88Q: 3 clusters Score -2158925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -2158924.750000 Penalty: 4735.431641 Iteration 89Q: 3 clusters Score -2158925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -2158924.750000 Penalty: 4735.431641 Iteration 90F: 3 clusters Score -2158925 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12275 members Entering Unmasked Estep Score: -2085978.625000 Penalty: 2334.999512 Iteration 0F: 2 clusters Score -2085979 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -2076962.125000 Penalty: 4669.999023 Iteration 0F: 3 clusters Score -2076962 nChanged 5174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -2079611.625000 Penalty: 4669.999023 Iteration 1F: 3 clusters Score -2079612 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -2079882.375000 Penalty: 4669.999023 Iteration 2F: 3 clusters Score -2079882 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -2080096.000000 Penalty: 4669.999023 Iteration 3Q: 3 clusters Score -2080096 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -2080259.000000 Penalty: 4669.999023 Iteration 4Q: 3 clusters Score -2080259 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -2080415.125000 Penalty: 4669.999023 Iteration 5Q: 3 clusters Score -2080415 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -2080557.375000 Penalty: 4669.999023 Iteration 6Q: 3 clusters Score -2080557 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -2080693.500000 Penalty: 4669.999023 Iteration 7Q: 3 clusters Score -2080694 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -2080813.375000 Penalty: 4669.999023 Iteration 8Q: 3 clusters Score -2080813 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -2080924.500000 Penalty: 4669.999023 Iteration 9Q: 3 clusters Score -2080924 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -2081049.250000 Penalty: 4669.999023 Iteration 10Q: 3 clusters Score -2081049 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -2081172.000000 Penalty: 4669.999023 Iteration 11Q: 3 clusters Score -2081172 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -2081280.250000 Penalty: 4669.999023 Iteration 12Q: 3 clusters Score -2081280 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -2081374.000000 Penalty: 4669.999023 Iteration 13Q: 3 clusters Score -2081374 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -2081471.375000 Penalty: 4669.999023 Iteration 14Q: 3 clusters Score -2081471 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -2081542.625000 Penalty: 4669.999023 Iteration 15Q: 3 clusters Score -2081543 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -2081602.500000 Penalty: 4669.999023 Iteration 16Q: 3 clusters Score -2081602 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -2081659.000000 Penalty: 4669.999023 Iteration 17Q: 3 clusters Score -2081659 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -2081709.625000 Penalty: 4669.999023 Iteration 18Q: 3 clusters Score -2081710 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -2081748.125000 Penalty: 4669.999023 Iteration 19Q: 3 clusters Score -2081748 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -2081786.625000 Penalty: 4669.999023 Iteration 20F: 3 clusters Score -2081787 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -2081813.250000 Penalty: 4669.999023 Iteration 21Q: 3 clusters Score -2081813 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -2081839.125000 Penalty: 4669.999023 Iteration 22Q: 3 clusters Score -2081839 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -2081854.375000 Penalty: 4669.999023 Iteration 23Q: 3 clusters Score -2081854 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -2081885.625000 Penalty: 4669.999023 Iteration 24Q: 3 clusters Score -2081886 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -2081904.875000 Penalty: 4669.999023 Iteration 25Q: 3 clusters Score -2081905 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -2081921.000000 Penalty: 4669.999023 Iteration 26Q: 3 clusters Score -2081921 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -2081937.125000 Penalty: 4669.999023 Iteration 27Q: 3 clusters Score -2081937 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2081964.250000 Penalty: 4669.999023 Iteration 28Q: 3 clusters Score -2081964 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -2081982.875000 Penalty: 4669.999023 Iteration 29Q: 3 clusters Score -2081983 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -2082003.750000 Penalty: 4669.999023 Iteration 30Q: 3 clusters Score -2082004 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -2082027.500000 Penalty: 4669.999023 Iteration 31Q: 3 clusters Score -2082028 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -2082047.500000 Penalty: 4669.999023 Iteration 32Q: 3 clusters Score -2082048 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -2082075.375000 Penalty: 4669.999023 Iteration 33Q: 3 clusters Score -2082075 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -2082107.500000 Penalty: 4669.999023 Iteration 34Q: 3 clusters Score -2082108 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -2082140.250000 Penalty: 4669.999023 Iteration 35Q: 3 clusters Score -2082140 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -2082166.125000 Penalty: 4669.999023 Iteration 36Q: 3 clusters Score -2082166 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -2082200.375000 Penalty: 4669.999023 Iteration 37Q: 3 clusters Score -2082200 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -2082242.250000 Penalty: 4669.999023 Iteration 38Q: 3 clusters Score -2082242 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -2082293.875000 Penalty: 4669.999023 Iteration 39Q: 3 clusters Score -2082294 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -2082337.125000 Penalty: 4669.999023 Iteration 40F: 3 clusters Score -2082337 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -2082391.750000 Penalty: 4669.999023 Iteration 41Q: 3 clusters Score -2082392 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -2082431.750000 Penalty: 4669.999023 Iteration 42Q: 3 clusters Score -2082432 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -2082476.250000 Penalty: 4669.999023 Iteration 43Q: 3 clusters Score -2082476 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -2082513.000000 Penalty: 4669.999023 Iteration 44Q: 3 clusters Score -2082513 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -2082560.125000 Penalty: 4669.999023 Iteration 45Q: 3 clusters Score -2082560 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -2082620.000000 Penalty: 4669.999023 Iteration 46Q: 3 clusters Score -2082620 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -2082678.625000 Penalty: 4669.999023 Iteration 47Q: 3 clusters Score -2082679 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -2082743.000000 Penalty: 4669.999023 Iteration 48Q: 3 clusters Score -2082743 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -2082815.000000 Penalty: 4669.999023 Iteration 49Q: 3 clusters Score -2082815 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -2082892.375000 Penalty: 4669.999023 Iteration 50Q: 3 clusters Score -2082892 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -2082992.250000 Penalty: 4669.999023 Iteration 51Q: 3 clusters Score -2082992 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 9362 members Entering Unmasked Estep Score: -2083099.750000 Penalty: 4669.999023 Iteration 52Q: 3 clusters Score -2083100 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -2083193.375000 Penalty: 4669.999023 Iteration 53Q: 3 clusters Score -2083193 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -2083285.125000 Penalty: 4669.999023 Iteration 54Q: 3 clusters Score -2083285 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -2083388.625000 Penalty: 4669.999023 Iteration 55Q: 3 clusters Score -2083389 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -2083476.625000 Penalty: 4669.999023 Iteration 56Q: 3 clusters Score -2083477 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -2083570.750000 Penalty: 4669.999023 Iteration 57Q: 3 clusters Score -2083571 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -2083651.500000 Penalty: 4669.999023 Iteration 58Q: 3 clusters Score -2083652 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -2083714.625000 Penalty: 4669.999023 Iteration 59Q: 3 clusters Score -2083715 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -2083754.750000 Penalty: 4669.999023 Iteration 60F: 3 clusters Score -2083755 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -2083791.000000 Penalty: 4669.999023 Iteration 61Q: 3 clusters Score -2083791 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -2083830.500000 Penalty: 4669.999023 Iteration 62Q: 3 clusters Score -2083830 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -2083852.625000 Penalty: 4669.999023 Iteration 63Q: 3 clusters Score -2083853 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -2083878.500000 Penalty: 4669.999023 Iteration 64Q: 3 clusters Score -2083878 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -2083908.625000 Penalty: 4669.999023 Iteration 65Q: 3 clusters Score -2083909 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -2083932.375000 Penalty: 4669.999023 Iteration 66Q: 3 clusters Score -2083932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -2083952.625000 Penalty: 4669.999023 Iteration 67Q: 3 clusters Score -2083953 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 10986 members Entering Unmasked Estep Score: -2083966.250000 Penalty: 4669.999023 Iteration 68Q: 3 clusters Score -2083966 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -2083982.750000 Penalty: 4669.999023 Iteration 69Q: 3 clusters Score -2083983 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -2083999.000000 Penalty: 4669.999023 Iteration 70Q: 3 clusters Score -2083999 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -2084012.125000 Penalty: 4669.999023 Iteration 71Q: 3 clusters Score -2084012 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -2084019.500000 Penalty: 4669.999023 Iteration 72Q: 3 clusters Score -2084020 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -2084030.375000 Penalty: 4669.999023 Iteration 73Q: 3 clusters Score -2084030 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -2084035.875000 Penalty: 4669.999023 Iteration 74Q: 3 clusters Score -2084036 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -2084043.875000 Penalty: 4669.999023 Iteration 75Q: 3 clusters Score -2084044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 11137 members Entering Unmasked Estep Score: -2084048.000000 Penalty: 4669.999023 Iteration 76Q: 3 clusters Score -2084048 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -2084052.000000 Penalty: 4669.999023 Iteration 77Q: 3 clusters Score -2084052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -2084049.500000 Penalty: 4669.999023 Iteration 78Q: 3 clusters Score -2084050 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 11156 members Entering Unmasked Estep Score: -2084053.750000 Penalty: 4669.999023 Iteration 79Q: 3 clusters Score -2084054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -2084059.000000 Penalty: 4669.999023 Iteration 80F: 3 clusters Score -2084059 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 11177 members Entering Unmasked Estep Score: -2084063.875000 Penalty: 4669.999023 Iteration 81Q: 3 clusters Score -2084064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -2084064.625000 Penalty: 4669.999023 Iteration 82Q: 3 clusters Score -2084065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -2084069.750000 Penalty: 4669.999023 Iteration 83Q: 3 clusters Score -2084070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -2084067.500000 Penalty: 4669.999023 Iteration 84Q: 3 clusters Score -2084068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -2084069.500000 Penalty: 4669.999023 Iteration 85Q: 3 clusters Score -2084070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -2084073.250000 Penalty: 4669.999023 Iteration 86Q: 3 clusters Score -2084073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 11194 members Entering Unmasked Estep Score: -2084073.875000 Penalty: 4669.999023 Iteration 87Q: 3 clusters Score -2084074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -2084076.125000 Penalty: 4669.999023 Iteration 88Q: 3 clusters Score -2084076 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -2084081.375000 Penalty: 4669.999023 Iteration 89Q: 3 clusters Score -2084081 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 11210 members Entering Unmasked Estep Score: -2084084.250000 Penalty: 4669.999023 Iteration 90Q: 3 clusters Score -2084084 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -2084085.375000 Penalty: 4669.999023 Iteration 91Q: 3 clusters Score -2084085 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -2084090.125000 Penalty: 4669.999023 Iteration 92Q: 3 clusters Score -2084090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -2084087.750000 Penalty: 4669.999023 Iteration 93Q: 3 clusters Score -2084088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -2084089.500000 Penalty: 4669.999023 Iteration 94Q: 3 clusters Score -2084090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -2084092.125000 Penalty: 4669.999023 Iteration 95Q: 3 clusters Score -2084092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -2084096.500000 Penalty: 4669.999023 Iteration 96Q: 3 clusters Score -2084096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -2084097.125000 Penalty: 4669.999023 Iteration 97Q: 3 clusters Score -2084097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -2084101.875000 Penalty: 4669.999023 Iteration 98Q: 3 clusters Score -2084102 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -2084101.875000 Penalty: 4669.999023 Iteration 99F: 3 clusters Score -2084102 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Entering Unmasked Estep Score: -84474.523438 Penalty: 1560.309204 Iteration 0F: 2 clusters Score -84474.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -82922.632812 Penalty: 3120.618408 Iteration 0F: 3 clusters Score -82922.63 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -83114.265625 Penalty: 3120.618408 Iteration 1F: 3 clusters Score -83114.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -83152.765625 Penalty: 3120.618408 Iteration 2Q: 3 clusters Score -83152.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -83167.117188 Penalty: 3120.618408 Iteration 3Q: 3 clusters Score -83167.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -83172.250000 Penalty: 3120.618408 Iteration 4Q: 3 clusters Score -83172.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -83180.476562 Penalty: 3120.618408 Iteration 5Q: 3 clusters Score -83180.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -83186.781250 Penalty: 3120.618408 Iteration 6Q: 3 clusters Score -83186.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -83187.453125 Penalty: 3120.618408 Iteration 7Q: 3 clusters Score -83187.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -83187.453125 Penalty: 3120.618408 Iteration 8F: 3 clusters Score -83187.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (24967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24967 members Entering Unmasked Estep Score: -4087357.500000 Penalty: 2511.076904 Iteration 0F: 2 clusters Score -4087358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 12512 members Entering Unmasked Estep Score: -4070153.500000 Penalty: 5022.153809 Iteration 0F: 3 clusters Score -4070154 nChanged 11188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 12712 members Entering Unmasked Estep Score: -4076137.250000 Penalty: 5022.153809 Iteration 1F: 3 clusters Score -4076137 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -4076621.500000 Penalty: 5022.153809 Iteration 2F: 3 clusters Score -4076622 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11866 members Mstep: Class 2 contains 13101 members Entering Unmasked Estep Score: -4077000.250000 Penalty: 5022.153809 Iteration 3Q: 3 clusters Score -4077000 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -4077403.250000 Penalty: 5022.153809 Iteration 4Q: 3 clusters Score -4077403 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 13978 members Entering Unmasked Estep Score: -4077801.500000 Penalty: 5022.153809 Iteration 5Q: 3 clusters Score -4077802 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10313 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -4078299.500000 Penalty: 5022.153809 Iteration 6Q: 3 clusters Score -4078300 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -4078875.750000 Penalty: 5022.153809 Iteration 7Q: 3 clusters Score -4078876 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 16374 members Entering Unmasked Estep Score: -4079501.250000 Penalty: 5022.153809 Iteration 8F: 3 clusters Score -4079501 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 17367 members Entering Unmasked Estep Score: -4080175.000000 Penalty: 5022.153809 Iteration 9Q: 3 clusters Score -4080175 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 18437 members Entering Unmasked Estep Score: -4080887.500000 Penalty: 5022.153809 Iteration 10Q: 3 clusters Score -4080888 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -4081614.750000 Penalty: 5022.153809 Iteration 11Q: 3 clusters Score -4081615 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -4082273.000000 Penalty: 5022.153809 Iteration 12Q: 3 clusters Score -4082273 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 21372 members Entering Unmasked Estep Score: -4082929.000000 Penalty: 5022.153809 Iteration 13Q: 3 clusters Score -4082929 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 22172 members Entering Unmasked Estep Score: -4083538.000000 Penalty: 5022.153809 Iteration 14Q: 3 clusters Score -4083538 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 22838 members Entering Unmasked Estep Score: -4084048.000000 Penalty: 5022.153809 Iteration 15Q: 3 clusters Score -4084048 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 23298 members Entering Unmasked Estep Score: -4084380.000000 Penalty: 5022.153809 Iteration 16Q: 3 clusters Score -4084380 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -4084634.500000 Penalty: 5022.153809 Iteration 17Q: 3 clusters Score -4084634 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 23880 members Entering Unmasked Estep Score: -4084817.250000 Penalty: 5022.153809 Iteration 18Q: 3 clusters Score -4084817 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 24040 members Entering Unmasked Estep Score: -4084957.750000 Penalty: 5022.153809 Iteration 19Q: 3 clusters Score -4084958 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -4085025.000000 Penalty: 5022.153809 Iteration 20F: 3 clusters Score -4085025 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 24214 members Entering Unmasked Estep Score: -4085100.250000 Penalty: 5022.153809 Iteration 21Q: 3 clusters Score -4085100 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 24264 members Entering Unmasked Estep Score: -4085143.000000 Penalty: 5022.153809 Iteration 22Q: 3 clusters Score -4085143 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 24303 members Entering Unmasked Estep Score: -4085161.250000 Penalty: 5022.153809 Iteration 23Q: 3 clusters Score -4085161 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 24330 members Entering Unmasked Estep Score: -4085186.000000 Penalty: 5022.153809 Iteration 24Q: 3 clusters Score -4085186 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 24345 members Entering Unmasked Estep Score: -4085219.750000 Penalty: 5022.153809 Iteration 25Q: 3 clusters Score -4085220 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 24374 members Entering Unmasked Estep Score: -4085249.500000 Penalty: 5022.153809 Iteration 26Q: 3 clusters Score -4085250 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 24393 members Entering Unmasked Estep Score: -4085262.750000 Penalty: 5022.153809 Iteration 27Q: 3 clusters Score -4085263 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 24407 members Entering Unmasked Estep Score: -4085275.750000 Penalty: 5022.153809 Iteration 28Q: 3 clusters Score -4085276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 24411 members Entering Unmasked Estep Score: -4085272.250000 Penalty: 5022.153809 Iteration 29Q: 3 clusters Score -4085272 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 24421 members Entering Unmasked Estep Score: -4085285.250000 Penalty: 5022.153809 Iteration 30Q: 3 clusters Score -4085285 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 24424 members Entering Unmasked Estep Score: -4085294.500000 Penalty: 5022.153809 Iteration 31Q: 3 clusters Score -4085294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 24427 members Entering Unmasked Estep Score: -4085295.500000 Penalty: 5022.153809 Iteration 32Q: 3 clusters Score -4085296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 24430 members Entering Unmasked Estep Score: -4085302.250000 Penalty: 5022.153809 Iteration 33Q: 3 clusters Score -4085302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 24433 members Entering Unmasked Estep Score: -4085302.500000 Penalty: 5022.153809 Iteration 34Q: 3 clusters Score -4085302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 24437 members Entering Unmasked Estep Score: -4085302.750000 Penalty: 5022.153809 Iteration 35Q: 3 clusters Score -4085303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 24439 members Entering Unmasked Estep Score: -4085302.500000 Penalty: 5022.153809 Iteration 36Q: 3 clusters Score -4085302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 24444 members Entering Unmasked Estep Score: -4085302.750000 Penalty: 5022.153809 Iteration 37Q: 3 clusters Score -4085303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 24448 members Entering Unmasked Estep Score: -4085307.750000 Penalty: 5022.153809 Iteration 38Q: 3 clusters Score -4085308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 24449 members Entering Unmasked Estep Score: -4085309.250000 Penalty: 5022.153809 Iteration 39Q: 3 clusters Score -4085309 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 24452 members Entering Unmasked Estep Score: -4085310.000000 Penalty: 5022.153809 Iteration 40F: 3 clusters Score -4085310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 24453 members Entering Unmasked Estep Score: -4085309.500000 Penalty: 5022.153809 Iteration 41Q: 3 clusters Score -4085310 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 24453 members Entering Unmasked Estep Score: -4085309.500000 Penalty: 5022.153809 Iteration 42F: 3 clusters Score -4085310 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (17520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17520 members Entering Unmasked Estep Score: -3017097.000000 Penalty: 2423.232422 Iteration 0F: 2 clusters Score -3017097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -3004636.500000 Penalty: 4846.464844 Iteration 0F: 3 clusters Score -3004636 nChanged 7653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -3008564.000000 Penalty: 4846.464844 Iteration 1F: 3 clusters Score -3008564 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -3008892.750000 Penalty: 4846.464844 Iteration 2F: 3 clusters Score -3008893 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -3009138.000000 Penalty: 4846.464844 Iteration 3Q: 3 clusters Score -3009138 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -3009349.000000 Penalty: 4846.464844 Iteration 4Q: 3 clusters Score -3009349 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -3009491.750000 Penalty: 4846.464844 Iteration 5Q: 3 clusters Score -3009492 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -3009603.750000 Penalty: 4846.464844 Iteration 6Q: 3 clusters Score -3009604 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -3009689.500000 Penalty: 4846.464844 Iteration 7Q: 3 clusters Score -3009690 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -3009779.750000 Penalty: 4846.464844 Iteration 8Q: 3 clusters Score -3009780 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -3009869.000000 Penalty: 4846.464844 Iteration 9Q: 3 clusters Score -3009869 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -3009915.250000 Penalty: 4846.464844 Iteration 10Q: 3 clusters Score -3009915 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -3009986.000000 Penalty: 4846.464844 Iteration 11Q: 3 clusters Score -3009986 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -3010054.000000 Penalty: 4846.464844 Iteration 12Q: 3 clusters Score -3010054 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -3010125.250000 Penalty: 4846.464844 Iteration 13Q: 3 clusters Score -3010125 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -3010196.500000 Penalty: 4846.464844 Iteration 14Q: 3 clusters Score -3010196 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -3010290.500000 Penalty: 4846.464844 Iteration 15Q: 3 clusters Score -3010290 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -3010400.750000 Penalty: 4846.464844 Iteration 16Q: 3 clusters Score -3010401 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -3010540.000000 Penalty: 4846.464844 Iteration 17Q: 3 clusters Score -3010540 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -3010740.000000 Penalty: 4846.464844 Iteration 18Q: 3 clusters Score -3010740 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -3011091.000000 Penalty: 4846.464844 Iteration 19Q: 3 clusters Score -3011091 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -3011563.250000 Penalty: 4846.464844 Iteration 20F: 3 clusters Score -3011563 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14095 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -3012160.750000 Penalty: 4846.464844 Iteration 21Q: 3 clusters Score -3012161 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14969 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -3012848.250000 Penalty: 4846.464844 Iteration 22Q: 3 clusters Score -3012848 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15748 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -3013478.250000 Penalty: 4846.464844 Iteration 23Q: 3 clusters Score -3013478 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -3014008.250000 Penalty: 4846.464844 Iteration 24Q: 3 clusters Score -3014008 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16707 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -3014334.250000 Penalty: 4846.464844 Iteration 25Q: 3 clusters Score -3014334 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16927 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -3014558.500000 Penalty: 4846.464844 Iteration 26Q: 3 clusters Score -3014558 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17054 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -3014696.250000 Penalty: 4846.464844 Iteration 27Q: 3 clusters Score -3014696 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -3014785.250000 Penalty: 4846.464844 Iteration 28Q: 3 clusters Score -3014785 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17160 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -3014822.750000 Penalty: 4846.464844 Iteration 29Q: 3 clusters Score -3014823 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17187 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -3014863.000000 Penalty: 4846.464844 Iteration 30Q: 3 clusters Score -3014863 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -3014889.000000 Penalty: 4846.464844 Iteration 31Q: 3 clusters Score -3014889 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17223 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -3014907.750000 Penalty: 4846.464844 Iteration 32Q: 3 clusters Score -3014908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -3014913.500000 Penalty: 4846.464844 Iteration 33Q: 3 clusters Score -3014914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17228 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -3014917.750000 Penalty: 4846.464844 Iteration 34Q: 3 clusters Score -3014918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -3014926.750000 Penalty: 4846.464844 Iteration 35Q: 3 clusters Score -3014927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17237 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -3014933.750000 Penalty: 4846.464844 Iteration 36Q: 3 clusters Score -3014934 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17238 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -3014938.000000 Penalty: 4846.464844 Iteration 37Q: 3 clusters Score -3014938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17239 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -3014946.250000 Penalty: 4846.464844 Iteration 38Q: 3 clusters Score -3014946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -3014953.250000 Penalty: 4846.464844 Iteration 39Q: 3 clusters Score -3014953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -3014953.250000 Penalty: 4846.464844 Iteration 40F: 3 clusters Score -3014953 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (14799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14799 members Entering Unmasked Estep Score: -2384520.750000 Penalty: 2381.374023 Iteration 0F: 2 clusters Score -2384521 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -2373748.750000 Penalty: 4762.748047 Iteration 0F: 3 clusters Score -2373749 nChanged 6397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -2377377.750000 Penalty: 4762.748047 Iteration 1F: 3 clusters Score -2377378 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -2378201.000000 Penalty: 4762.748047 Iteration 2F: 3 clusters Score -2378201 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -2379013.000000 Penalty: 4762.748047 Iteration 3F: 3 clusters Score -2379013 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -2379713.750000 Penalty: 4762.748047 Iteration 4F: 3 clusters Score -2379714 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -2380342.750000 Penalty: 4762.748047 Iteration 5F: 3 clusters Score -2380343 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -2380836.750000 Penalty: 4762.748047 Iteration 6F: 3 clusters Score -2380837 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -2381236.750000 Penalty: 4762.748047 Iteration 7Q: 3 clusters Score -2381237 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -2381601.500000 Penalty: 4762.748047 Iteration 8Q: 3 clusters Score -2381602 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -2382003.500000 Penalty: 4762.748047 Iteration 9Q: 3 clusters Score -2382004 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -2382393.750000 Penalty: 4762.748047 Iteration 10Q: 3 clusters Score -2382394 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -2382741.000000 Penalty: 4762.748047 Iteration 11Q: 3 clusters Score -2382741 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -2383077.250000 Penalty: 4762.748047 Iteration 12Q: 3 clusters Score -2383077 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -2383355.500000 Penalty: 4762.748047 Iteration 13Q: 3 clusters Score -2383356 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -2383573.250000 Penalty: 4762.748047 Iteration 14Q: 3 clusters Score -2383573 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -2383759.500000 Penalty: 4762.748047 Iteration 15Q: 3 clusters Score -2383760 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2383923.500000 Penalty: 4762.748047 Iteration 16Q: 3 clusters Score -2383924 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -2384060.000000 Penalty: 4762.748047 Iteration 17Q: 3 clusters Score -2384060 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -2384221.000000 Penalty: 4762.748047 Iteration 18Q: 3 clusters Score -2384221 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12449 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -2384361.500000 Penalty: 4762.748047 Iteration 19Q: 3 clusters Score -2384362 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -2384469.750000 Penalty: 4762.748047 Iteration 20F: 3 clusters Score -2384470 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -2384570.500000 Penalty: 4762.748047 Iteration 21Q: 3 clusters Score -2384570 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12804 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -2384644.500000 Penalty: 4762.748047 Iteration 22Q: 3 clusters Score -2384644 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12887 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -2384698.500000 Penalty: 4762.748047 Iteration 23Q: 3 clusters Score -2384698 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -2384727.000000 Penalty: 4762.748047 Iteration 24Q: 3 clusters Score -2384727 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -2384748.000000 Penalty: 4762.748047 Iteration 25Q: 3 clusters Score -2384748 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13031 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -2384757.750000 Penalty: 4762.748047 Iteration 26Q: 3 clusters Score -2384758 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -2384768.750000 Penalty: 4762.748047 Iteration 27Q: 3 clusters Score -2384769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -2384772.500000 Penalty: 4762.748047 Iteration 28Q: 3 clusters Score -2384772 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13082 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2384779.500000 Penalty: 4762.748047 Iteration 29Q: 3 clusters Score -2384780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -2384777.250000 Penalty: 4762.748047 Iteration 30Q: 3 clusters Score -2384777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -2384781.250000 Penalty: 4762.748047 Iteration 31Q: 3 clusters Score -2384781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -2384786.500000 Penalty: 4762.748047 Iteration 32Q: 3 clusters Score -2384786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -2384785.500000 Penalty: 4762.748047 Iteration 33Q: 3 clusters Score -2384786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -2384785.500000 Penalty: 4762.748047 Iteration 34F: 3 clusters Score -2384786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21855 members Mstep: Class 7 contains 31896 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6663 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46856 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17520 members Mstep: Class 31 contains 13116 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 1683 members Entering Unmasked Estep Score: -51837140.000000 Penalty: 116394.960938 Splitting cluster 31 changes total score from -51837496.000000 to -51837140.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 32 (8134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Entering Unmasked Estep Score: -1351479.250000 Penalty: 2232.944336 Iteration 0F: 2 clusters Score -1351479 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1344938.625000 Penalty: 4465.888672 Iteration 0F: 3 clusters Score -1344939 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1346669.500000 Penalty: 4465.888672 Iteration 1F: 3 clusters Score -1346670 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -1346956.875000 Penalty: 4465.888672 Iteration 2F: 3 clusters Score -1346957 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1347213.125000 Penalty: 4465.888672 Iteration 3F: 3 clusters Score -1347213 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1347516.375000 Penalty: 4465.888672 Iteration 4F: 3 clusters Score -1347516 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1347864.375000 Penalty: 4465.888672 Iteration 5F: 3 clusters Score -1347864 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -1348202.875000 Penalty: 4465.888672 Iteration 6F: 3 clusters Score -1348203 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1348507.000000 Penalty: 4465.888672 Iteration 7F: 3 clusters Score -1348507 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1348736.000000 Penalty: 4465.888672 Iteration 8Q: 3 clusters Score -1348736 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -1348905.125000 Penalty: 4465.888672 Iteration 9Q: 3 clusters Score -1348905 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -1349000.250000 Penalty: 4465.888672 Iteration 10Q: 3 clusters Score -1349000 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1349065.000000 Penalty: 4465.888672 Iteration 11Q: 3 clusters Score -1349065 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1349123.125000 Penalty: 4465.888672 Iteration 12Q: 3 clusters Score -1349123 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1349169.875000 Penalty: 4465.888672 Iteration 13Q: 3 clusters Score -1349170 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1349194.500000 Penalty: 4465.888672 Iteration 14Q: 3 clusters Score -1349194 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1349219.375000 Penalty: 4465.888672 Iteration 15Q: 3 clusters Score -1349219 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1349245.250000 Penalty: 4465.888672 Iteration 16Q: 3 clusters Score -1349245 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1349261.250000 Penalty: 4465.888672 Iteration 17Q: 3 clusters Score -1349261 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1349277.250000 Penalty: 4465.888672 Iteration 18Q: 3 clusters Score -1349277 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1349295.000000 Penalty: 4465.888672 Iteration 19Q: 3 clusters Score -1349295 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1349304.125000 Penalty: 4465.888672 Iteration 20F: 3 clusters Score -1349304 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1349317.625000 Penalty: 4465.888672 Iteration 21Q: 3 clusters Score -1349318 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1349325.875000 Penalty: 4465.888672 Iteration 22Q: 3 clusters Score -1349326 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1349333.625000 Penalty: 4465.888672 Iteration 23Q: 3 clusters Score -1349334 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1349342.750000 Penalty: 4465.888672 Iteration 24Q: 3 clusters Score -1349343 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1349349.375000 Penalty: 4465.888672 Iteration 25Q: 3 clusters Score -1349349 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1349356.875000 Penalty: 4465.888672 Iteration 26Q: 3 clusters Score -1349357 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1349359.625000 Penalty: 4465.888672 Iteration 27Q: 3 clusters Score -1349360 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1349366.000000 Penalty: 4465.888672 Iteration 28Q: 3 clusters Score -1349366 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1349371.000000 Penalty: 4465.888672 Iteration 29Q: 3 clusters Score -1349371 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1349372.875000 Penalty: 4465.888672 Iteration 30Q: 3 clusters Score -1349373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1349371.375000 Penalty: 4465.888672 Iteration 31Q: 3 clusters Score -1349371 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1349372.875000 Penalty: 4465.888672 Iteration 32Q: 3 clusters Score -1349373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1349373.250000 Penalty: 4465.888672 Iteration 33Q: 3 clusters Score -1349373 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1349373.250000 Penalty: 4465.888672 Iteration 34F: 3 clusters Score -1349373 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -43090.410156 Penalty: 1409.527832 Iteration 0F: 2 clusters Score -43090.41 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 147 members Entering Unmasked Estep Score: -41905.515625 Penalty: 2819.055664 Iteration 0F: 3 clusters Score -41905.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -42035.207031 Penalty: 2819.055664 Iteration 1F: 3 clusters Score -42035.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -42081.609375 Penalty: 2819.055664 Iteration 2Q: 3 clusters Score -42081.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -42085.800781 Penalty: 2819.055664 Iteration 3Q: 3 clusters Score -42085.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -42090.753906 Penalty: 2819.055664 Iteration 4Q: 3 clusters Score -42090.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -42108.992188 Penalty: 2819.055664 Iteration 5Q: 3 clusters Score -42108.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -42111.308594 Penalty: 2819.055664 Iteration 6Q: 3 clusters Score -42111.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -42111.308594 Penalty: 2819.055664 Iteration 7F: 3 clusters Score -42111.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (13483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Entering Unmasked Estep Score: -2177800.750000 Penalty: 2358.277832 Iteration 0F: 2 clusters Score -2177801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -2167912.000000 Penalty: 4716.555664 Iteration 0F: 3 clusters Score -2167912 nChanged 5735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -2171215.250000 Penalty: 4716.555664 Iteration 1F: 3 clusters Score -2171215 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -2171955.750000 Penalty: 4716.555664 Iteration 2F: 3 clusters Score -2171956 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -2172764.000000 Penalty: 4716.555664 Iteration 3F: 3 clusters Score -2172764 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -2173788.500000 Penalty: 4716.555664 Iteration 4F: 3 clusters Score -2173788 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -2174829.000000 Penalty: 4716.555664 Iteration 5F: 3 clusters Score -2174829 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -2175733.250000 Penalty: 4716.555664 Iteration 6F: 3 clusters Score -2175733 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -2176455.500000 Penalty: 4716.555664 Iteration 7F: 3 clusters Score -2176456 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -2177089.500000 Penalty: 4716.555664 Iteration 8Q: 3 clusters Score -2177090 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -2177663.000000 Penalty: 4716.555664 Iteration 9Q: 3 clusters Score -2177663 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -2177997.000000 Penalty: 4716.555664 Iteration 10Q: 3 clusters Score -2177997 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -2178116.000000 Penalty: 4716.555664 Iteration 11Q: 3 clusters Score -2178116 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -2178151.000000 Penalty: 4716.555664 Iteration 12Q: 3 clusters Score -2178151 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -2178157.500000 Penalty: 4716.555664 Iteration 13Q: 3 clusters Score -2178158 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -2178162.000000 Penalty: 4716.555664 Iteration 14Q: 3 clusters Score -2178162 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -2178165.500000 Penalty: 4716.555664 Iteration 15Q: 3 clusters Score -2178166 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -2178165.000000 Penalty: 4716.555664 Iteration 16Q: 3 clusters Score -2178165 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -2178169.250000 Penalty: 4716.555664 Iteration 17Q: 3 clusters Score -2178169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -2178165.250000 Penalty: 4716.555664 Iteration 18Q: 3 clusters Score -2178165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -2178162.500000 Penalty: 4716.555664 Iteration 19Q: 3 clusters Score -2178162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -2178163.750000 Penalty: 4716.555664 Iteration 20F: 3 clusters Score -2178164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -2178165.250000 Penalty: 4716.555664 Iteration 21Q: 3 clusters Score -2178165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -2178165.500000 Penalty: 4716.555664 Iteration 22Q: 3 clusters Score -2178166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -2178165.500000 Penalty: 4716.555664 Iteration 23F: 3 clusters Score -2178166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21855 members Mstep: Class 7 contains 31896 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6663 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46856 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17520 members Mstep: Class 31 contains 14799 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 9049 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 4434 members Entering Unmasked Estep Score: -51836984.000000 Penalty: 116394.960938 Splitting cluster 34 changes total score from -51837496.000000 to -51836984.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 35 (2433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Entering Unmasked Estep Score: -403605.156250 Penalty: 1933.626343 Iteration 0F: 2 clusters Score -403605.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -400692.781250 Penalty: 3867.252686 Iteration 0F: 3 clusters Score -400692.8 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -401242.781250 Penalty: 3867.252686 Iteration 1F: 3 clusters Score -401242.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -401413.406250 Penalty: 3867.252686 Iteration 2F: 3 clusters Score -401413.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -401505.718750 Penalty: 3867.252686 Iteration 3F: 3 clusters Score -401505.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -401557.625000 Penalty: 3867.252686 Iteration 4Q: 3 clusters Score -401557.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -401597.000000 Penalty: 3867.252686 Iteration 5Q: 3 clusters Score -401597 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -401625.906250 Penalty: 3867.252686 Iteration 6Q: 3 clusters Score -401625.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -401657.000000 Penalty: 3867.252686 Iteration 7Q: 3 clusters Score -401657 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -401685.187500 Penalty: 3867.252686 Iteration 8Q: 3 clusters Score -401685.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -401706.718750 Penalty: 3867.252686 Iteration 9Q: 3 clusters Score -401706.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -401718.375000 Penalty: 3867.252686 Iteration 10Q: 3 clusters Score -401718.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -401729.031250 Penalty: 3867.252686 Iteration 11Q: 3 clusters Score -401729 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -401738.750000 Penalty: 3867.252686 Iteration 12Q: 3 clusters Score -401738.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -401749.250000 Penalty: 3867.252686 Iteration 13Q: 3 clusters Score -401749.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -401761.593750 Penalty: 3867.252686 Iteration 14Q: 3 clusters Score -401761.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -401770.062500 Penalty: 3867.252686 Iteration 15Q: 3 clusters Score -401770.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -401778.593750 Penalty: 3867.252686 Iteration 16Q: 3 clusters Score -401778.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -401786.718750 Penalty: 3867.252686 Iteration 17Q: 3 clusters Score -401786.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -401791.687500 Penalty: 3867.252686 Iteration 18Q: 3 clusters Score -401791.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -401797.156250 Penalty: 3867.252686 Iteration 19Q: 3 clusters Score -401797.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -401800.593750 Penalty: 3867.252686 Iteration 20F: 3 clusters Score -401800.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -401803.000000 Penalty: 3867.252686 Iteration 21Q: 3 clusters Score -401803 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -401805.718750 Penalty: 3867.252686 Iteration 22Q: 3 clusters Score -401805.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -401809.437500 Penalty: 3867.252686 Iteration 23Q: 3 clusters Score -401809.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -401811.312500 Penalty: 3867.252686 Iteration 24Q: 3 clusters Score -401811.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -401813.250000 Penalty: 3867.252686 Iteration 25Q: 3 clusters Score -401813.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -401816.156250 Penalty: 3867.252686 Iteration 26Q: 3 clusters Score -401816.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -401820.968750 Penalty: 3867.252686 Iteration 27Q: 3 clusters Score -401821 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -401826.406250 Penalty: 3867.252686 Iteration 28Q: 3 clusters Score -401826.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -401831.562500 Penalty: 3867.252686 Iteration 29Q: 3 clusters Score -401831.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -401833.781250 Penalty: 3867.252686 Iteration 30Q: 3 clusters Score -401833.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -401835.562500 Penalty: 3867.252686 Iteration 31Q: 3 clusters Score -401835.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -401837.906250 Penalty: 3867.252686 Iteration 32Q: 3 clusters Score -401837.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -401840.437500 Penalty: 3867.252686 Iteration 33Q: 3 clusters Score -401840.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -401843.843750 Penalty: 3867.252686 Iteration 34Q: 3 clusters Score -401843.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -401846.375000 Penalty: 3867.252686 Iteration 35Q: 3 clusters Score -401846.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -401848.406250 Penalty: 3867.252686 Iteration 36Q: 3 clusters Score -401848.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -401849.812500 Penalty: 3867.252686 Iteration 37Q: 3 clusters Score -401849.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -401850.093750 Penalty: 3867.252686 Iteration 38Q: 3 clusters Score -401850.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -401850.625000 Penalty: 3867.252686 Iteration 39Q: 3 clusters Score -401850.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -401852.843750 Penalty: 3867.252686 Iteration 40F: 3 clusters Score -401852.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -401854.281250 Penalty: 3867.252686 Iteration 41Q: 3 clusters Score -401854.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -401857.531250 Penalty: 3867.252686 Iteration 42Q: 3 clusters Score -401857.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -401858.187500 Penalty: 3867.252686 Iteration 43Q: 3 clusters Score -401858.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -401858.187500 Penalty: 3867.252686 Iteration 44F: 3 clusters Score -401858.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Entering Unmasked Estep Score: -227493.031250 Penalty: 1794.790649 Iteration 0F: 2 clusters Score -227493 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -225249.515625 Penalty: 3589.581299 Iteration 0F: 3 clusters Score -225249.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -225634.796875 Penalty: 3589.581299 Iteration 1F: 3 clusters Score -225634.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -225749.750000 Penalty: 3589.581299 Iteration 2F: 3 clusters Score -225749.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -225809.187500 Penalty: 3589.581299 Iteration 3Q: 3 clusters Score -225809.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -225847.781250 Penalty: 3589.581299 Iteration 4Q: 3 clusters Score -225847.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -225872.703125 Penalty: 3589.581299 Iteration 5Q: 3 clusters Score -225872.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -225885.625000 Penalty: 3589.581299 Iteration 6Q: 3 clusters Score -225885.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -225904.953125 Penalty: 3589.581299 Iteration 7Q: 3 clusters Score -225905 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -225919.609375 Penalty: 3589.581299 Iteration 8Q: 3 clusters Score -225919.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -225930.656250 Penalty: 3589.581299 Iteration 9Q: 3 clusters Score -225930.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -225942.656250 Penalty: 3589.581299 Iteration 10Q: 3 clusters Score -225942.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -225949.078125 Penalty: 3589.581299 Iteration 11Q: 3 clusters Score -225949.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -225955.671875 Penalty: 3589.581299 Iteration 12Q: 3 clusters Score -225955.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -225964.593750 Penalty: 3589.581299 Iteration 13Q: 3 clusters Score -225964.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -225972.015625 Penalty: 3589.581299 Iteration 14Q: 3 clusters Score -225972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -225977.531250 Penalty: 3589.581299 Iteration 15Q: 3 clusters Score -225977.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -225981.593750 Penalty: 3589.581299 Iteration 16Q: 3 clusters Score -225981.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -225983.531250 Penalty: 3589.581299 Iteration 17Q: 3 clusters Score -225983.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -225983.531250 Penalty: 3589.581299 Iteration 18F: 3 clusters Score -225983.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21855 members Mstep: Class 7 contains 31896 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6663 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7704 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46856 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17520 members Mstep: Class 31 contains 14799 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837484.000000 Penalty: 113249.156250 Iteration 199Q: 37 clusters Score -5.183748e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 919 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21855 members Mstep: Class 7 contains 31896 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6659 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7706 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46855 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14006 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14800 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837476.000000 Penalty: 113249.156250 Iteration 200F: 37 clusters Score -5.183748e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 918 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21854 members Mstep: Class 7 contains 31895 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6659 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7708 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46855 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14005 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14801 members Mstep: Class 32 contains 8134 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837484.000000 Penalty: 113249.156250 Iteration 201Q: 37 clusters Score -5.183748e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21853 members Mstep: Class 7 contains 31895 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6658 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7709 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46855 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14004 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24967 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14801 members Mstep: Class 32 contains 8135 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837476.000000 Penalty: 113249.156250 Iteration 202Q: 37 clusters Score -5.183748e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21853 members Mstep: Class 7 contains 31894 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7710 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46855 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14004 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14801 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837468.000000 Penalty: 113249.156250 Iteration 203Q: 37 clusters Score -5.183747e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21851 members Mstep: Class 7 contains 31895 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7712 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46854 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14004 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24965 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14801 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837460.000000 Penalty: 113249.156250 Iteration 204Q: 37 clusters Score -5.183746e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21850 members Mstep: Class 7 contains 31897 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6656 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7713 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46854 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14003 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24965 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14801 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837464.000000 Penalty: 113249.156250 Iteration 205Q: 37 clusters Score -5.183746e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21849 members Mstep: Class 7 contains 31897 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6656 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46854 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24966 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14801 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837468.000000 Penalty: 113249.156250 Iteration 206Q: 37 clusters Score -5.183747e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31898 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6656 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46854 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24965 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837452.000000 Penalty: 113249.156250 Iteration 207Q: 37 clusters Score -5.183745e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31899 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6656 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46854 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24964 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837464.000000 Penalty: 113249.156250 Iteration 208Q: 37 clusters Score -5.183746e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31901 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6656 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46853 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24963 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837476.000000 Penalty: 113249.156250 Iteration 209Q: 37 clusters Score -5.183748e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31901 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46853 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24962 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837476.000000 Penalty: 113249.156250 Iteration 210Q: 37 clusters Score -5.183748e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31901 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46853 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24962 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -51837476.000000 Penalty: 113249.156250 Iteration 211F: 37 clusters Score -5.183748e+07 nChanged 0 Entering ConstructFrom: Score: -51837476.000000 Penalty: 113249.156250 Entering ConstructFrom: Trying to split cluster 1 (2781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Entering Unmasked Estep Score: -433870.375000 Penalty: 1966.780273 Iteration 0F: 2 clusters Score -433870.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -430774.500000 Penalty: 3933.560547 Iteration 0F: 3 clusters Score -430774.5 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -431405.812500 Penalty: 3933.560547 Iteration 1F: 3 clusters Score -431405.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -431661.218750 Penalty: 3933.560547 Iteration 2F: 3 clusters Score -431661.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -431896.437500 Penalty: 3933.560547 Iteration 3F: 3 clusters Score -431896.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -432129.593750 Penalty: 3933.560547 Iteration 4F: 3 clusters Score -432129.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -432321.468750 Penalty: 3933.560547 Iteration 5F: 3 clusters Score -432321.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -432555.531250 Penalty: 3933.560547 Iteration 6F: 3 clusters Score -432555.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -432774.968750 Penalty: 3933.560547 Iteration 7Q: 3 clusters Score -432775 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -432972.000000 Penalty: 3933.560547 Iteration 8Q: 3 clusters Score -432972 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -433088.093750 Penalty: 3933.560547 Iteration 9Q: 3 clusters Score -433088.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -433166.156250 Penalty: 3933.560547 Iteration 10Q: 3 clusters Score -433166.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -433214.843750 Penalty: 3933.560547 Iteration 11Q: 3 clusters Score -433214.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -433239.906250 Penalty: 3933.560547 Iteration 12Q: 3 clusters Score -433239.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -433252.656250 Penalty: 3933.560547 Iteration 13Q: 3 clusters Score -433252.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -433259.000000 Penalty: 3933.560547 Iteration 14Q: 3 clusters Score -433259 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -433263.437500 Penalty: 3933.560547 Iteration 15Q: 3 clusters Score -433263.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -433269.906250 Penalty: 3933.560547 Iteration 16Q: 3 clusters Score -433269.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -433272.406250 Penalty: 3933.560547 Iteration 17Q: 3 clusters Score -433272.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -433275.062500 Penalty: 3933.560547 Iteration 18Q: 3 clusters Score -433275.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -433276.906250 Penalty: 3933.560547 Iteration 19Q: 3 clusters Score -433276.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -433278.000000 Penalty: 3933.560547 Iteration 20F: 3 clusters Score -433278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -433279.968750 Penalty: 3933.560547 Iteration 21Q: 3 clusters Score -433280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -433283.937500 Penalty: 3933.560547 Iteration 22Q: 3 clusters Score -433283.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -433286.312500 Penalty: 3933.560547 Iteration 23Q: 3 clusters Score -433286.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -433289.625000 Penalty: 3933.560547 Iteration 24Q: 3 clusters Score -433289.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -433292.718750 Penalty: 3933.560547 Iteration 25Q: 3 clusters Score -433292.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -433300.781250 Penalty: 3933.560547 Iteration 26Q: 3 clusters Score -433300.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -433308.343750 Penalty: 3933.560547 Iteration 27Q: 3 clusters Score -433308.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -433312.187500 Penalty: 3933.560547 Iteration 28Q: 3 clusters Score -433312.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -433315.500000 Penalty: 3933.560547 Iteration 29Q: 3 clusters Score -433315.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -433317.750000 Penalty: 3933.560547 Iteration 30Q: 3 clusters Score -433317.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -433318.843750 Penalty: 3933.560547 Iteration 31Q: 3 clusters Score -433318.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -433318.843750 Penalty: 3933.560547 Iteration 32F: 3 clusters Score -433318.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Entering Unmasked Estep Score: -137003.328125 Penalty: 1691.634644 Iteration 0F: 2 clusters Score -137003.3 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 453 members Entering Unmasked Estep Score: -135103.765625 Penalty: 3383.269287 Iteration 0F: 3 clusters Score -135103.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -135468.203125 Penalty: 3383.269287 Iteration 1F: 3 clusters Score -135468.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -135622.609375 Penalty: 3383.269287 Iteration 2F: 3 clusters Score -135622.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -135695.812500 Penalty: 3383.269287 Iteration 3Q: 3 clusters Score -135695.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -135745.593750 Penalty: 3383.269287 Iteration 4Q: 3 clusters Score -135745.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -135774.234375 Penalty: 3383.269287 Iteration 5Q: 3 clusters Score -135774.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -135802.140625 Penalty: 3383.269287 Iteration 6Q: 3 clusters Score -135802.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -135812.250000 Penalty: 3383.269287 Iteration 7Q: 3 clusters Score -135812.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -135821.453125 Penalty: 3383.269287 Iteration 8Q: 3 clusters Score -135821.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -135831.281250 Penalty: 3383.269287 Iteration 9Q: 3 clusters Score -135831.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -135842.125000 Penalty: 3383.269287 Iteration 10Q: 3 clusters Score -135842.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -135847.187500 Penalty: 3383.269287 Iteration 11Q: 3 clusters Score -135847.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -135850.921875 Penalty: 3383.269287 Iteration 12Q: 3 clusters Score -135850.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -135856.031250 Penalty: 3383.269287 Iteration 13Q: 3 clusters Score -135856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -135856.031250 Penalty: 3383.269287 Iteration 14F: 3 clusters Score -135856 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -25108.101562 Penalty: 1285.082397 Iteration 0F: 2 clusters Score -25108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -24109.939453 Penalty: 2570.164795 Iteration 0F: 3 clusters Score -24109.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24165.339844 Penalty: 2570.164795 Iteration 1F: 3 clusters Score -24165.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24172.921875 Penalty: 2570.164795 Iteration 2Q: 3 clusters Score -24172.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24172.921875 Penalty: 2570.164795 Iteration 3F: 3 clusters Score -24172.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -38569.320312 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -38569.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -37432.199219 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -37432.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -37684.359375 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -37684.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -37759.191406 Penalty: 2789.512695 Iteration 2Q: 3 clusters Score -37759.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -37790.988281 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -37790.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -37801.828125 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -37801.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -37802.871094 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -37802.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -37802.871094 Penalty: 2789.512695 Iteration 6F: 3 clusters Score -37802.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -68754.703125 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -68754.7 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 240 members Entering Unmasked Estep Score: -67302.625000 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -67302.62 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -67519.296875 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -67519.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -67649.703125 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -67649.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -67763.710938 Penalty: 3034.576172 Iteration 3Q: 3 clusters Score -67763.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -67913.945312 Penalty: 3034.576172 Iteration 4Q: 3 clusters Score -67913.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -67955.500000 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -67955.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -67999.781250 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -67999.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -68051.265625 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -68051.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -68067.046875 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -68067.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -68076.585938 Penalty: 3034.576172 Iteration 9Q: 3 clusters Score -68076.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -68084.132812 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -68084.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -68084.132812 Penalty: 3034.576172 Iteration 11F: 3 clusters Score -68084.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (21848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21848 members Entering Unmasked Estep Score: -3614531.000000 Penalty: 2477.982422 Iteration 0F: 2 clusters Score -3614531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 10908 members Entering Unmasked Estep Score: -3599215.250000 Penalty: 4955.964844 Iteration 0F: 3 clusters Score -3599215 nChanged 9653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11193 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -3604491.000000 Penalty: 4955.964844 Iteration 1F: 3 clusters Score -3604491 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -3605005.500000 Penalty: 4955.964844 Iteration 2F: 3 clusters Score -3605006 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -3605582.500000 Penalty: 4955.964844 Iteration 3F: 3 clusters Score -3605582 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12231 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -3606208.500000 Penalty: 4955.964844 Iteration 4F: 3 clusters Score -3606208 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -3606814.250000 Penalty: 4955.964844 Iteration 5F: 3 clusters Score -3606814 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13410 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -3607402.250000 Penalty: 4955.964844 Iteration 6F: 3 clusters Score -3607402 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -3607987.500000 Penalty: 4955.964844 Iteration 7F: 3 clusters Score -3607988 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -3608458.250000 Penalty: 4955.964844 Iteration 8Q: 3 clusters Score -3608458 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -3608879.500000 Penalty: 4955.964844 Iteration 9Q: 3 clusters Score -3608880 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -3609245.000000 Penalty: 4955.964844 Iteration 10Q: 3 clusters Score -3609245 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16909 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -3609577.750000 Penalty: 4955.964844 Iteration 11Q: 3 clusters Score -3609578 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17544 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -3609916.750000 Penalty: 4955.964844 Iteration 12Q: 3 clusters Score -3609917 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18168 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -3610255.750000 Penalty: 4955.964844 Iteration 13Q: 3 clusters Score -3610256 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18755 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -3610581.000000 Penalty: 4955.964844 Iteration 14Q: 3 clusters Score -3610581 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19270 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -3610867.250000 Penalty: 4955.964844 Iteration 15Q: 3 clusters Score -3610867 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19733 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -3611178.000000 Penalty: 4955.964844 Iteration 16Q: 3 clusters Score -3611178 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20139 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -3611456.500000 Penalty: 4955.964844 Iteration 17Q: 3 clusters Score -3611456 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20452 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3611651.500000 Penalty: 4955.964844 Iteration 18Q: 3 clusters Score -3611652 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20701 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -3611835.750000 Penalty: 4955.964844 Iteration 19Q: 3 clusters Score -3611836 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20882 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -3611966.250000 Penalty: 4955.964844 Iteration 20F: 3 clusters Score -3611966 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21015 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -3612050.500000 Penalty: 4955.964844 Iteration 21Q: 3 clusters Score -3612050 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21108 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -3612111.750000 Penalty: 4955.964844 Iteration 22Q: 3 clusters Score -3612112 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21183 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -3612169.750000 Penalty: 4955.964844 Iteration 23Q: 3 clusters Score -3612170 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21239 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -3612214.000000 Penalty: 4955.964844 Iteration 24Q: 3 clusters Score -3612214 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21286 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -3612259.250000 Penalty: 4955.964844 Iteration 25Q: 3 clusters Score -3612259 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21320 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -3612289.750000 Penalty: 4955.964844 Iteration 26Q: 3 clusters Score -3612290 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21347 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -3612327.500000 Penalty: 4955.964844 Iteration 27Q: 3 clusters Score -3612328 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21359 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -3612339.500000 Penalty: 4955.964844 Iteration 28Q: 3 clusters Score -3612340 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21364 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -3612348.750000 Penalty: 4955.964844 Iteration 29Q: 3 clusters Score -3612349 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21371 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -3612357.500000 Penalty: 4955.964844 Iteration 30Q: 3 clusters Score -3612358 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21378 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -3612357.500000 Penalty: 4955.964844 Iteration 31Q: 3 clusters Score -3612358 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21390 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -3612376.750000 Penalty: 4955.964844 Iteration 32Q: 3 clusters Score -3612377 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21394 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -3612377.250000 Penalty: 4955.964844 Iteration 33Q: 3 clusters Score -3612377 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -3612381.250000 Penalty: 4955.964844 Iteration 34Q: 3 clusters Score -3612381 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21401 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -3612382.750000 Penalty: 4955.964844 Iteration 35Q: 3 clusters Score -3612383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21404 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -3612394.500000 Penalty: 4955.964844 Iteration 36Q: 3 clusters Score -3612394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21405 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -3612393.750000 Penalty: 4955.964844 Iteration 37Q: 3 clusters Score -3612394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21406 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -3612393.250000 Penalty: 4955.964844 Iteration 38Q: 3 clusters Score -3612393 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21408 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -3612392.750000 Penalty: 4955.964844 Iteration 39Q: 3 clusters Score -3612393 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21409 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -3612400.000000 Penalty: 4955.964844 Iteration 40F: 3 clusters Score -3612400 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21410 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -3612394.000000 Penalty: 4955.964844 Iteration 41Q: 3 clusters Score -3612394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21410 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -3612398.000000 Penalty: 4955.964844 Iteration 42Q: 3 clusters Score -3612398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21412 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -3612394.250000 Penalty: 4955.964844 Iteration 43Q: 3 clusters Score -3612394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21413 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -3612397.000000 Penalty: 4955.964844 Iteration 44Q: 3 clusters Score -3612397 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21414 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -3612402.000000 Penalty: 4955.964844 Iteration 45Q: 3 clusters Score -3612402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21416 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -3612406.500000 Penalty: 4955.964844 Iteration 46Q: 3 clusters Score -3612406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21416 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -3612410.500000 Penalty: 4955.964844 Iteration 47Q: 3 clusters Score -3612410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21417 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -3612410.000000 Penalty: 4955.964844 Iteration 48Q: 3 clusters Score -3612410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21418 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -3612409.250000 Penalty: 4955.964844 Iteration 49Q: 3 clusters Score -3612409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21417 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -3612413.250000 Penalty: 4955.964844 Iteration 50Q: 3 clusters Score -3612413 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21417 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -3612413.250000 Penalty: 4955.964844 Iteration 51F: 3 clusters Score -3612413 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (31901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31901 members Entering Unmasked Estep Score: -5211145.000000 Penalty: 2571.857422 Iteration 0F: 2 clusters Score -5211145 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 16025 members Entering Unmasked Estep Score: -5189417.000000 Penalty: 5143.714844 Iteration 0F: 3 clusters Score -5189417 nChanged 14246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15478 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -5197027.500000 Penalty: 5143.714844 Iteration 1F: 3 clusters Score -5197028 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 16674 members Entering Unmasked Estep Score: -5197528.000000 Penalty: 5143.714844 Iteration 2Q: 3 clusters Score -5197528 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 17026 members Entering Unmasked Estep Score: -5198003.500000 Penalty: 5143.714844 Iteration 3Q: 3 clusters Score -5198004 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -5198501.500000 Penalty: 5143.714844 Iteration 4Q: 3 clusters Score -5198502 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13687 members Mstep: Class 2 contains 18214 members Entering Unmasked Estep Score: -5199106.500000 Penalty: 5143.714844 Iteration 5Q: 3 clusters Score -5199106 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 19089 members Entering Unmasked Estep Score: -5199786.500000 Penalty: 5143.714844 Iteration 6Q: 3 clusters Score -5199786 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 20200 members Entering Unmasked Estep Score: -5200685.000000 Penalty: 5143.714844 Iteration 7F: 3 clusters Score -5200685 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -5201782.500000 Penalty: 5143.714844 Iteration 8F: 3 clusters Score -5201782 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -5203195.000000 Penalty: 5143.714844 Iteration 9F: 3 clusters Score -5203195 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 24266 members Entering Unmasked Estep Score: -5204717.500000 Penalty: 5143.714844 Iteration 10F: 3 clusters Score -5204718 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 25277 members Entering Unmasked Estep Score: -5206128.500000 Penalty: 5143.714844 Iteration 11Q: 3 clusters Score -5206128 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -5207323.500000 Penalty: 5143.714844 Iteration 12Q: 3 clusters Score -5207324 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 26293 members Entering Unmasked Estep Score: -5208214.500000 Penalty: 5143.714844 Iteration 13Q: 3 clusters Score -5208214 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 26442 members Entering Unmasked Estep Score: -5208680.000000 Penalty: 5143.714844 Iteration 14Q: 3 clusters Score -5208680 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 26466 members Entering Unmasked Estep Score: -5208946.500000 Penalty: 5143.714844 Iteration 15Q: 3 clusters Score -5208946 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 26441 members Entering Unmasked Estep Score: -5209160.000000 Penalty: 5143.714844 Iteration 16Q: 3 clusters Score -5209160 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 26361 members Entering Unmasked Estep Score: -5209329.500000 Penalty: 5143.714844 Iteration 17Q: 3 clusters Score -5209330 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 26228 members Entering Unmasked Estep Score: -5209456.500000 Penalty: 5143.714844 Iteration 18Q: 3 clusters Score -5209456 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 26102 members Entering Unmasked Estep Score: -5209562.000000 Penalty: 5143.714844 Iteration 19Q: 3 clusters Score -5209562 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 25968 members Entering Unmasked Estep Score: -5209644.500000 Penalty: 5143.714844 Iteration 20F: 3 clusters Score -5209644 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 25841 members Entering Unmasked Estep Score: -5209684.500000 Penalty: 5143.714844 Iteration 21Q: 3 clusters Score -5209684 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 25709 members Entering Unmasked Estep Score: -5209722.000000 Penalty: 5143.714844 Iteration 22Q: 3 clusters Score -5209722 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 25588 members Entering Unmasked Estep Score: -5209759.000000 Penalty: 5143.714844 Iteration 23Q: 3 clusters Score -5209759 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 25496 members Entering Unmasked Estep Score: -5209794.500000 Penalty: 5143.714844 Iteration 24Q: 3 clusters Score -5209794 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 25404 members Entering Unmasked Estep Score: -5209800.500000 Penalty: 5143.714844 Iteration 25Q: 3 clusters Score -5209800 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 25313 members Entering Unmasked Estep Score: -5209836.000000 Penalty: 5143.714844 Iteration 26Q: 3 clusters Score -5209836 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 25231 members Entering Unmasked Estep Score: -5209833.000000 Penalty: 5143.714844 Iteration 27Q: 3 clusters Score -5209833 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 25158 members Entering Unmasked Estep Score: -5209838.500000 Penalty: 5143.714844 Iteration 28Q: 3 clusters Score -5209838 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 25084 members Entering Unmasked Estep Score: -5209862.500000 Penalty: 5143.714844 Iteration 29Q: 3 clusters Score -5209862 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -5209873.000000 Penalty: 5143.714844 Iteration 30Q: 3 clusters Score -5209873 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 24900 members Entering Unmasked Estep Score: -5209888.500000 Penalty: 5143.714844 Iteration 31Q: 3 clusters Score -5209888 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 24806 members Entering Unmasked Estep Score: -5209897.000000 Penalty: 5143.714844 Iteration 32Q: 3 clusters Score -5209897 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 24715 members Entering Unmasked Estep Score: -5209911.500000 Penalty: 5143.714844 Iteration 33Q: 3 clusters Score -5209912 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 24616 members Entering Unmasked Estep Score: -5209919.500000 Penalty: 5143.714844 Iteration 34Q: 3 clusters Score -5209920 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 24538 members Entering Unmasked Estep Score: -5209928.000000 Penalty: 5143.714844 Iteration 35Q: 3 clusters Score -5209928 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 24461 members Entering Unmasked Estep Score: -5209945.500000 Penalty: 5143.714844 Iteration 36Q: 3 clusters Score -5209946 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 24396 members Entering Unmasked Estep Score: -5209968.000000 Penalty: 5143.714844 Iteration 37Q: 3 clusters Score -5209968 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 24333 members Entering Unmasked Estep Score: -5209987.500000 Penalty: 5143.714844 Iteration 38Q: 3 clusters Score -5209988 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 24276 members Entering Unmasked Estep Score: -5209983.000000 Penalty: 5143.714844 Iteration 39Q: 3 clusters Score -5209983 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 24225 members Entering Unmasked Estep Score: -5209986.000000 Penalty: 5143.714844 Iteration 40F: 3 clusters Score -5209986 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 24176 members Entering Unmasked Estep Score: -5209985.500000 Penalty: 5143.714844 Iteration 41Q: 3 clusters Score -5209986 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 24132 members Entering Unmasked Estep Score: -5209982.000000 Penalty: 5143.714844 Iteration 42Q: 3 clusters Score -5209982 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 24091 members Entering Unmasked Estep Score: -5209993.500000 Penalty: 5143.714844 Iteration 43Q: 3 clusters Score -5209994 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 24040 members Entering Unmasked Estep Score: -5209998.000000 Penalty: 5143.714844 Iteration 44Q: 3 clusters Score -5209998 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 23987 members Entering Unmasked Estep Score: -5210012.000000 Penalty: 5143.714844 Iteration 45Q: 3 clusters Score -5210012 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 23918 members Entering Unmasked Estep Score: -5210039.500000 Penalty: 5143.714844 Iteration 46Q: 3 clusters Score -5210040 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 23855 members Entering Unmasked Estep Score: -5210039.500000 Penalty: 5143.714844 Iteration 47Q: 3 clusters Score -5210040 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 23808 members Entering Unmasked Estep Score: -5210041.500000 Penalty: 5143.714844 Iteration 48Q: 3 clusters Score -5210042 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 23760 members Entering Unmasked Estep Score: -5210049.500000 Penalty: 5143.714844 Iteration 49Q: 3 clusters Score -5210050 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 23714 members Entering Unmasked Estep Score: -5210041.000000 Penalty: 5143.714844 Iteration 50Q: 3 clusters Score -5210041 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 23667 members Entering Unmasked Estep Score: -5210054.500000 Penalty: 5143.714844 Iteration 51Q: 3 clusters Score -5210054 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 23629 members Entering Unmasked Estep Score: -5210053.000000 Penalty: 5143.714844 Iteration 52Q: 3 clusters Score -5210053 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 23592 members Entering Unmasked Estep Score: -5210047.500000 Penalty: 5143.714844 Iteration 53Q: 3 clusters Score -5210048 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -5210066.500000 Penalty: 5143.714844 Iteration 54Q: 3 clusters Score -5210066 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 23543 members Entering Unmasked Estep Score: -5210069.000000 Penalty: 5143.714844 Iteration 55Q: 3 clusters Score -5210069 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 23515 members Entering Unmasked Estep Score: -5210061.500000 Penalty: 5143.714844 Iteration 56Q: 3 clusters Score -5210062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 23492 members Entering Unmasked Estep Score: -5210068.500000 Penalty: 5143.714844 Iteration 57Q: 3 clusters Score -5210068 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 23467 members Entering Unmasked Estep Score: -5210073.500000 Penalty: 5143.714844 Iteration 58Q: 3 clusters Score -5210074 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 23450 members Entering Unmasked Estep Score: -5210079.000000 Penalty: 5143.714844 Iteration 59Q: 3 clusters Score -5210079 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -5210075.500000 Penalty: 5143.714844 Iteration 60F: 3 clusters Score -5210076 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 23421 members Entering Unmasked Estep Score: -5210080.500000 Penalty: 5143.714844 Iteration 61Q: 3 clusters Score -5210080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -5210086.500000 Penalty: 5143.714844 Iteration 62Q: 3 clusters Score -5210086 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -5210092.000000 Penalty: 5143.714844 Iteration 63Q: 3 clusters Score -5210092 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 23375 members Entering Unmasked Estep Score: -5210088.500000 Penalty: 5143.714844 Iteration 64Q: 3 clusters Score -5210088 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 23358 members Entering Unmasked Estep Score: -5210096.000000 Penalty: 5143.714844 Iteration 65Q: 3 clusters Score -5210096 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 23343 members Entering Unmasked Estep Score: -5210096.000000 Penalty: 5143.714844 Iteration 66Q: 3 clusters Score -5210096 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 23324 members Entering Unmasked Estep Score: -5210097.000000 Penalty: 5143.714844 Iteration 67Q: 3 clusters Score -5210097 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 23300 members Entering Unmasked Estep Score: -5210102.000000 Penalty: 5143.714844 Iteration 68Q: 3 clusters Score -5210102 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 23283 members Entering Unmasked Estep Score: -5210105.000000 Penalty: 5143.714844 Iteration 69Q: 3 clusters Score -5210105 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 23268 members Entering Unmasked Estep Score: -5210110.000000 Penalty: 5143.714844 Iteration 70Q: 3 clusters Score -5210110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 23257 members Entering Unmasked Estep Score: -5210110.500000 Penalty: 5143.714844 Iteration 71Q: 3 clusters Score -5210110 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 23238 members Entering Unmasked Estep Score: -5210108.500000 Penalty: 5143.714844 Iteration 72Q: 3 clusters Score -5210108 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -5210107.500000 Penalty: 5143.714844 Iteration 73Q: 3 clusters Score -5210108 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 23185 members Entering Unmasked Estep Score: -5210120.500000 Penalty: 5143.714844 Iteration 74Q: 3 clusters Score -5210120 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 23152 members Entering Unmasked Estep Score: -5210120.500000 Penalty: 5143.714844 Iteration 75Q: 3 clusters Score -5210120 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 23128 members Entering Unmasked Estep Score: -5210122.000000 Penalty: 5143.714844 Iteration 76Q: 3 clusters Score -5210122 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -5210119.000000 Penalty: 5143.714844 Iteration 77Q: 3 clusters Score -5210119 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 23085 members Entering Unmasked Estep Score: -5210115.000000 Penalty: 5143.714844 Iteration 78Q: 3 clusters Score -5210115 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 23064 members Entering Unmasked Estep Score: -5210105.500000 Penalty: 5143.714844 Iteration 79Q: 3 clusters Score -5210106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 23054 members Entering Unmasked Estep Score: -5210110.500000 Penalty: 5143.714844 Iteration 80F: 3 clusters Score -5210110 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 23043 members Entering Unmasked Estep Score: -5210120.000000 Penalty: 5143.714844 Iteration 81Q: 3 clusters Score -5210120 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 23035 members Entering Unmasked Estep Score: -5210129.000000 Penalty: 5143.714844 Iteration 82Q: 3 clusters Score -5210129 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 23022 members Entering Unmasked Estep Score: -5210130.500000 Penalty: 5143.714844 Iteration 83Q: 3 clusters Score -5210130 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 23011 members Entering Unmasked Estep Score: -5210126.000000 Penalty: 5143.714844 Iteration 84Q: 3 clusters Score -5210126 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 23000 members Entering Unmasked Estep Score: -5210122.000000 Penalty: 5143.714844 Iteration 85Q: 3 clusters Score -5210122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 22992 members Entering Unmasked Estep Score: -5210121.000000 Penalty: 5143.714844 Iteration 86Q: 3 clusters Score -5210121 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Mstep: Class 2 contains 22981 members Entering Unmasked Estep Score: -5210124.500000 Penalty: 5143.714844 Iteration 87Q: 3 clusters Score -5210124 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 22962 members Entering Unmasked Estep Score: -5210128.500000 Penalty: 5143.714844 Iteration 88Q: 3 clusters Score -5210128 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 22948 members Entering Unmasked Estep Score: -5210128.500000 Penalty: 5143.714844 Iteration 89Q: 3 clusters Score -5210128 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 22935 members Entering Unmasked Estep Score: -5210129.500000 Penalty: 5143.714844 Iteration 90Q: 3 clusters Score -5210130 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 22925 members Entering Unmasked Estep Score: -5210139.500000 Penalty: 5143.714844 Iteration 91Q: 3 clusters Score -5210140 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 22916 members Entering Unmasked Estep Score: -5210138.000000 Penalty: 5143.714844 Iteration 92Q: 3 clusters Score -5210138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 22903 members Entering Unmasked Estep Score: -5210133.500000 Penalty: 5143.714844 Iteration 93Q: 3 clusters Score -5210134 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 22889 members Entering Unmasked Estep Score: -5210122.500000 Penalty: 5143.714844 Iteration 94Q: 3 clusters Score -5210122 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 22876 members Entering Unmasked Estep Score: -5210124.000000 Penalty: 5143.714844 Iteration 95Q: 3 clusters Score -5210124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 22864 members Entering Unmasked Estep Score: -5210123.500000 Penalty: 5143.714844 Iteration 96Q: 3 clusters Score -5210124 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 22855 members Entering Unmasked Estep Score: -5210124.000000 Penalty: 5143.714844 Iteration 97Q: 3 clusters Score -5210124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -5210124.500000 Penalty: 5143.714844 Iteration 98Q: 3 clusters Score -5210124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -5210124.500000 Penalty: 5143.714844 Iteration 99F: 3 clusters Score -5210124 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: -147929.218750 Penalty: 1709.123169 Iteration 0F: 2 clusters Score -147929.2 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 493 members Entering Unmasked Estep Score: -146038.843750 Penalty: 3418.246338 Iteration 0F: 3 clusters Score -146038.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -146457.343750 Penalty: 3418.246338 Iteration 1F: 3 clusters Score -146457.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -146757.515625 Penalty: 3418.246338 Iteration 2F: 3 clusters Score -146757.5 nChanged 87 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: -147139.031250 Penalty: 3418.246338 Iteration 3F: 3 clusters Score -147139 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -147590.734375 Penalty: 3418.246338 Iteration 4F: 3 clusters Score -147590.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -148065.781250 Penalty: 3418.246338 Iteration 5F: 3 clusters Score -148065.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -148598.421875 Penalty: 3418.246338 Iteration 6F: 3 clusters Score -148598.4 nChanged 27 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: -149045.859375 Penalty: 3418.246338 Iteration 7Q: 3 clusters Score -149045.9 nChanged 9 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: -149074.984375 Penalty: 3418.246338 Iteration 8Q: 3 clusters Score -149075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -149078.640625 Penalty: 3418.246338 Iteration 9Q: 3 clusters Score -149078.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -149078.640625 Penalty: 3418.246338 Iteration 10F: 3 clusters Score -149078.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31901 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46853 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24962 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 536 members Entering Unmasked Estep Score: -51837200.000000 Penalty: 116394.960938 Splitting cluster 8 changes total score from -51837476.000000 to -51837200.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -26323.753906 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -26323.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -25625.230469 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -25625.23 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -26027.558594 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -26027.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -26248.150391 Penalty: 2742.596680 Iteration 2F: 3 clusters Score -26248.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -26356.396484 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -26356.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26381.388672 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -26381.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -26395.763672 Penalty: 2742.596680 Iteration 5Q: 3 clusters Score -26395.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -26398.224609 Penalty: 2742.596680 Iteration 6Q: 3 clusters Score -26398.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -26398.224609 Penalty: 2742.596680 Iteration 7F: 3 clusters Score -26398.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31901 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46853 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24962 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 13483 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 174 members Entering Unmasked Estep Score: -51835760.000000 Penalty: 116394.960938 Splitting cluster 9 changes total score from -51837476.000000 to -51835760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (11879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Entering Unmasked Estep Score: -2027418.125000 Penalty: 2326.866699 Iteration 0F: 2 clusters Score -2027418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -2018642.250000 Penalty: 4653.733398 Iteration 0F: 3 clusters Score -2018642 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -2021329.125000 Penalty: 4653.733398 Iteration 1F: 3 clusters Score -2021329 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -2021610.875000 Penalty: 4653.733398 Iteration 2F: 3 clusters Score -2021611 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -2021802.000000 Penalty: 4653.733398 Iteration 3Q: 3 clusters Score -2021802 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -2021951.375000 Penalty: 4653.733398 Iteration 4Q: 3 clusters Score -2021951 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -2022061.500000 Penalty: 4653.733398 Iteration 5Q: 3 clusters Score -2022062 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -2022173.250000 Penalty: 4653.733398 Iteration 6Q: 3 clusters Score -2022173 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -2022291.375000 Penalty: 4653.733398 Iteration 7Q: 3 clusters Score -2022291 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -2022417.125000 Penalty: 4653.733398 Iteration 8Q: 3 clusters Score -2022417 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -2022561.750000 Penalty: 4653.733398 Iteration 9Q: 3 clusters Score -2022562 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -2022721.625000 Penalty: 4653.733398 Iteration 10Q: 3 clusters Score -2022722 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -2022912.250000 Penalty: 4653.733398 Iteration 11Q: 3 clusters Score -2022912 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -2023172.875000 Penalty: 4653.733398 Iteration 12Q: 3 clusters Score -2023173 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -2023545.000000 Penalty: 4653.733398 Iteration 13Q: 3 clusters Score -2023545 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -2024007.625000 Penalty: 4653.733398 Iteration 14F: 3 clusters Score -2024008 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -2024473.500000 Penalty: 4653.733398 Iteration 15Q: 3 clusters Score -2024474 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -2024821.250000 Penalty: 4653.733398 Iteration 16Q: 3 clusters Score -2024821 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -2025042.000000 Penalty: 4653.733398 Iteration 17Q: 3 clusters Score -2025042 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -2025184.250000 Penalty: 4653.733398 Iteration 18Q: 3 clusters Score -2025184 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11320 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -2025273.125000 Penalty: 4653.733398 Iteration 19Q: 3 clusters Score -2025273 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -2025323.375000 Penalty: 4653.733398 Iteration 20F: 3 clusters Score -2025323 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -2025358.000000 Penalty: 4653.733398 Iteration 21Q: 3 clusters Score -2025358 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -2025386.875000 Penalty: 4653.733398 Iteration 22Q: 3 clusters Score -2025387 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11458 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -2025397.000000 Penalty: 4653.733398 Iteration 23Q: 3 clusters Score -2025397 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11467 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -2025407.625000 Penalty: 4653.733398 Iteration 24Q: 3 clusters Score -2025408 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -2025416.500000 Penalty: 4653.733398 Iteration 25Q: 3 clusters Score -2025416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -2025422.750000 Penalty: 4653.733398 Iteration 26Q: 3 clusters Score -2025423 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -2025429.125000 Penalty: 4653.733398 Iteration 27Q: 3 clusters Score -2025429 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -2025434.625000 Penalty: 4653.733398 Iteration 28Q: 3 clusters Score -2025435 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -2025442.375000 Penalty: 4653.733398 Iteration 29Q: 3 clusters Score -2025442 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -2025449.750000 Penalty: 4653.733398 Iteration 30Q: 3 clusters Score -2025450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2025457.000000 Penalty: 4653.733398 Iteration 31Q: 3 clusters Score -2025457 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -2025460.875000 Penalty: 4653.733398 Iteration 32Q: 3 clusters Score -2025461 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -2025465.875000 Penalty: 4653.733398 Iteration 33Q: 3 clusters Score -2025466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -2025465.375000 Penalty: 4653.733398 Iteration 34Q: 3 clusters Score -2025465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -2025467.000000 Penalty: 4653.733398 Iteration 35Q: 3 clusters Score -2025467 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -2025471.875000 Penalty: 4653.733398 Iteration 36Q: 3 clusters Score -2025472 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -2025478.000000 Penalty: 4653.733398 Iteration 37Q: 3 clusters Score -2025478 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2025484.500000 Penalty: 4653.733398 Iteration 38Q: 3 clusters Score -2025484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -2025492.500000 Penalty: 4653.733398 Iteration 39Q: 3 clusters Score -2025492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -2025494.750000 Penalty: 4653.733398 Iteration 40F: 3 clusters Score -2025495 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -2025502.250000 Penalty: 4653.733398 Iteration 41Q: 3 clusters Score -2025502 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -2025504.625000 Penalty: 4653.733398 Iteration 42Q: 3 clusters Score -2025505 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -2025506.375000 Penalty: 4653.733398 Iteration 43Q: 3 clusters Score -2025506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -2025508.375000 Penalty: 4653.733398 Iteration 44Q: 3 clusters Score -2025508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -2025513.125000 Penalty: 4653.733398 Iteration 45Q: 3 clusters Score -2025513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -2025514.000000 Penalty: 4653.733398 Iteration 46Q: 3 clusters Score -2025514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -2025514.000000 Penalty: 4653.733398 Iteration 47F: 3 clusters Score -2025514 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Entering Unmasked Estep Score: -1039635.312500 Penalty: 2183.249023 Iteration 0F: 2 clusters Score -1039635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1034128.812500 Penalty: 4366.498047 Iteration 0F: 3 clusters Score -1034129 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1035727.312500 Penalty: 4366.498047 Iteration 1F: 3 clusters Score -1035727 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1036126.437500 Penalty: 4366.498047 Iteration 2F: 3 clusters Score -1036126 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1036414.687500 Penalty: 4366.498047 Iteration 3F: 3 clusters Score -1036415 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1036605.812500 Penalty: 4366.498047 Iteration 4Q: 3 clusters Score -1036606 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1036768.250000 Penalty: 4366.498047 Iteration 5Q: 3 clusters Score -1036768 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1036903.875000 Penalty: 4366.498047 Iteration 6Q: 3 clusters Score -1036904 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1037024.937500 Penalty: 4366.498047 Iteration 7Q: 3 clusters Score -1037025 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1037146.000000 Penalty: 4366.498047 Iteration 8Q: 3 clusters Score -1037146 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1037247.187500 Penalty: 4366.498047 Iteration 9Q: 3 clusters Score -1037247 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1037335.812500 Penalty: 4366.498047 Iteration 10Q: 3 clusters Score -1037336 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -1037415.312500 Penalty: 4366.498047 Iteration 11Q: 3 clusters Score -1037415 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1037491.062500 Penalty: 4366.498047 Iteration 12Q: 3 clusters Score -1037491 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1037565.625000 Penalty: 4366.498047 Iteration 13Q: 3 clusters Score -1037566 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1037630.062500 Penalty: 4366.498047 Iteration 14Q: 3 clusters Score -1037630 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1037672.750000 Penalty: 4366.498047 Iteration 15Q: 3 clusters Score -1037673 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1037710.187500 Penalty: 4366.498047 Iteration 16Q: 3 clusters Score -1037710 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1037746.000000 Penalty: 4366.498047 Iteration 17Q: 3 clusters Score -1037746 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1037781.937500 Penalty: 4366.498047 Iteration 18Q: 3 clusters Score -1037782 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1037817.250000 Penalty: 4366.498047 Iteration 19Q: 3 clusters Score -1037817 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1037846.437500 Penalty: 4366.498047 Iteration 20F: 3 clusters Score -1037846 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1037870.625000 Penalty: 4366.498047 Iteration 21Q: 3 clusters Score -1037871 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1037894.250000 Penalty: 4366.498047 Iteration 22Q: 3 clusters Score -1037894 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1037913.625000 Penalty: 4366.498047 Iteration 23Q: 3 clusters Score -1037914 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1037931.687500 Penalty: 4366.498047 Iteration 24Q: 3 clusters Score -1037932 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1037949.937500 Penalty: 4366.498047 Iteration 25Q: 3 clusters Score -1037950 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1037956.937500 Penalty: 4366.498047 Iteration 26Q: 3 clusters Score -1037957 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1037965.062500 Penalty: 4366.498047 Iteration 27Q: 3 clusters Score -1037965 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1037976.375000 Penalty: 4366.498047 Iteration 28Q: 3 clusters Score -1037976 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1037988.187500 Penalty: 4366.498047 Iteration 29Q: 3 clusters Score -1037988 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1037995.875000 Penalty: 4366.498047 Iteration 30Q: 3 clusters Score -1037996 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1038009.000000 Penalty: 4366.498047 Iteration 31Q: 3 clusters Score -1038009 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1038015.875000 Penalty: 4366.498047 Iteration 32Q: 3 clusters Score -1038016 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1038024.125000 Penalty: 4366.498047 Iteration 33Q: 3 clusters Score -1038024 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1038028.187500 Penalty: 4366.498047 Iteration 34Q: 3 clusters Score -1038028 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1038036.875000 Penalty: 4366.498047 Iteration 35Q: 3 clusters Score -1038037 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1038045.375000 Penalty: 4366.498047 Iteration 36Q: 3 clusters Score -1038045 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1038054.937500 Penalty: 4366.498047 Iteration 37Q: 3 clusters Score -1038055 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -1038061.937500 Penalty: 4366.498047 Iteration 38Q: 3 clusters Score -1038062 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1038066.187500 Penalty: 4366.498047 Iteration 39Q: 3 clusters Score -1038066 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1038068.562500 Penalty: 4366.498047 Iteration 40F: 3 clusters Score -1038069 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1038073.500000 Penalty: 4366.498047 Iteration 41Q: 3 clusters Score -1038074 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1038076.687500 Penalty: 4366.498047 Iteration 42Q: 3 clusters Score -1038077 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1038078.750000 Penalty: 4366.498047 Iteration 43Q: 3 clusters Score -1038079 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1038081.500000 Penalty: 4366.498047 Iteration 44Q: 3 clusters Score -1038082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -1038080.875000 Penalty: 4366.498047 Iteration 45Q: 3 clusters Score -1038081 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1038081.250000 Penalty: 4366.498047 Iteration 46Q: 3 clusters Score -1038081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1038083.312500 Penalty: 4366.498047 Iteration 47Q: 3 clusters Score -1038083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1038083.187500 Penalty: 4366.498047 Iteration 48Q: 3 clusters Score -1038083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1038084.187500 Penalty: 4366.498047 Iteration 49Q: 3 clusters Score -1038084 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1038084.250000 Penalty: 4366.498047 Iteration 50Q: 3 clusters Score -1038084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1038084.375000 Penalty: 4366.498047 Iteration 51Q: 3 clusters Score -1038084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1038086.250000 Penalty: 4366.498047 Iteration 52Q: 3 clusters Score -1038086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1038086.812500 Penalty: 4366.498047 Iteration 53Q: 3 clusters Score -1038087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1038087.062500 Penalty: 4366.498047 Iteration 54Q: 3 clusters Score -1038087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1038086.437500 Penalty: 4366.498047 Iteration 55Q: 3 clusters Score -1038086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1038086.562500 Penalty: 4366.498047 Iteration 56Q: 3 clusters Score -1038087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1038087.125000 Penalty: 4366.498047 Iteration 57Q: 3 clusters Score -1038087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1038088.187500 Penalty: 4366.498047 Iteration 58Q: 3 clusters Score -1038088 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1038087.312500 Penalty: 4366.498047 Iteration 59Q: 3 clusters Score -1038087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1038088.187500 Penalty: 4366.498047 Iteration 60F: 3 clusters Score -1038088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1038089.437500 Penalty: 4366.498047 Iteration 61Q: 3 clusters Score -1038089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1038089.562500 Penalty: 4366.498047 Iteration 62Q: 3 clusters Score -1038090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1038089.562500 Penalty: 4366.498047 Iteration 63F: 3 clusters Score -1038090 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Entering Unmasked Estep Score: -2180247.750000 Penalty: 2355.112305 Iteration 0F: 2 clusters Score -2180248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -2170486.500000 Penalty: 4710.224609 Iteration 0F: 3 clusters Score -2170486 nChanged 5637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -2173514.000000 Penalty: 4710.224609 Iteration 1F: 3 clusters Score -2173514 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -2173908.750000 Penalty: 4710.224609 Iteration 2F: 3 clusters Score -2173909 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -2174319.750000 Penalty: 4710.224609 Iteration 3F: 3 clusters Score -2174320 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -2174851.000000 Penalty: 4710.224609 Iteration 4F: 3 clusters Score -2174851 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -2175467.250000 Penalty: 4710.224609 Iteration 5F: 3 clusters Score -2175467 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -2176129.500000 Penalty: 4710.224609 Iteration 6F: 3 clusters Score -2176130 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -2176795.000000 Penalty: 4710.224609 Iteration 7F: 3 clusters Score -2176795 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -2177398.250000 Penalty: 4710.224609 Iteration 8F: 3 clusters Score -2177398 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -2177998.250000 Penalty: 4710.224609 Iteration 9Q: 3 clusters Score -2177998 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -2178637.750000 Penalty: 4710.224609 Iteration 10Q: 3 clusters Score -2178638 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -2179089.750000 Penalty: 4710.224609 Iteration 11Q: 3 clusters Score -2179090 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -2179340.250000 Penalty: 4710.224609 Iteration 12Q: 3 clusters Score -2179340 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -2179465.500000 Penalty: 4710.224609 Iteration 13Q: 3 clusters Score -2179466 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -2179547.000000 Penalty: 4710.224609 Iteration 14Q: 3 clusters Score -2179547 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -2179620.000000 Penalty: 4710.224609 Iteration 15Q: 3 clusters Score -2179620 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -2179658.500000 Penalty: 4710.224609 Iteration 16Q: 3 clusters Score -2179658 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -2179684.750000 Penalty: 4710.224609 Iteration 17Q: 3 clusters Score -2179685 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -2179710.250000 Penalty: 4710.224609 Iteration 18Q: 3 clusters Score -2179710 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -2179721.750000 Penalty: 4710.224609 Iteration 19Q: 3 clusters Score -2179722 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -2179742.000000 Penalty: 4710.224609 Iteration 20F: 3 clusters Score -2179742 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -2179753.500000 Penalty: 4710.224609 Iteration 21Q: 3 clusters Score -2179754 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -2179753.250000 Penalty: 4710.224609 Iteration 22Q: 3 clusters Score -2179753 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -2179763.750000 Penalty: 4710.224609 Iteration 23Q: 3 clusters Score -2179764 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -2179763.500000 Penalty: 4710.224609 Iteration 24Q: 3 clusters Score -2179764 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -2179769.750000 Penalty: 4710.224609 Iteration 25Q: 3 clusters Score -2179770 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -2179768.000000 Penalty: 4710.224609 Iteration 26Q: 3 clusters Score -2179768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -2179769.750000 Penalty: 4710.224609 Iteration 27Q: 3 clusters Score -2179770 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -2179769.250000 Penalty: 4710.224609 Iteration 28Q: 3 clusters Score -2179769 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -2179778.250000 Penalty: 4710.224609 Iteration 29Q: 3 clusters Score -2179778 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -2179781.000000 Penalty: 4710.224609 Iteration 30Q: 3 clusters Score -2179781 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -2179783.250000 Penalty: 4710.224609 Iteration 31Q: 3 clusters Score -2179783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9592 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -2179784.500000 Penalty: 4710.224609 Iteration 32Q: 3 clusters Score -2179784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -2179786.750000 Penalty: 4710.224609 Iteration 33Q: 3 clusters Score -2179787 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -2179788.250000 Penalty: 4710.224609 Iteration 34Q: 3 clusters Score -2179788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -2179787.500000 Penalty: 4710.224609 Iteration 35Q: 3 clusters Score -2179788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -2179789.500000 Penalty: 4710.224609 Iteration 36Q: 3 clusters Score -2179790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -2179785.500000 Penalty: 4710.224609 Iteration 37Q: 3 clusters Score -2179786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -2179785.250000 Penalty: 4710.224609 Iteration 38Q: 3 clusters Score -2179785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -2179786.250000 Penalty: 4710.224609 Iteration 39Q: 3 clusters Score -2179786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -2179786.750000 Penalty: 4710.224609 Iteration 40F: 3 clusters Score -2179787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -2179785.000000 Penalty: 4710.224609 Iteration 41Q: 3 clusters Score -2179785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -2179784.500000 Penalty: 4710.224609 Iteration 42Q: 3 clusters Score -2179784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -2179782.500000 Penalty: 4710.224609 Iteration 43Q: 3 clusters Score -2179782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -2179785.250000 Penalty: 4710.224609 Iteration 44Q: 3 clusters Score -2179785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -2179785.250000 Penalty: 4710.224609 Iteration 45F: 3 clusters Score -2179785 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -22710.724609 Penalty: 1272.214844 Iteration 0F: 2 clusters Score -22710.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -21745.351562 Penalty: 2544.429688 Iteration 0F: 3 clusters Score -21745.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -21834.330078 Penalty: 2544.429688 Iteration 1F: 3 clusters Score -21834.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21881.089844 Penalty: 2544.429688 Iteration 2Q: 3 clusters Score -21881.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21881.089844 Penalty: 2544.429688 Iteration 3F: 3 clusters Score -21881.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Entering Unmasked Estep Score: -1690633.000000 Penalty: 2298.848877 Iteration 0F: 2 clusters Score -1690633 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1682519.625000 Penalty: 4597.697754 Iteration 0F: 3 clusters Score -1682520 nChanged 4469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1684996.250000 Penalty: 4597.697754 Iteration 1F: 3 clusters Score -1684996 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1685318.500000 Penalty: 4597.697754 Iteration 2F: 3 clusters Score -1685318 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1685586.250000 Penalty: 4597.697754 Iteration 3F: 3 clusters Score -1685586 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1685788.125000 Penalty: 4597.697754 Iteration 4Q: 3 clusters Score -1685788 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1685952.000000 Penalty: 4597.697754 Iteration 5Q: 3 clusters Score -1685952 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1686128.750000 Penalty: 4597.697754 Iteration 6Q: 3 clusters Score -1686129 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1686305.875000 Penalty: 4597.697754 Iteration 7Q: 3 clusters Score -1686306 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -1686531.250000 Penalty: 4597.697754 Iteration 8Q: 3 clusters Score -1686531 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -1686797.250000 Penalty: 4597.697754 Iteration 9Q: 3 clusters Score -1686797 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -1687081.625000 Penalty: 4597.697754 Iteration 10Q: 3 clusters Score -1687082 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -1687353.625000 Penalty: 4597.697754 Iteration 11Q: 3 clusters Score -1687354 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -1687592.875000 Penalty: 4597.697754 Iteration 12Q: 3 clusters Score -1687593 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1687798.250000 Penalty: 4597.697754 Iteration 13Q: 3 clusters Score -1687798 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1687962.250000 Penalty: 4597.697754 Iteration 14Q: 3 clusters Score -1687962 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1688105.500000 Penalty: 4597.697754 Iteration 15Q: 3 clusters Score -1688106 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1688211.250000 Penalty: 4597.697754 Iteration 16Q: 3 clusters Score -1688211 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1688302.125000 Penalty: 4597.697754 Iteration 17Q: 3 clusters Score -1688302 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -1688383.875000 Penalty: 4597.697754 Iteration 18Q: 3 clusters Score -1688384 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1688437.000000 Penalty: 4597.697754 Iteration 19Q: 3 clusters Score -1688437 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1688486.750000 Penalty: 4597.697754 Iteration 20F: 3 clusters Score -1688487 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1688539.375000 Penalty: 4597.697754 Iteration 21Q: 3 clusters Score -1688539 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -1688589.500000 Penalty: 4597.697754 Iteration 22Q: 3 clusters Score -1688590 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -1688632.375000 Penalty: 4597.697754 Iteration 23Q: 3 clusters Score -1688632 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -1688698.375000 Penalty: 4597.697754 Iteration 24Q: 3 clusters Score -1688698 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -1688778.750000 Penalty: 4597.697754 Iteration 25Q: 3 clusters Score -1688779 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -1688844.500000 Penalty: 4597.697754 Iteration 26Q: 3 clusters Score -1688844 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -1688917.000000 Penalty: 4597.697754 Iteration 27Q: 3 clusters Score -1688917 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -1688966.125000 Penalty: 4597.697754 Iteration 28Q: 3 clusters Score -1688966 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1689013.875000 Penalty: 4597.697754 Iteration 29Q: 3 clusters Score -1689014 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1689077.750000 Penalty: 4597.697754 Iteration 30Q: 3 clusters Score -1689078 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -1689164.250000 Penalty: 4597.697754 Iteration 31Q: 3 clusters Score -1689164 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -1689255.625000 Penalty: 4597.697754 Iteration 32Q: 3 clusters Score -1689256 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -1689301.000000 Penalty: 4597.697754 Iteration 33Q: 3 clusters Score -1689301 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -1689333.625000 Penalty: 4597.697754 Iteration 34Q: 3 clusters Score -1689334 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -1689346.625000 Penalty: 4597.697754 Iteration 35Q: 3 clusters Score -1689347 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -1689360.250000 Penalty: 4597.697754 Iteration 36Q: 3 clusters Score -1689360 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -1689367.000000 Penalty: 4597.697754 Iteration 37Q: 3 clusters Score -1689367 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 8998 members Entering Unmasked Estep Score: -1689374.125000 Penalty: 4597.697754 Iteration 38Q: 3 clusters Score -1689374 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -1689386.375000 Penalty: 4597.697754 Iteration 39Q: 3 clusters Score -1689386 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -1689386.875000 Penalty: 4597.697754 Iteration 40F: 3 clusters Score -1689387 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -1689392.000000 Penalty: 4597.697754 Iteration 41Q: 3 clusters Score -1689392 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -1689397.000000 Penalty: 4597.697754 Iteration 42Q: 3 clusters Score -1689397 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -1689396.250000 Penalty: 4597.697754 Iteration 43Q: 3 clusters Score -1689396 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -1689402.500000 Penalty: 4597.697754 Iteration 44Q: 3 clusters Score -1689402 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 9095 members Entering Unmasked Estep Score: -1689411.000000 Penalty: 4597.697754 Iteration 45Q: 3 clusters Score -1689411 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -1689415.500000 Penalty: 4597.697754 Iteration 46Q: 3 clusters Score -1689416 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -1689425.375000 Penalty: 4597.697754 Iteration 47Q: 3 clusters Score -1689425 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -1689432.000000 Penalty: 4597.697754 Iteration 48Q: 3 clusters Score -1689432 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -1689436.500000 Penalty: 4597.697754 Iteration 49Q: 3 clusters Score -1689436 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1689444.750000 Penalty: 4597.697754 Iteration 50Q: 3 clusters Score -1689445 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -1689447.625000 Penalty: 4597.697754 Iteration 51Q: 3 clusters Score -1689448 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -1689449.125000 Penalty: 4597.697754 Iteration 52Q: 3 clusters Score -1689449 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -1689455.625000 Penalty: 4597.697754 Iteration 53Q: 3 clusters Score -1689456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -1689455.875000 Penalty: 4597.697754 Iteration 54Q: 3 clusters Score -1689456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -1689461.500000 Penalty: 4597.697754 Iteration 55Q: 3 clusters Score -1689462 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -1689465.500000 Penalty: 4597.697754 Iteration 56Q: 3 clusters Score -1689466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1689467.875000 Penalty: 4597.697754 Iteration 57Q: 3 clusters Score -1689468 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 9224 members Entering Unmasked Estep Score: -1689468.125000 Penalty: 4597.697754 Iteration 58Q: 3 clusters Score -1689468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -1689470.125000 Penalty: 4597.697754 Iteration 59Q: 3 clusters Score -1689470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -1689471.250000 Penalty: 4597.697754 Iteration 60F: 3 clusters Score -1689471 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -1689470.500000 Penalty: 4597.697754 Iteration 61Q: 3 clusters Score -1689470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -1689470.625000 Penalty: 4597.697754 Iteration 62Q: 3 clusters Score -1689471 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -1689470.625000 Penalty: 4597.697754 Iteration 63F: 3 clusters Score -1689471 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Entering Unmasked Estep Score: -493052.406250 Penalty: 2002.435791 Iteration 0F: 2 clusters Score -493052.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -489647.968750 Penalty: 4004.871582 Iteration 0F: 3 clusters Score -489648 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -490475.031250 Penalty: 4004.871582 Iteration 1F: 3 clusters Score -490475 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -490749.937500 Penalty: 4004.871582 Iteration 2F: 3 clusters Score -490749.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -490961.687500 Penalty: 4004.871582 Iteration 3F: 3 clusters Score -490961.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -491132.750000 Penalty: 4004.871582 Iteration 4Q: 3 clusters Score -491132.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -491271.937500 Penalty: 4004.871582 Iteration 5Q: 3 clusters Score -491271.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -491387.125000 Penalty: 4004.871582 Iteration 6Q: 3 clusters Score -491387.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -491483.937500 Penalty: 4004.871582 Iteration 7Q: 3 clusters Score -491483.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -491573.562500 Penalty: 4004.871582 Iteration 8Q: 3 clusters Score -491573.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -491645.718750 Penalty: 4004.871582 Iteration 9Q: 3 clusters Score -491645.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -491702.750000 Penalty: 4004.871582 Iteration 10Q: 3 clusters Score -491702.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -491759.500000 Penalty: 4004.871582 Iteration 11Q: 3 clusters Score -491759.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -491820.156250 Penalty: 4004.871582 Iteration 12Q: 3 clusters Score -491820.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -491853.312500 Penalty: 4004.871582 Iteration 13Q: 3 clusters Score -491853.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -491883.687500 Penalty: 4004.871582 Iteration 14Q: 3 clusters Score -491883.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -491908.218750 Penalty: 4004.871582 Iteration 15Q: 3 clusters Score -491908.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -491926.312500 Penalty: 4004.871582 Iteration 16Q: 3 clusters Score -491926.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -491940.093750 Penalty: 4004.871582 Iteration 17Q: 3 clusters Score -491940.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -491948.531250 Penalty: 4004.871582 Iteration 18Q: 3 clusters Score -491948.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -491960.000000 Penalty: 4004.871582 Iteration 19Q: 3 clusters Score -491960 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -491971.968750 Penalty: 4004.871582 Iteration 20F: 3 clusters Score -491972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -491980.406250 Penalty: 4004.871582 Iteration 21Q: 3 clusters Score -491980.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -491992.937500 Penalty: 4004.871582 Iteration 22Q: 3 clusters Score -491992.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -492006.500000 Penalty: 4004.871582 Iteration 23Q: 3 clusters Score -492006.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -492021.937500 Penalty: 4004.871582 Iteration 24Q: 3 clusters Score -492021.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -492043.625000 Penalty: 4004.871582 Iteration 25Q: 3 clusters Score -492043.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -492061.093750 Penalty: 4004.871582 Iteration 26Q: 3 clusters Score -492061.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -492074.187500 Penalty: 4004.871582 Iteration 27Q: 3 clusters Score -492074.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -492083.687500 Penalty: 4004.871582 Iteration 28Q: 3 clusters Score -492083.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -492093.937500 Penalty: 4004.871582 Iteration 29Q: 3 clusters Score -492093.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -492101.093750 Penalty: 4004.871582 Iteration 30Q: 3 clusters Score -492101.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -492106.593750 Penalty: 4004.871582 Iteration 31Q: 3 clusters Score -492106.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -492112.562500 Penalty: 4004.871582 Iteration 32Q: 3 clusters Score -492112.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -492119.062500 Penalty: 4004.871582 Iteration 33Q: 3 clusters Score -492119.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -492123.531250 Penalty: 4004.871582 Iteration 34Q: 3 clusters Score -492123.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -492128.875000 Penalty: 4004.871582 Iteration 35Q: 3 clusters Score -492128.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -492131.125000 Penalty: 4004.871582 Iteration 36Q: 3 clusters Score -492131.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -492131.406250 Penalty: 4004.871582 Iteration 37Q: 3 clusters Score -492131.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -492132.625000 Penalty: 4004.871582 Iteration 38Q: 3 clusters Score -492132.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -492142.031250 Penalty: 4004.871582 Iteration 39F: 3 clusters Score -492142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -492145.250000 Penalty: 4004.871582 Iteration 40F: 3 clusters Score -492145.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -492144.937500 Penalty: 4004.871582 Iteration 41Q: 3 clusters Score -492144.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -492144.937500 Penalty: 4004.871582 Iteration 42F: 3 clusters Score -492144.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Entering Unmasked Estep Score: -477082.187500 Penalty: 1989.189941 Iteration 0F: 2 clusters Score -477082.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -473768.187500 Penalty: 3978.379883 Iteration 0F: 3 clusters Score -473768.2 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -474499.750000 Penalty: 3978.379883 Iteration 1F: 3 clusters Score -474499.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -474776.593750 Penalty: 3978.379883 Iteration 2F: 3 clusters Score -474776.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -475020.625000 Penalty: 3978.379883 Iteration 3F: 3 clusters Score -475020.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -475208.000000 Penalty: 3978.379883 Iteration 4F: 3 clusters Score -475208 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -475377.656250 Penalty: 3978.379883 Iteration 5F: 3 clusters Score -475377.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -475494.437500 Penalty: 3978.379883 Iteration 6Q: 3 clusters Score -475494.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -475587.593750 Penalty: 3978.379883 Iteration 7Q: 3 clusters Score -475587.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -475677.500000 Penalty: 3978.379883 Iteration 8Q: 3 clusters Score -475677.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -475760.312500 Penalty: 3978.379883 Iteration 9Q: 3 clusters Score -475760.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -475822.781250 Penalty: 3978.379883 Iteration 10Q: 3 clusters Score -475822.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -475875.781250 Penalty: 3978.379883 Iteration 11Q: 3 clusters Score -475875.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -475927.375000 Penalty: 3978.379883 Iteration 12Q: 3 clusters Score -475927.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -475962.625000 Penalty: 3978.379883 Iteration 13Q: 3 clusters Score -475962.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -476000.906250 Penalty: 3978.379883 Iteration 14Q: 3 clusters Score -476000.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -476029.593750 Penalty: 3978.379883 Iteration 15Q: 3 clusters Score -476029.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -476047.218750 Penalty: 3978.379883 Iteration 16Q: 3 clusters Score -476047.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -476069.250000 Penalty: 3978.379883 Iteration 17Q: 3 clusters Score -476069.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -476085.531250 Penalty: 3978.379883 Iteration 18Q: 3 clusters Score -476085.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -476093.968750 Penalty: 3978.379883 Iteration 19Q: 3 clusters Score -476094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -476099.968750 Penalty: 3978.379883 Iteration 20F: 3 clusters Score -476100 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -476114.093750 Penalty: 3978.379883 Iteration 21Q: 3 clusters Score -476114.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -476122.281250 Penalty: 3978.379883 Iteration 22Q: 3 clusters Score -476122.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -476125.718750 Penalty: 3978.379883 Iteration 23Q: 3 clusters Score -476125.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -476127.625000 Penalty: 3978.379883 Iteration 24Q: 3 clusters Score -476127.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -476129.125000 Penalty: 3978.379883 Iteration 25Q: 3 clusters Score -476129.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -476131.062500 Penalty: 3978.379883 Iteration 26Q: 3 clusters Score -476131.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -476136.187500 Penalty: 3978.379883 Iteration 27Q: 3 clusters Score -476136.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -476138.468750 Penalty: 3978.379883 Iteration 28Q: 3 clusters Score -476138.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -476142.218750 Penalty: 3978.379883 Iteration 29Q: 3 clusters Score -476142.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -476143.718750 Penalty: 3978.379883 Iteration 30Q: 3 clusters Score -476143.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -476145.750000 Penalty: 3978.379883 Iteration 31Q: 3 clusters Score -476145.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -476147.343750 Penalty: 3978.379883 Iteration 32Q: 3 clusters Score -476147.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -476148.656250 Penalty: 3978.379883 Iteration 33Q: 3 clusters Score -476148.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -476149.500000 Penalty: 3978.379883 Iteration 34Q: 3 clusters Score -476149.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -476150.687500 Penalty: 3978.379883 Iteration 35Q: 3 clusters Score -476150.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -476152.937500 Penalty: 3978.379883 Iteration 36Q: 3 clusters Score -476152.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -476154.312500 Penalty: 3978.379883 Iteration 37Q: 3 clusters Score -476154.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -476154.812500 Penalty: 3978.379883 Iteration 38Q: 3 clusters Score -476154.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -476154.812500 Penalty: 3978.379883 Iteration 39F: 3 clusters Score -476154.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Entering Unmasked Estep Score: -889462.250000 Penalty: 2129.043457 Iteration 0F: 2 clusters Score -889462.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -884718.812500 Penalty: 4258.086914 Iteration 0F: 3 clusters Score -884718.8 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -885925.750000 Penalty: 4258.086914 Iteration 1F: 3 clusters Score -885925.8 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -886183.687500 Penalty: 4258.086914 Iteration 2F: 3 clusters Score -886183.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -886334.937500 Penalty: 4258.086914 Iteration 3Q: 3 clusters Score -886334.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -886431.687500 Penalty: 4258.086914 Iteration 4Q: 3 clusters Score -886431.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -886519.812500 Penalty: 4258.086914 Iteration 5Q: 3 clusters Score -886519.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -886611.250000 Penalty: 4258.086914 Iteration 6Q: 3 clusters Score -886611.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -886720.000000 Penalty: 4258.086914 Iteration 7Q: 3 clusters Score -886720 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -886873.625000 Penalty: 4258.086914 Iteration 8Q: 3 clusters Score -886873.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -887078.625000 Penalty: 4258.086914 Iteration 9Q: 3 clusters Score -887078.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -887277.250000 Penalty: 4258.086914 Iteration 10Q: 3 clusters Score -887277.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -887438.437500 Penalty: 4258.086914 Iteration 11Q: 3 clusters Score -887438.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -887594.187500 Penalty: 4258.086914 Iteration 12Q: 3 clusters Score -887594.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -887710.625000 Penalty: 4258.086914 Iteration 13Q: 3 clusters Score -887710.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -887805.312500 Penalty: 4258.086914 Iteration 14Q: 3 clusters Score -887805.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -887854.187500 Penalty: 4258.086914 Iteration 15Q: 3 clusters Score -887854.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -887888.812500 Penalty: 4258.086914 Iteration 16Q: 3 clusters Score -887888.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -887907.375000 Penalty: 4258.086914 Iteration 17Q: 3 clusters Score -887907.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -887913.437500 Penalty: 4258.086914 Iteration 18Q: 3 clusters Score -887913.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -887920.750000 Penalty: 4258.086914 Iteration 19Q: 3 clusters Score -887920.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -887924.437500 Penalty: 4258.086914 Iteration 20F: 3 clusters Score -887924.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -887933.625000 Penalty: 4258.086914 Iteration 21Q: 3 clusters Score -887933.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -887943.000000 Penalty: 4258.086914 Iteration 22Q: 3 clusters Score -887943 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -887951.250000 Penalty: 4258.086914 Iteration 23Q: 3 clusters Score -887951.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -887958.562500 Penalty: 4258.086914 Iteration 24Q: 3 clusters Score -887958.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -887962.312500 Penalty: 4258.086914 Iteration 25Q: 3 clusters Score -887962.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -887963.750000 Penalty: 4258.086914 Iteration 26Q: 3 clusters Score -887963.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -887964.687500 Penalty: 4258.086914 Iteration 27Q: 3 clusters Score -887964.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -887964.500000 Penalty: 4258.086914 Iteration 28Q: 3 clusters Score -887964.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -887966.312500 Penalty: 4258.086914 Iteration 29Q: 3 clusters Score -887966.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -887966.750000 Penalty: 4258.086914 Iteration 30Q: 3 clusters Score -887966.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -887967.875000 Penalty: 4258.086914 Iteration 31Q: 3 clusters Score -887967.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -887967.875000 Penalty: 4258.086914 Iteration 32F: 3 clusters Score -887967.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Entering Unmasked Estep Score: -823335.375000 Penalty: 2108.616455 Iteration 0F: 2 clusters Score -823335.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -818791.500000 Penalty: 4217.232910 Iteration 0F: 3 clusters Score -818791.5 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -819890.500000 Penalty: 4217.232910 Iteration 1F: 3 clusters Score -819890.5 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -820102.750000 Penalty: 4217.232910 Iteration 2F: 3 clusters Score -820102.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -820258.625000 Penalty: 4217.232910 Iteration 3F: 3 clusters Score -820258.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -820389.125000 Penalty: 4217.232910 Iteration 4Q: 3 clusters Score -820389.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -820502.187500 Penalty: 4217.232910 Iteration 5Q: 3 clusters Score -820502.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -820584.062500 Penalty: 4217.232910 Iteration 6Q: 3 clusters Score -820584.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -820653.625000 Penalty: 4217.232910 Iteration 7Q: 3 clusters Score -820653.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -820713.062500 Penalty: 4217.232910 Iteration 8Q: 3 clusters Score -820713.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -820779.687500 Penalty: 4217.232910 Iteration 9Q: 3 clusters Score -820779.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -820840.062500 Penalty: 4217.232910 Iteration 10Q: 3 clusters Score -820840.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -820890.625000 Penalty: 4217.232910 Iteration 11Q: 3 clusters Score -820890.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -820934.875000 Penalty: 4217.232910 Iteration 12Q: 3 clusters Score -820934.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -820986.500000 Penalty: 4217.232910 Iteration 13Q: 3 clusters Score -820986.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -821023.000000 Penalty: 4217.232910 Iteration 14Q: 3 clusters Score -821023 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -821057.312500 Penalty: 4217.232910 Iteration 15Q: 3 clusters Score -821057.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -821082.437500 Penalty: 4217.232910 Iteration 16Q: 3 clusters Score -821082.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -821112.187500 Penalty: 4217.232910 Iteration 17Q: 3 clusters Score -821112.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -821132.000000 Penalty: 4217.232910 Iteration 18Q: 3 clusters Score -821132 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -821153.500000 Penalty: 4217.232910 Iteration 19Q: 3 clusters Score -821153.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -821180.875000 Penalty: 4217.232910 Iteration 20F: 3 clusters Score -821180.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -821202.312500 Penalty: 4217.232910 Iteration 21Q: 3 clusters Score -821202.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -821224.250000 Penalty: 4217.232910 Iteration 22Q: 3 clusters Score -821224.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -821243.312500 Penalty: 4217.232910 Iteration 23Q: 3 clusters Score -821243.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -821254.750000 Penalty: 4217.232910 Iteration 24Q: 3 clusters Score -821254.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -821263.562500 Penalty: 4217.232910 Iteration 25Q: 3 clusters Score -821263.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -821269.250000 Penalty: 4217.232910 Iteration 26Q: 3 clusters Score -821269.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -821273.750000 Penalty: 4217.232910 Iteration 27Q: 3 clusters Score -821273.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -821279.000000 Penalty: 4217.232910 Iteration 28Q: 3 clusters Score -821279 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -821282.250000 Penalty: 4217.232910 Iteration 29Q: 3 clusters Score -821282.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -821285.062500 Penalty: 4217.232910 Iteration 30Q: 3 clusters Score -821285.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -821291.625000 Penalty: 4217.232910 Iteration 31Q: 3 clusters Score -821291.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -821293.937500 Penalty: 4217.232910 Iteration 32Q: 3 clusters Score -821293.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -821300.125000 Penalty: 4217.232910 Iteration 33Q: 3 clusters Score -821300.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -821303.125000 Penalty: 4217.232910 Iteration 34Q: 3 clusters Score -821303.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -821304.937500 Penalty: 4217.232910 Iteration 35Q: 3 clusters Score -821304.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -821305.250000 Penalty: 4217.232910 Iteration 36Q: 3 clusters Score -821305.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -821306.562500 Penalty: 4217.232910 Iteration 37Q: 3 clusters Score -821306.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -821310.125000 Penalty: 4217.232910 Iteration 38Q: 3 clusters Score -821310.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -821314.500000 Penalty: 4217.232910 Iteration 39Q: 3 clusters Score -821314.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -821316.562500 Penalty: 4217.232910 Iteration 40F: 3 clusters Score -821316.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -821317.375000 Penalty: 4217.232910 Iteration 41Q: 3 clusters Score -821317.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -821319.312500 Penalty: 4217.232910 Iteration 42Q: 3 clusters Score -821319.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -821321.125000 Penalty: 4217.232910 Iteration 43Q: 3 clusters Score -821321.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -821323.750000 Penalty: 4217.232910 Iteration 44Q: 3 clusters Score -821323.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -821326.187500 Penalty: 4217.232910 Iteration 45Q: 3 clusters Score -821326.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -821327.187500 Penalty: 4217.232910 Iteration 46Q: 3 clusters Score -821327.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -821330.000000 Penalty: 4217.232910 Iteration 47Q: 3 clusters Score -821330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -821333.875000 Penalty: 4217.232910 Iteration 48Q: 3 clusters Score -821333.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -821334.125000 Penalty: 4217.232910 Iteration 49Q: 3 clusters Score -821334.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -821338.562500 Penalty: 4217.232910 Iteration 50Q: 3 clusters Score -821338.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -821341.687500 Penalty: 4217.232910 Iteration 51Q: 3 clusters Score -821341.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -821344.750000 Penalty: 4217.232910 Iteration 52Q: 3 clusters Score -821344.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -821347.812500 Penalty: 4217.232910 Iteration 53Q: 3 clusters Score -821347.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -821347.687500 Penalty: 4217.232910 Iteration 54Q: 3 clusters Score -821347.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -821348.750000 Penalty: 4217.232910 Iteration 55Q: 3 clusters Score -821348.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -821351.187500 Penalty: 4217.232910 Iteration 56Q: 3 clusters Score -821351.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -821351.750000 Penalty: 4217.232910 Iteration 57Q: 3 clusters Score -821351.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -821355.000000 Penalty: 4217.232910 Iteration 58Q: 3 clusters Score -821355 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -821355.125000 Penalty: 4217.232910 Iteration 59Q: 3 clusters Score -821355.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -821359.312500 Penalty: 4217.232910 Iteration 60F: 3 clusters Score -821359.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -821360.500000 Penalty: 4217.232910 Iteration 61Q: 3 clusters Score -821360.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -821360.375000 Penalty: 4217.232910 Iteration 62Q: 3 clusters Score -821360.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -821360.375000 Penalty: 4217.232910 Iteration 63F: 3 clusters Score -821360.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -60028.601562 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -60028.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -58686.871094 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -58686.87 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -58919.636719 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -58919.64 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -59031.968750 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -59031.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -59125.179688 Penalty: 3040.009033 Iteration 3F: 3 clusters Score -59125.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -59155.148438 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -59155.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -59173.199219 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -59173.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -59182.152344 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -59182.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -59186.656250 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -59186.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -59197.785156 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -59197.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -59205.007812 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -59205.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -59206.250000 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -59206.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -59206.250000 Penalty: 3040.009033 Iteration 11F: 3 clusters Score -59206.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (22189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Entering Unmasked Estep Score: -3739794.500000 Penalty: 2481.823242 Iteration 0F: 2 clusters Score -3739794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11193 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -3724334.750000 Penalty: 4963.646484 Iteration 0F: 3 clusters Score -3724335 nChanged 9732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -3729506.000000 Penalty: 4963.646484 Iteration 1F: 3 clusters Score -3729506 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12126 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -3729993.750000 Penalty: 4963.646484 Iteration 2F: 3 clusters Score -3729994 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -3730422.750000 Penalty: 4963.646484 Iteration 3F: 3 clusters Score -3730423 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -3730877.250000 Penalty: 4963.646484 Iteration 4Q: 3 clusters Score -3730877 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -3731435.000000 Penalty: 4963.646484 Iteration 5Q: 3 clusters Score -3731435 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -3732151.000000 Penalty: 4963.646484 Iteration 6F: 3 clusters Score -3732151 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16886 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -3733101.750000 Penalty: 4963.646484 Iteration 7F: 3 clusters Score -3733102 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18273 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -3734244.000000 Penalty: 4963.646484 Iteration 8F: 3 clusters Score -3734244 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19553 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -3735393.750000 Penalty: 4963.646484 Iteration 9F: 3 clusters Score -3735394 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20500 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -3736256.750000 Penalty: 4963.646484 Iteration 10Q: 3 clusters Score -3736257 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21092 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -3736835.250000 Penalty: 4963.646484 Iteration 11Q: 3 clusters Score -3736835 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21435 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -3737189.750000 Penalty: 4963.646484 Iteration 12Q: 3 clusters Score -3737190 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -3737396.750000 Penalty: 4963.646484 Iteration 13Q: 3 clusters Score -3737397 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21713 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -3737509.250000 Penalty: 4963.646484 Iteration 14Q: 3 clusters Score -3737509 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21756 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -3737571.500000 Penalty: 4963.646484 Iteration 15Q: 3 clusters Score -3737572 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21785 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -3737608.500000 Penalty: 4963.646484 Iteration 16Q: 3 clusters Score -3737608 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21794 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -3737636.250000 Penalty: 4963.646484 Iteration 17Q: 3 clusters Score -3737636 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21801 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -3737648.750000 Penalty: 4963.646484 Iteration 18Q: 3 clusters Score -3737649 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21805 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -3737659.750000 Penalty: 4963.646484 Iteration 19Q: 3 clusters Score -3737660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21809 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -3737668.250000 Penalty: 4963.646484 Iteration 20F: 3 clusters Score -3737668 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21812 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -3737670.500000 Penalty: 4963.646484 Iteration 21Q: 3 clusters Score -3737670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21814 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -3737672.500000 Penalty: 4963.646484 Iteration 22Q: 3 clusters Score -3737672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21814 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -3737675.000000 Penalty: 4963.646484 Iteration 23Q: 3 clusters Score -3737675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21816 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -3737676.750000 Penalty: 4963.646484 Iteration 24Q: 3 clusters Score -3737677 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21818 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -3737682.500000 Penalty: 4963.646484 Iteration 25Q: 3 clusters Score -3737682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21818 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -3737684.750000 Penalty: 4963.646484 Iteration 26Q: 3 clusters Score -3737685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21818 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -3737684.750000 Penalty: 4963.646484 Iteration 27F: 3 clusters Score -3737685 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Entering Unmasked Estep Score: -1272553.625000 Penalty: 2219.796387 Iteration 0F: 2 clusters Score -1272554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1266273.625000 Penalty: 4439.592773 Iteration 0F: 3 clusters Score -1266274 nChanged 3078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1268014.500000 Penalty: 4439.592773 Iteration 1F: 3 clusters Score -1268014 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1268299.500000 Penalty: 4439.592773 Iteration 2F: 3 clusters Score -1268300 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1268482.625000 Penalty: 4439.592773 Iteration 3F: 3 clusters Score -1268483 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1268613.375000 Penalty: 4439.592773 Iteration 4Q: 3 clusters Score -1268613 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1268718.750000 Penalty: 4439.592773 Iteration 5Q: 3 clusters Score -1268719 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1268823.875000 Penalty: 4439.592773 Iteration 6Q: 3 clusters Score -1268824 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1268916.750000 Penalty: 4439.592773 Iteration 7Q: 3 clusters Score -1268917 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1268988.625000 Penalty: 4439.592773 Iteration 8Q: 3 clusters Score -1268989 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1269078.250000 Penalty: 4439.592773 Iteration 9Q: 3 clusters Score -1269078 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1269168.625000 Penalty: 4439.592773 Iteration 10Q: 3 clusters Score -1269169 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1269255.000000 Penalty: 4439.592773 Iteration 11Q: 3 clusters Score -1269255 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1269345.000000 Penalty: 4439.592773 Iteration 12Q: 3 clusters Score -1269345 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1269454.375000 Penalty: 4439.592773 Iteration 13Q: 3 clusters Score -1269454 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1269600.000000 Penalty: 4439.592773 Iteration 14Q: 3 clusters Score -1269600 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1269793.000000 Penalty: 4439.592773 Iteration 15Q: 3 clusters Score -1269793 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1270024.125000 Penalty: 4439.592773 Iteration 16Q: 3 clusters Score -1270024 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -1270275.000000 Penalty: 4439.592773 Iteration 17Q: 3 clusters Score -1270275 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1270502.250000 Penalty: 4439.592773 Iteration 18Q: 3 clusters Score -1270502 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1270675.750000 Penalty: 4439.592773 Iteration 19Q: 3 clusters Score -1270676 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1270788.625000 Penalty: 4439.592773 Iteration 20F: 3 clusters Score -1270789 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1270859.000000 Penalty: 4439.592773 Iteration 21Q: 3 clusters Score -1270859 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1270896.000000 Penalty: 4439.592773 Iteration 22Q: 3 clusters Score -1270896 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1270937.000000 Penalty: 4439.592773 Iteration 23Q: 3 clusters Score -1270937 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1270961.875000 Penalty: 4439.592773 Iteration 24Q: 3 clusters Score -1270962 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1270981.125000 Penalty: 4439.592773 Iteration 25Q: 3 clusters Score -1270981 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1270992.750000 Penalty: 4439.592773 Iteration 26Q: 3 clusters Score -1270993 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1270999.125000 Penalty: 4439.592773 Iteration 27Q: 3 clusters Score -1270999 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1271005.625000 Penalty: 4439.592773 Iteration 28Q: 3 clusters Score -1271006 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1271012.125000 Penalty: 4439.592773 Iteration 29Q: 3 clusters Score -1271012 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1271022.750000 Penalty: 4439.592773 Iteration 30Q: 3 clusters Score -1271023 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1271024.000000 Penalty: 4439.592773 Iteration 31Q: 3 clusters Score -1271024 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1271031.125000 Penalty: 4439.592773 Iteration 32Q: 3 clusters Score -1271031 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1271038.750000 Penalty: 4439.592773 Iteration 33Q: 3 clusters Score -1271039 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1271044.125000 Penalty: 4439.592773 Iteration 34Q: 3 clusters Score -1271044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1271044.875000 Penalty: 4439.592773 Iteration 35Q: 3 clusters Score -1271045 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1271045.250000 Penalty: 4439.592773 Iteration 36Q: 3 clusters Score -1271045 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1271048.750000 Penalty: 4439.592773 Iteration 37Q: 3 clusters Score -1271049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1271048.625000 Penalty: 4439.592773 Iteration 38Q: 3 clusters Score -1271049 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1271051.125000 Penalty: 4439.592773 Iteration 39Q: 3 clusters Score -1271051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1271048.875000 Penalty: 4439.592773 Iteration 40F: 3 clusters Score -1271049 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Entering Unmasked Estep Score: -2166695.000000 Penalty: 2348.523926 Iteration 0F: 2 clusters Score -2166695 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -2157131.250000 Penalty: 4697.047852 Iteration 0F: 3 clusters Score -2157131 nChanged 5610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -2160067.500000 Penalty: 4697.047852 Iteration 1F: 3 clusters Score -2160068 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -2160441.250000 Penalty: 4697.047852 Iteration 2F: 3 clusters Score -2160441 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -2160763.250000 Penalty: 4697.047852 Iteration 3F: 3 clusters Score -2160763 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7931 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -2161133.000000 Penalty: 4697.047852 Iteration 4F: 3 clusters Score -2161133 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -2161716.250000 Penalty: 4697.047852 Iteration 5F: 3 clusters Score -2161716 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -2162452.750000 Penalty: 4697.047852 Iteration 6F: 3 clusters Score -2162453 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -2163163.250000 Penalty: 4697.047852 Iteration 7F: 3 clusters Score -2163163 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -2163687.750000 Penalty: 4697.047852 Iteration 8F: 3 clusters Score -2163688 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10606 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -2163999.250000 Penalty: 4697.047852 Iteration 9Q: 3 clusters Score -2163999 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -2164202.000000 Penalty: 4697.047852 Iteration 10Q: 3 clusters Score -2164202 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -2164325.750000 Penalty: 4697.047852 Iteration 11Q: 3 clusters Score -2164326 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -2164412.250000 Penalty: 4697.047852 Iteration 12Q: 3 clusters Score -2164412 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -2164482.750000 Penalty: 4697.047852 Iteration 13Q: 3 clusters Score -2164483 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -2164530.750000 Penalty: 4697.047852 Iteration 14Q: 3 clusters Score -2164531 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11048 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -2164564.250000 Penalty: 4697.047852 Iteration 15Q: 3 clusters Score -2164564 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -2164597.750000 Penalty: 4697.047852 Iteration 16Q: 3 clusters Score -2164598 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -2164623.250000 Penalty: 4697.047852 Iteration 17Q: 3 clusters Score -2164623 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -2164637.250000 Penalty: 4697.047852 Iteration 18Q: 3 clusters Score -2164637 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -2164657.500000 Penalty: 4697.047852 Iteration 19Q: 3 clusters Score -2164658 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -2164676.750000 Penalty: 4697.047852 Iteration 20F: 3 clusters Score -2164677 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -2164694.500000 Penalty: 4697.047852 Iteration 21Q: 3 clusters Score -2164694 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -2164707.000000 Penalty: 4697.047852 Iteration 22Q: 3 clusters Score -2164707 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -2164726.500000 Penalty: 4697.047852 Iteration 23Q: 3 clusters Score -2164726 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -2164737.000000 Penalty: 4697.047852 Iteration 24Q: 3 clusters Score -2164737 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -2164749.750000 Penalty: 4697.047852 Iteration 25Q: 3 clusters Score -2164750 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -2164749.000000 Penalty: 4697.047852 Iteration 26Q: 3 clusters Score -2164749 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -2164762.500000 Penalty: 4697.047852 Iteration 27Q: 3 clusters Score -2164762 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -2164764.250000 Penalty: 4697.047852 Iteration 28Q: 3 clusters Score -2164764 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -2164765.500000 Penalty: 4697.047852 Iteration 29Q: 3 clusters Score -2164766 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -2164767.000000 Penalty: 4697.047852 Iteration 30Q: 3 clusters Score -2164767 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -2164773.500000 Penalty: 4697.047852 Iteration 31Q: 3 clusters Score -2164774 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -2164773.000000 Penalty: 4697.047852 Iteration 32Q: 3 clusters Score -2164773 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -2164770.000000 Penalty: 4697.047852 Iteration 33Q: 3 clusters Score -2164770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -2164775.000000 Penalty: 4697.047852 Iteration 34Q: 3 clusters Score -2164775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -2164780.750000 Penalty: 4697.047852 Iteration 35Q: 3 clusters Score -2164781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -2164784.500000 Penalty: 4697.047852 Iteration 36Q: 3 clusters Score -2164784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -2164781.750000 Penalty: 4697.047852 Iteration 37Q: 3 clusters Score -2164782 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -2164779.750000 Penalty: 4697.047852 Iteration 38Q: 3 clusters Score -2164780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -2164782.250000 Penalty: 4697.047852 Iteration 39Q: 3 clusters Score -2164782 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -2164789.750000 Penalty: 4697.047852 Iteration 40F: 3 clusters Score -2164790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -2164791.500000 Penalty: 4697.047852 Iteration 41Q: 3 clusters Score -2164792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -2164793.750000 Penalty: 4697.047852 Iteration 42Q: 3 clusters Score -2164794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -2164794.500000 Penalty: 4697.047852 Iteration 43Q: 3 clusters Score -2164794 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -2164796.250000 Penalty: 4697.047852 Iteration 44Q: 3 clusters Score -2164796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -2164799.000000 Penalty: 4697.047852 Iteration 45Q: 3 clusters Score -2164799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -2164800.750000 Penalty: 4697.047852 Iteration 46Q: 3 clusters Score -2164801 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -2164802.500000 Penalty: 4697.047852 Iteration 47Q: 3 clusters Score -2164802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -2164804.500000 Penalty: 4697.047852 Iteration 48Q: 3 clusters Score -2164804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -2164803.500000 Penalty: 4697.047852 Iteration 49Q: 3 clusters Score -2164804 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -2164801.000000 Penalty: 4697.047852 Iteration 50Q: 3 clusters Score -2164801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -2164802.250000 Penalty: 4697.047852 Iteration 51Q: 3 clusters Score -2164802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -2164803.500000 Penalty: 4697.047852 Iteration 52Q: 3 clusters Score -2164804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11352 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -2164804.750000 Penalty: 4697.047852 Iteration 53Q: 3 clusters Score -2164805 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -2164808.000000 Penalty: 4697.047852 Iteration 54Q: 3 clusters Score -2164808 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -2164807.000000 Penalty: 4697.047852 Iteration 55Q: 3 clusters Score -2164807 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -2164804.750000 Penalty: 4697.047852 Iteration 56Q: 3 clusters Score -2164805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -2164806.250000 Penalty: 4697.047852 Iteration 57Q: 3 clusters Score -2164806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -2164807.250000 Penalty: 4697.047852 Iteration 58Q: 3 clusters Score -2164807 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2164808.000000 Penalty: 4697.047852 Iteration 59Q: 3 clusters Score -2164808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -2164811.000000 Penalty: 4697.047852 Iteration 60F: 3 clusters Score -2164811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2164813.750000 Penalty: 4697.047852 Iteration 61Q: 3 clusters Score -2164814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -2164816.000000 Penalty: 4697.047852 Iteration 62Q: 3 clusters Score -2164816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -2164816.000000 Penalty: 4697.047852 Iteration 63F: 3 clusters Score -2164816 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Entering Unmasked Estep Score: -52291.460938 Penalty: 1452.057861 Iteration 0F: 2 clusters Score -52291.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -50939.761719 Penalty: 2904.115723 Iteration 0F: 3 clusters Score -50939.76 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -51121.339844 Penalty: 2904.115723 Iteration 1F: 3 clusters Score -51121.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51201.570312 Penalty: 2904.115723 Iteration 2Q: 3 clusters Score -51201.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51230.289062 Penalty: 2904.115723 Iteration 3Q: 3 clusters Score -51230.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -51264.656250 Penalty: 2904.115723 Iteration 4Q: 3 clusters Score -51264.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -51277.492188 Penalty: 2904.115723 Iteration 5Q: 3 clusters Score -51277.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -51283.046875 Penalty: 2904.115723 Iteration 6Q: 3 clusters Score -51283.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -51286.410156 Penalty: 2904.115723 Iteration 7Q: 3 clusters Score -51286.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -51293.957031 Penalty: 2904.115723 Iteration 8Q: 3 clusters Score -51293.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -51304.230469 Penalty: 2904.115723 Iteration 9Q: 3 clusters Score -51304.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -51309.480469 Penalty: 2904.115723 Iteration 10Q: 3 clusters Score -51309.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51313.421875 Penalty: 2904.115723 Iteration 11Q: 3 clusters Score -51313.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51318.054688 Penalty: 2904.115723 Iteration 12Q: 3 clusters Score -51318.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51321.316406 Penalty: 2904.115723 Iteration 13Q: 3 clusters Score -51321.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51321.316406 Penalty: 2904.115723 Iteration 14F: 3 clusters Score -51321.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (46853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46853 members Entering Unmasked Estep Score: -7661108.000000 Penalty: 2667.183105 Iteration 0F: 2 clusters Score -7661108 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23346 members Mstep: Class 2 contains 23507 members Entering Unmasked Estep Score: -7629744.500000 Penalty: 5334.366211 Iteration 0F: 3 clusters Score -7629744 nChanged 21665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -7641754.000000 Penalty: 5334.366211 Iteration 1F: 3 clusters Score -7641754 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22602 members Mstep: Class 2 contains 24251 members Entering Unmasked Estep Score: -7642305.500000 Penalty: 5334.366211 Iteration 2Q: 3 clusters Score -7642306 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 24622 members Entering Unmasked Estep Score: -7642818.500000 Penalty: 5334.366211 Iteration 3Q: 3 clusters Score -7642818 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21649 members Mstep: Class 2 contains 25204 members Entering Unmasked Estep Score: -7643412.000000 Penalty: 5334.366211 Iteration 4Q: 3 clusters Score -7643412 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20875 members Mstep: Class 2 contains 25978 members Entering Unmasked Estep Score: -7644058.000000 Penalty: 5334.366211 Iteration 5Q: 3 clusters Score -7644058 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 27019 members Entering Unmasked Estep Score: -7644768.500000 Penalty: 5334.366211 Iteration 6Q: 3 clusters Score -7644768 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18458 members Mstep: Class 2 contains 28395 members Entering Unmasked Estep Score: -7645686.000000 Penalty: 5334.366211 Iteration 7Q: 3 clusters Score -7645686 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 30219 members Entering Unmasked Estep Score: -7646841.500000 Penalty: 5334.366211 Iteration 8Q: 3 clusters Score -7646842 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 32460 members Entering Unmasked Estep Score: -7648221.000000 Penalty: 5334.366211 Iteration 9F: 3 clusters Score -7648221 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 34976 members Entering Unmasked Estep Score: -7649934.000000 Penalty: 5334.366211 Iteration 10F: 3 clusters Score -7649934 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 37561 members Entering Unmasked Estep Score: -7651803.000000 Penalty: 5334.366211 Iteration 11F: 3 clusters Score -7651803 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 39967 members Entering Unmasked Estep Score: -7653598.000000 Penalty: 5334.366211 Iteration 12F: 3 clusters Score -7653598 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 42094 members Entering Unmasked Estep Score: -7655311.500000 Penalty: 5334.366211 Iteration 13Q: 3 clusters Score -7655312 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 43706 members Entering Unmasked Estep Score: -7656573.500000 Penalty: 5334.366211 Iteration 14Q: 3 clusters Score -7656574 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 44789 members Entering Unmasked Estep Score: -7657451.000000 Penalty: 5334.366211 Iteration 15Q: 3 clusters Score -7657451 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 45482 members Entering Unmasked Estep Score: -7657997.000000 Penalty: 5334.366211 Iteration 16Q: 3 clusters Score -7657997 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 45851 members Entering Unmasked Estep Score: -7658278.000000 Penalty: 5334.366211 Iteration 17Q: 3 clusters Score -7658278 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 46071 members Entering Unmasked Estep Score: -7658480.000000 Penalty: 5334.366211 Iteration 18Q: 3 clusters Score -7658480 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 46193 members Entering Unmasked Estep Score: -7658603.500000 Penalty: 5334.366211 Iteration 19Q: 3 clusters Score -7658604 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 46268 members Entering Unmasked Estep Score: -7658668.500000 Penalty: 5334.366211 Iteration 20F: 3 clusters Score -7658668 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 46318 members Entering Unmasked Estep Score: -7658710.000000 Penalty: 5334.366211 Iteration 21Q: 3 clusters Score -7658710 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 46362 members Entering Unmasked Estep Score: -7658756.500000 Penalty: 5334.366211 Iteration 22Q: 3 clusters Score -7658756 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 46384 members Entering Unmasked Estep Score: -7658773.500000 Penalty: 5334.366211 Iteration 23Q: 3 clusters Score -7658774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 46405 members Entering Unmasked Estep Score: -7658792.000000 Penalty: 5334.366211 Iteration 24Q: 3 clusters Score -7658792 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 46423 members Entering Unmasked Estep Score: -7658810.500000 Penalty: 5334.366211 Iteration 25Q: 3 clusters Score -7658810 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 46439 members Entering Unmasked Estep Score: -7658836.500000 Penalty: 5334.366211 Iteration 26Q: 3 clusters Score -7658836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 46454 members Entering Unmasked Estep Score: -7658850.500000 Penalty: 5334.366211 Iteration 27Q: 3 clusters Score -7658850 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 46462 members Entering Unmasked Estep Score: -7658849.000000 Penalty: 5334.366211 Iteration 28Q: 3 clusters Score -7658849 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 46467 members Entering Unmasked Estep Score: -7658860.000000 Penalty: 5334.366211 Iteration 29Q: 3 clusters Score -7658860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 46467 members Entering Unmasked Estep Score: -7658865.000000 Penalty: 5334.366211 Iteration 30Q: 3 clusters Score -7658865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 46469 members Entering Unmasked Estep Score: -7658872.000000 Penalty: 5334.366211 Iteration 31Q: 3 clusters Score -7658872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 46470 members Entering Unmasked Estep Score: -7658871.500000 Penalty: 5334.366211 Iteration 32Q: 3 clusters Score -7658872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 46470 members Entering Unmasked Estep Score: -7658873.000000 Penalty: 5334.366211 Iteration 33Q: 3 clusters Score -7658873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 46469 members Entering Unmasked Estep Score: -7658872.000000 Penalty: 5334.366211 Iteration 34Q: 3 clusters Score -7658872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 46471 members Entering Unmasked Estep Score: -7658884.500000 Penalty: 5334.366211 Iteration 35Q: 3 clusters Score -7658884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 46472 members Entering Unmasked Estep Score: -7658875.500000 Penalty: 5334.366211 Iteration 36Q: 3 clusters Score -7658876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 46473 members Entering Unmasked Estep Score: -7658877.000000 Penalty: 5334.366211 Iteration 37Q: 3 clusters Score -7658877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 46476 members Entering Unmasked Estep Score: -7658882.500000 Penalty: 5334.366211 Iteration 38Q: 3 clusters Score -7658882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 46477 members Entering Unmasked Estep Score: -7658886.500000 Penalty: 5334.366211 Iteration 39Q: 3 clusters Score -7658886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 46477 members Entering Unmasked Estep Score: -7658886.500000 Penalty: 5334.366211 Iteration 40F: 3 clusters Score -7658886 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (3413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Entering Unmasked Estep Score: -523084.062500 Penalty: 2017.566162 Iteration 0F: 2 clusters Score -523084.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -519608.406250 Penalty: 4035.132324 Iteration 0F: 3 clusters Score -519608.4 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -520508.937500 Penalty: 4035.132324 Iteration 1F: 3 clusters Score -520508.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -520815.468750 Penalty: 4035.132324 Iteration 2F: 3 clusters Score -520815.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -521052.000000 Penalty: 4035.132324 Iteration 3F: 3 clusters Score -521052 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -521247.906250 Penalty: 4035.132324 Iteration 4F: 3 clusters Score -521247.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -521397.812500 Penalty: 4035.132324 Iteration 5Q: 3 clusters Score -521397.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -521538.718750 Penalty: 4035.132324 Iteration 6Q: 3 clusters Score -521538.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -521655.281250 Penalty: 4035.132324 Iteration 7Q: 3 clusters Score -521655.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -521754.312500 Penalty: 4035.132324 Iteration 8Q: 3 clusters Score -521754.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -521832.593750 Penalty: 4035.132324 Iteration 9Q: 3 clusters Score -521832.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -521930.531250 Penalty: 4035.132324 Iteration 10Q: 3 clusters Score -521930.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -522008.437500 Penalty: 4035.132324 Iteration 11Q: 3 clusters Score -522008.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -522053.531250 Penalty: 4035.132324 Iteration 12Q: 3 clusters Score -522053.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -522088.625000 Penalty: 4035.132324 Iteration 13Q: 3 clusters Score -522088.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -522114.343750 Penalty: 4035.132324 Iteration 14Q: 3 clusters Score -522114.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -522130.843750 Penalty: 4035.132324 Iteration 15Q: 3 clusters Score -522130.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -522143.750000 Penalty: 4035.132324 Iteration 16Q: 3 clusters Score -522143.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -522162.093750 Penalty: 4035.132324 Iteration 17Q: 3 clusters Score -522162.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -522176.875000 Penalty: 4035.132324 Iteration 18Q: 3 clusters Score -522176.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -522189.187500 Penalty: 4035.132324 Iteration 19Q: 3 clusters Score -522189.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -522218.250000 Penalty: 4035.132324 Iteration 20F: 3 clusters Score -522218.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -522246.562500 Penalty: 4035.132324 Iteration 21Q: 3 clusters Score -522246.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -522300.375000 Penalty: 4035.132324 Iteration 22Q: 3 clusters Score -522300.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -522348.500000 Penalty: 4035.132324 Iteration 23Q: 3 clusters Score -522348.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -522379.375000 Penalty: 4035.132324 Iteration 24Q: 3 clusters Score -522379.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -522406.812500 Penalty: 4035.132324 Iteration 25Q: 3 clusters Score -522406.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -522435.875000 Penalty: 4035.132324 Iteration 26Q: 3 clusters Score -522435.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -522460.093750 Penalty: 4035.132324 Iteration 27Q: 3 clusters Score -522460.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -522473.468750 Penalty: 4035.132324 Iteration 28Q: 3 clusters Score -522473.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -522485.656250 Penalty: 4035.132324 Iteration 29Q: 3 clusters Score -522485.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -522498.406250 Penalty: 4035.132324 Iteration 30Q: 3 clusters Score -522498.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -522512.031250 Penalty: 4035.132324 Iteration 31Q: 3 clusters Score -522512 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -522521.750000 Penalty: 4035.132324 Iteration 32Q: 3 clusters Score -522521.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -522524.031250 Penalty: 4035.132324 Iteration 33Q: 3 clusters Score -522524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -522526.593750 Penalty: 4035.132324 Iteration 34Q: 3 clusters Score -522526.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -522529.656250 Penalty: 4035.132324 Iteration 35Q: 3 clusters Score -522529.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -522533.031250 Penalty: 4035.132324 Iteration 36Q: 3 clusters Score -522533 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -522535.750000 Penalty: 4035.132324 Iteration 37Q: 3 clusters Score -522535.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -522540.531250 Penalty: 4035.132324 Iteration 38Q: 3 clusters Score -522540.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -522545.000000 Penalty: 4035.132324 Iteration 39Q: 3 clusters Score -522545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -522546.500000 Penalty: 4035.132324 Iteration 40F: 3 clusters Score -522546.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -522548.875000 Penalty: 4035.132324 Iteration 41Q: 3 clusters Score -522548.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -522555.125000 Penalty: 4035.132324 Iteration 42Q: 3 clusters Score -522555.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -522562.593750 Penalty: 4035.132324 Iteration 43Q: 3 clusters Score -522562.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -522566.062500 Penalty: 4035.132324 Iteration 44Q: 3 clusters Score -522566.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -522568.718750 Penalty: 4035.132324 Iteration 45Q: 3 clusters Score -522568.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -522572.250000 Penalty: 4035.132324 Iteration 46Q: 3 clusters Score -522572.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -522574.093750 Penalty: 4035.132324 Iteration 47Q: 3 clusters Score -522574.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -522577.875000 Penalty: 4035.132324 Iteration 48Q: 3 clusters Score -522577.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -522580.656250 Penalty: 4035.132324 Iteration 49Q: 3 clusters Score -522580.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -522584.468750 Penalty: 4035.132324 Iteration 50Q: 3 clusters Score -522584.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -522591.125000 Penalty: 4035.132324 Iteration 51Q: 3 clusters Score -522591.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -522597.062500 Penalty: 4035.132324 Iteration 52Q: 3 clusters Score -522597.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -522602.656250 Penalty: 4035.132324 Iteration 53Q: 3 clusters Score -522602.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -522606.875000 Penalty: 4035.132324 Iteration 54Q: 3 clusters Score -522606.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -522612.000000 Penalty: 4035.132324 Iteration 55Q: 3 clusters Score -522612 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -522616.593750 Penalty: 4035.132324 Iteration 56Q: 3 clusters Score -522616.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -522623.531250 Penalty: 4035.132324 Iteration 57Q: 3 clusters Score -522623.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -522634.875000 Penalty: 4035.132324 Iteration 58Q: 3 clusters Score -522634.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -522649.031250 Penalty: 4035.132324 Iteration 59Q: 3 clusters Score -522649 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -522677.187500 Penalty: 4035.132324 Iteration 60F: 3 clusters Score -522677.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -522707.718750 Penalty: 4035.132324 Iteration 61Q: 3 clusters Score -522707.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -522737.750000 Penalty: 4035.132324 Iteration 62Q: 3 clusters Score -522737.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -522757.750000 Penalty: 4035.132324 Iteration 63Q: 3 clusters Score -522757.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -522775.156250 Penalty: 4035.132324 Iteration 64Q: 3 clusters Score -522775.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -522791.281250 Penalty: 4035.132324 Iteration 65Q: 3 clusters Score -522791.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -522799.343750 Penalty: 4035.132324 Iteration 66Q: 3 clusters Score -522799.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -522804.687500 Penalty: 4035.132324 Iteration 67Q: 3 clusters Score -522804.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -522812.937500 Penalty: 4035.132324 Iteration 68Q: 3 clusters Score -522812.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -522818.187500 Penalty: 4035.132324 Iteration 69Q: 3 clusters Score -522818.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -522823.656250 Penalty: 4035.132324 Iteration 70Q: 3 clusters Score -522823.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -522824.781250 Penalty: 4035.132324 Iteration 71Q: 3 clusters Score -522824.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -522825.968750 Penalty: 4035.132324 Iteration 72Q: 3 clusters Score -522826 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -522827.562500 Penalty: 4035.132324 Iteration 73Q: 3 clusters Score -522827.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -522828.843750 Penalty: 4035.132324 Iteration 74Q: 3 clusters Score -522828.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -522830.093750 Penalty: 4035.132324 Iteration 75Q: 3 clusters Score -522830.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -522830.312500 Penalty: 4035.132324 Iteration 76Q: 3 clusters Score -522830.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -522830.312500 Penalty: 4035.132324 Iteration 77F: 3 clusters Score -522830.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (14002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Entering Unmasked Estep Score: -2159508.500000 Penalty: 2367.644775 Iteration 0F: 2 clusters Score -2159508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -2149375.250000 Penalty: 4735.289551 Iteration 0F: 3 clusters Score -2149375 nChanged 6008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -2152775.500000 Penalty: 4735.289551 Iteration 1F: 3 clusters Score -2152776 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -2153240.500000 Penalty: 4735.289551 Iteration 2F: 3 clusters Score -2153240 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -2153619.250000 Penalty: 4735.289551 Iteration 3F: 3 clusters Score -2153619 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -2153943.000000 Penalty: 4735.289551 Iteration 4Q: 3 clusters Score -2153943 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -2154195.000000 Penalty: 4735.289551 Iteration 5Q: 3 clusters Score -2154195 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -2154391.000000 Penalty: 4735.289551 Iteration 6Q: 3 clusters Score -2154391 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -2154549.500000 Penalty: 4735.289551 Iteration 7Q: 3 clusters Score -2154550 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -2154695.250000 Penalty: 4735.289551 Iteration 8Q: 3 clusters Score -2154695 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2154817.500000 Penalty: 4735.289551 Iteration 9Q: 3 clusters Score -2154818 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -2154934.750000 Penalty: 4735.289551 Iteration 10Q: 3 clusters Score -2154935 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -2155064.000000 Penalty: 4735.289551 Iteration 11Q: 3 clusters Score -2155064 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -2155166.000000 Penalty: 4735.289551 Iteration 12Q: 3 clusters Score -2155166 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -2155286.750000 Penalty: 4735.289551 Iteration 13Q: 3 clusters Score -2155287 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -2155403.000000 Penalty: 4735.289551 Iteration 14Q: 3 clusters Score -2155403 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -2155562.750000 Penalty: 4735.289551 Iteration 15Q: 3 clusters Score -2155563 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -2155717.250000 Penalty: 4735.289551 Iteration 16Q: 3 clusters Score -2155717 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -2155893.750000 Penalty: 4735.289551 Iteration 17Q: 3 clusters Score -2155894 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -2156059.000000 Penalty: 4735.289551 Iteration 18Q: 3 clusters Score -2156059 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -2156202.750000 Penalty: 4735.289551 Iteration 19Q: 3 clusters Score -2156203 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -2156342.000000 Penalty: 4735.289551 Iteration 20F: 3 clusters Score -2156342 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -2156505.500000 Penalty: 4735.289551 Iteration 21Q: 3 clusters Score -2156506 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -2156687.750000 Penalty: 4735.289551 Iteration 22Q: 3 clusters Score -2156688 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -2156872.000000 Penalty: 4735.289551 Iteration 23Q: 3 clusters Score -2156872 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -2157049.250000 Penalty: 4735.289551 Iteration 24Q: 3 clusters Score -2157049 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -2157197.750000 Penalty: 4735.289551 Iteration 25Q: 3 clusters Score -2157198 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12542 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -2157318.750000 Penalty: 4735.289551 Iteration 26Q: 3 clusters Score -2157319 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -2157420.500000 Penalty: 4735.289551 Iteration 27Q: 3 clusters Score -2157420 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12804 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -2157498.000000 Penalty: 4735.289551 Iteration 28Q: 3 clusters Score -2157498 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12904 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -2157567.500000 Penalty: 4735.289551 Iteration 29Q: 3 clusters Score -2157568 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -2157621.250000 Penalty: 4735.289551 Iteration 30Q: 3 clusters Score -2157621 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -2157670.500000 Penalty: 4735.289551 Iteration 31Q: 3 clusters Score -2157670 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -2157694.500000 Penalty: 4735.289551 Iteration 32Q: 3 clusters Score -2157694 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -2157713.000000 Penalty: 4735.289551 Iteration 33Q: 3 clusters Score -2157713 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13134 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -2157728.000000 Penalty: 4735.289551 Iteration 34Q: 3 clusters Score -2157728 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -2157746.750000 Penalty: 4735.289551 Iteration 35Q: 3 clusters Score -2157747 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13181 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -2157764.000000 Penalty: 4735.289551 Iteration 36Q: 3 clusters Score -2157764 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -2157779.500000 Penalty: 4735.289551 Iteration 37Q: 3 clusters Score -2157780 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -2157796.250000 Penalty: 4735.289551 Iteration 38Q: 3 clusters Score -2157796 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13231 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -2157806.250000 Penalty: 4735.289551 Iteration 39Q: 3 clusters Score -2157806 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13244 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -2157818.000000 Penalty: 4735.289551 Iteration 40F: 3 clusters Score -2157818 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -2157821.250000 Penalty: 4735.289551 Iteration 41Q: 3 clusters Score -2157821 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2157825.500000 Penalty: 4735.289551 Iteration 42Q: 3 clusters Score -2157826 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -2157828.000000 Penalty: 4735.289551 Iteration 43Q: 3 clusters Score -2157828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -2157836.000000 Penalty: 4735.289551 Iteration 44Q: 3 clusters Score -2157836 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -2157837.500000 Penalty: 4735.289551 Iteration 45Q: 3 clusters Score -2157838 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -2157836.750000 Penalty: 4735.289551 Iteration 46Q: 3 clusters Score -2157837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -2157839.000000 Penalty: 4735.289551 Iteration 47Q: 3 clusters Score -2157839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13277 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -2157838.500000 Penalty: 4735.289551 Iteration 48Q: 3 clusters Score -2157838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13277 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -2157838.500000 Penalty: 4735.289551 Iteration 49F: 3 clusters Score -2157838 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12275 members Entering Unmasked Estep Score: -2085978.625000 Penalty: 2334.999512 Iteration 0F: 2 clusters Score -2085979 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -2076774.750000 Penalty: 4669.999023 Iteration 0F: 3 clusters Score -2076775 nChanged 5265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2079525.250000 Penalty: 4669.999023 Iteration 1F: 3 clusters Score -2079525 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -2079876.625000 Penalty: 4669.999023 Iteration 2F: 3 clusters Score -2079877 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -2080164.500000 Penalty: 4669.999023 Iteration 3F: 3 clusters Score -2080164 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -2080410.625000 Penalty: 4669.999023 Iteration 4Q: 3 clusters Score -2080411 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -2080660.000000 Penalty: 4669.999023 Iteration 5Q: 3 clusters Score -2080660 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -2080943.625000 Penalty: 4669.999023 Iteration 6Q: 3 clusters Score -2080944 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -2081208.250000 Penalty: 4669.999023 Iteration 7Q: 3 clusters Score -2081208 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -2081509.500000 Penalty: 4669.999023 Iteration 8Q: 3 clusters Score -2081510 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -2081806.625000 Penalty: 4669.999023 Iteration 9Q: 3 clusters Score -2081807 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -2082100.875000 Penalty: 4669.999023 Iteration 10Q: 3 clusters Score -2082101 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -2082381.500000 Penalty: 4669.999023 Iteration 11Q: 3 clusters Score -2082382 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -2082672.875000 Penalty: 4669.999023 Iteration 12Q: 3 clusters Score -2082673 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -2082942.250000 Penalty: 4669.999023 Iteration 13Q: 3 clusters Score -2082942 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -2083167.750000 Penalty: 4669.999023 Iteration 14Q: 3 clusters Score -2083168 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -2083377.750000 Penalty: 4669.999023 Iteration 15Q: 3 clusters Score -2083378 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -2083532.500000 Penalty: 4669.999023 Iteration 16Q: 3 clusters Score -2083532 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 10930 members Entering Unmasked Estep Score: -2083653.875000 Penalty: 4669.999023 Iteration 17Q: 3 clusters Score -2083654 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -2083747.875000 Penalty: 4669.999023 Iteration 18Q: 3 clusters Score -2083748 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -2083822.875000 Penalty: 4669.999023 Iteration 19Q: 3 clusters Score -2083823 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -2083887.875000 Penalty: 4669.999023 Iteration 20F: 3 clusters Score -2083888 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -2083926.000000 Penalty: 4669.999023 Iteration 21Q: 3 clusters Score -2083926 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -2083947.125000 Penalty: 4669.999023 Iteration 22Q: 3 clusters Score -2083947 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -2083971.375000 Penalty: 4669.999023 Iteration 23Q: 3 clusters Score -2083971 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -2083989.750000 Penalty: 4669.999023 Iteration 24Q: 3 clusters Score -2083990 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -2083995.625000 Penalty: 4669.999023 Iteration 25Q: 3 clusters Score -2083996 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 11311 members Entering Unmasked Estep Score: -2084001.750000 Penalty: 4669.999023 Iteration 26Q: 3 clusters Score -2084002 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -2084013.000000 Penalty: 4669.999023 Iteration 27Q: 3 clusters Score -2084013 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -2084011.625000 Penalty: 4669.999023 Iteration 28Q: 3 clusters Score -2084012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -2084015.625000 Penalty: 4669.999023 Iteration 29Q: 3 clusters Score -2084016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 11344 members Entering Unmasked Estep Score: -2084018.250000 Penalty: 4669.999023 Iteration 30Q: 3 clusters Score -2084018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -2084023.375000 Penalty: 4669.999023 Iteration 31Q: 3 clusters Score -2084023 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -2084025.500000 Penalty: 4669.999023 Iteration 32Q: 3 clusters Score -2084026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -2084025.000000 Penalty: 4669.999023 Iteration 33Q: 3 clusters Score -2084025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -2084027.000000 Penalty: 4669.999023 Iteration 34Q: 3 clusters Score -2084027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -2084027.000000 Penalty: 4669.999023 Iteration 35F: 3 clusters Score -2084027 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Entering Unmasked Estep Score: -84474.523438 Penalty: 1560.309204 Iteration 0F: 2 clusters Score -84474.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -82945.523438 Penalty: 3120.618408 Iteration 0F: 3 clusters Score -82945.52 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -83136.203125 Penalty: 3120.618408 Iteration 1F: 3 clusters Score -83136.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -83199.460938 Penalty: 3120.618408 Iteration 2F: 3 clusters Score -83199.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -83225.226562 Penalty: 3120.618408 Iteration 3Q: 3 clusters Score -83225.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -83253.875000 Penalty: 3120.618408 Iteration 4Q: 3 clusters Score -83253.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -83278.992188 Penalty: 3120.618408 Iteration 5Q: 3 clusters Score -83278.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -83287.757812 Penalty: 3120.618408 Iteration 6Q: 3 clusters Score -83287.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -83304.875000 Penalty: 3120.618408 Iteration 7Q: 3 clusters Score -83304.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -83317.625000 Penalty: 3120.618408 Iteration 8Q: 3 clusters Score -83317.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -83320.054688 Penalty: 3120.618408 Iteration 9Q: 3 clusters Score -83320.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -83324.640625 Penalty: 3120.618408 Iteration 10Q: 3 clusters Score -83324.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -83326.632812 Penalty: 3120.618408 Iteration 11Q: 3 clusters Score -83326.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -83333.523438 Penalty: 3120.618408 Iteration 12Q: 3 clusters Score -83333.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -83333.523438 Penalty: 3120.618408 Iteration 13F: 3 clusters Score -83333.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (24962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24962 members Entering Unmasked Estep Score: -4086546.000000 Penalty: 2511.027100 Iteration 0F: 2 clusters Score -4086546 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -4069353.500000 Penalty: 5022.054199 Iteration 0F: 3 clusters Score -4069354 nChanged 11135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -4075278.750000 Penalty: 5022.054199 Iteration 1F: 3 clusters Score -4075279 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12818 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -4075727.750000 Penalty: 5022.054199 Iteration 2Q: 3 clusters Score -4075728 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13001 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -4076133.250000 Penalty: 5022.054199 Iteration 3Q: 3 clusters Score -4076133 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -4076507.500000 Penalty: 5022.054199 Iteration 4Q: 3 clusters Score -4076508 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -4076943.000000 Penalty: 5022.054199 Iteration 5Q: 3 clusters Score -4076943 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13824 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -4077440.250000 Penalty: 5022.054199 Iteration 6Q: 3 clusters Score -4077440 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14251 members Mstep: Class 2 contains 10711 members Entering Unmasked Estep Score: -4078010.250000 Penalty: 5022.054199 Iteration 7Q: 3 clusters Score -4078010 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14712 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -4078552.500000 Penalty: 5022.054199 Iteration 8Q: 3 clusters Score -4078552 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -4079060.250000 Penalty: 5022.054199 Iteration 9Q: 3 clusters Score -4079060 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -4079593.500000 Penalty: 5022.054199 Iteration 10Q: 3 clusters Score -4079594 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16468 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -4080059.750000 Penalty: 5022.054199 Iteration 11Q: 3 clusters Score -4080060 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17094 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -4080461.000000 Penalty: 5022.054199 Iteration 12Q: 3 clusters Score -4080461 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17723 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -4080808.500000 Penalty: 5022.054199 Iteration 13Q: 3 clusters Score -4080808 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18379 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -4081151.500000 Penalty: 5022.054199 Iteration 14Q: 3 clusters Score -4081152 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19048 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -4081487.250000 Penalty: 5022.054199 Iteration 15Q: 3 clusters Score -4081487 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19701 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -4081817.250000 Penalty: 5022.054199 Iteration 16Q: 3 clusters Score -4081817 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20339 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -4082142.750000 Penalty: 5022.054199 Iteration 17Q: 3 clusters Score -4082143 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20928 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -4082466.250000 Penalty: 5022.054199 Iteration 18Q: 3 clusters Score -4082466 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21493 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -4082754.250000 Penalty: 5022.054199 Iteration 19Q: 3 clusters Score -4082754 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21998 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -4083054.000000 Penalty: 5022.054199 Iteration 20F: 3 clusters Score -4083054 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22443 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -4083322.000000 Penalty: 5022.054199 Iteration 21Q: 3 clusters Score -4083322 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22826 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -4083551.750000 Penalty: 5022.054199 Iteration 22Q: 3 clusters Score -4083552 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -4083720.250000 Penalty: 5022.054199 Iteration 23Q: 3 clusters Score -4083720 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -4083847.750000 Penalty: 5022.054199 Iteration 24Q: 3 clusters Score -4083848 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -4083955.250000 Penalty: 5022.054199 Iteration 25Q: 3 clusters Score -4083955 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23704 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -4084064.250000 Penalty: 5022.054199 Iteration 26Q: 3 clusters Score -4084064 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23821 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -4084124.000000 Penalty: 5022.054199 Iteration 27Q: 3 clusters Score -4084124 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23907 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -4084179.000000 Penalty: 5022.054199 Iteration 28Q: 3 clusters Score -4084179 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23968 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -4084222.000000 Penalty: 5022.054199 Iteration 29Q: 3 clusters Score -4084222 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24026 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -4084242.750000 Penalty: 5022.054199 Iteration 30Q: 3 clusters Score -4084243 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24068 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -4084275.250000 Penalty: 5022.054199 Iteration 31Q: 3 clusters Score -4084275 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24098 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -4084300.000000 Penalty: 5022.054199 Iteration 32Q: 3 clusters Score -4084300 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24125 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -4084311.250000 Penalty: 5022.054199 Iteration 33Q: 3 clusters Score -4084311 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24153 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -4084328.500000 Penalty: 5022.054199 Iteration 34Q: 3 clusters Score -4084328 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24181 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -4084353.750000 Penalty: 5022.054199 Iteration 35Q: 3 clusters Score -4084354 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24206 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -4084364.250000 Penalty: 5022.054199 Iteration 36Q: 3 clusters Score -4084364 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24217 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -4084377.250000 Penalty: 5022.054199 Iteration 37Q: 3 clusters Score -4084377 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24231 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -4084385.500000 Penalty: 5022.054199 Iteration 38Q: 3 clusters Score -4084386 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24237 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -4084391.750000 Penalty: 5022.054199 Iteration 39Q: 3 clusters Score -4084392 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -4084394.500000 Penalty: 5022.054199 Iteration 40F: 3 clusters Score -4084394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24250 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -4084401.750000 Penalty: 5022.054199 Iteration 41Q: 3 clusters Score -4084402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24258 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -4084404.250000 Penalty: 5022.054199 Iteration 42Q: 3 clusters Score -4084404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24261 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -4084415.000000 Penalty: 5022.054199 Iteration 43Q: 3 clusters Score -4084415 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24264 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -4084414.250000 Penalty: 5022.054199 Iteration 44Q: 3 clusters Score -4084414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24265 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -4084418.500000 Penalty: 5022.054199 Iteration 45Q: 3 clusters Score -4084418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24267 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -4084418.500000 Penalty: 5022.054199 Iteration 46Q: 3 clusters Score -4084418 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24267 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -4084418.500000 Penalty: 5022.054199 Iteration 47F: 3 clusters Score -4084418 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (17521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17521 members Entering Unmasked Estep Score: -3017265.000000 Penalty: 2423.246582 Iteration 0F: 2 clusters Score -3017265 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -3004784.750000 Penalty: 4846.493164 Iteration 0F: 3 clusters Score -3004785 nChanged 7668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -3008818.750000 Penalty: 4846.493164 Iteration 1F: 3 clusters Score -3008819 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -3009093.500000 Penalty: 4846.493164 Iteration 2Q: 3 clusters Score -3009094 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -3009300.250000 Penalty: 4846.493164 Iteration 3Q: 3 clusters Score -3009300 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -3009507.500000 Penalty: 4846.493164 Iteration 4Q: 3 clusters Score -3009508 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -3009693.500000 Penalty: 4846.493164 Iteration 5Q: 3 clusters Score -3009694 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -3009910.250000 Penalty: 4846.493164 Iteration 6Q: 3 clusters Score -3009910 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -3010149.750000 Penalty: 4846.493164 Iteration 7Q: 3 clusters Score -3010150 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -3010450.500000 Penalty: 4846.493164 Iteration 8Q: 3 clusters Score -3010450 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -3010890.000000 Penalty: 4846.493164 Iteration 9Q: 3 clusters Score -3010890 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -3011479.000000 Penalty: 4846.493164 Iteration 10F: 3 clusters Score -3011479 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -3012255.750000 Penalty: 4846.493164 Iteration 11F: 3 clusters Score -3012256 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15327 members Entering Unmasked Estep Score: -3013094.500000 Penalty: 4846.493164 Iteration 12F: 3 clusters Score -3013094 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 16164 members Entering Unmasked Estep Score: -3013852.500000 Penalty: 4846.493164 Iteration 13Q: 3 clusters Score -3013852 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 16692 members Entering Unmasked Estep Score: -3014355.250000 Penalty: 4846.493164 Iteration 14Q: 3 clusters Score -3014355 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 16997 members Entering Unmasked Estep Score: -3014695.250000 Penalty: 4846.493164 Iteration 15Q: 3 clusters Score -3014695 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -3014860.500000 Penalty: 4846.493164 Iteration 16Q: 3 clusters Score -3014860 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -3014964.750000 Penalty: 4846.493164 Iteration 17Q: 3 clusters Score -3014965 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 17245 members Entering Unmasked Estep Score: -3015024.000000 Penalty: 4846.493164 Iteration 18Q: 3 clusters Score -3015024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 17257 members Entering Unmasked Estep Score: -3015047.000000 Penalty: 4846.493164 Iteration 19Q: 3 clusters Score -3015047 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 17274 members Entering Unmasked Estep Score: -3015079.500000 Penalty: 4846.493164 Iteration 20F: 3 clusters Score -3015080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 17279 members Entering Unmasked Estep Score: -3015094.750000 Penalty: 4846.493164 Iteration 21Q: 3 clusters Score -3015095 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 17283 members Entering Unmasked Estep Score: -3015098.250000 Penalty: 4846.493164 Iteration 22Q: 3 clusters Score -3015098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 17286 members Entering Unmasked Estep Score: -3015102.750000 Penalty: 4846.493164 Iteration 23Q: 3 clusters Score -3015103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 17288 members Entering Unmasked Estep Score: -3015106.500000 Penalty: 4846.493164 Iteration 24Q: 3 clusters Score -3015106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 17288 members Entering Unmasked Estep Score: -3015106.500000 Penalty: 4846.493164 Iteration 25F: 3 clusters Score -3015106 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (14802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14802 members Entering Unmasked Estep Score: -2384989.250000 Penalty: 2381.424316 Iteration 0F: 2 clusters Score -2384989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -2374281.750000 Penalty: 4762.848633 Iteration 0F: 3 clusters Score -2374282 nChanged 6321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -2377793.000000 Penalty: 4762.848633 Iteration 1F: 3 clusters Score -2377793 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -2378515.750000 Penalty: 4762.848633 Iteration 2F: 3 clusters Score -2378516 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -2379307.750000 Penalty: 4762.848633 Iteration 3F: 3 clusters Score -2379308 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -2380019.250000 Penalty: 4762.848633 Iteration 4F: 3 clusters Score -2380019 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -2380565.500000 Penalty: 4762.848633 Iteration 5F: 3 clusters Score -2380566 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -2381085.250000 Penalty: 4762.848633 Iteration 6F: 3 clusters Score -2381085 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -2381584.000000 Penalty: 4762.848633 Iteration 7Q: 3 clusters Score -2381584 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -2381964.000000 Penalty: 4762.848633 Iteration 8Q: 3 clusters Score -2381964 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -2382174.250000 Penalty: 4762.848633 Iteration 9Q: 3 clusters Score -2382174 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 10359 members Entering Unmasked Estep Score: -2382327.000000 Penalty: 4762.848633 Iteration 10Q: 3 clusters Score -2382327 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -2382446.250000 Penalty: 4762.848633 Iteration 11Q: 3 clusters Score -2382446 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 10780 members Entering Unmasked Estep Score: -2382535.500000 Penalty: 4762.848633 Iteration 12Q: 3 clusters Score -2382536 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -2382634.250000 Penalty: 4762.848633 Iteration 13Q: 3 clusters Score -2382634 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -2382719.250000 Penalty: 4762.848633 Iteration 14Q: 3 clusters Score -2382719 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -2382809.250000 Penalty: 4762.848633 Iteration 15Q: 3 clusters Score -2382809 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -2382887.250000 Penalty: 4762.848633 Iteration 16Q: 3 clusters Score -2382887 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -2382971.500000 Penalty: 4762.848633 Iteration 17Q: 3 clusters Score -2382972 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -2383043.750000 Penalty: 4762.848633 Iteration 18Q: 3 clusters Score -2383044 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -2383125.000000 Penalty: 4762.848633 Iteration 19Q: 3 clusters Score -2383125 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -2383192.000000 Penalty: 4762.848633 Iteration 20F: 3 clusters Score -2383192 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 12253 members Entering Unmasked Estep Score: -2383265.000000 Penalty: 4762.848633 Iteration 21Q: 3 clusters Score -2383265 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -2383333.250000 Penalty: 4762.848633 Iteration 22Q: 3 clusters Score -2383333 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -2383379.000000 Penalty: 4762.848633 Iteration 23Q: 3 clusters Score -2383379 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -2383427.750000 Penalty: 4762.848633 Iteration 24Q: 3 clusters Score -2383428 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -2383467.000000 Penalty: 4762.848633 Iteration 25Q: 3 clusters Score -2383467 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -2383518.500000 Penalty: 4762.848633 Iteration 26Q: 3 clusters Score -2383518 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -2383546.750000 Penalty: 4762.848633 Iteration 27Q: 3 clusters Score -2383547 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -2383568.250000 Penalty: 4762.848633 Iteration 28Q: 3 clusters Score -2383568 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 12957 members Entering Unmasked Estep Score: -2383598.750000 Penalty: 4762.848633 Iteration 29Q: 3 clusters Score -2383599 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -2383634.500000 Penalty: 4762.848633 Iteration 30Q: 3 clusters Score -2383634 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -2383664.750000 Penalty: 4762.848633 Iteration 31Q: 3 clusters Score -2383665 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -2383699.000000 Penalty: 4762.848633 Iteration 32Q: 3 clusters Score -2383699 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -2383727.750000 Penalty: 4762.848633 Iteration 33Q: 3 clusters Score -2383728 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -2383748.250000 Penalty: 4762.848633 Iteration 34Q: 3 clusters Score -2383748 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -2383770.750000 Penalty: 4762.848633 Iteration 35Q: 3 clusters Score -2383771 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -2383790.500000 Penalty: 4762.848633 Iteration 36Q: 3 clusters Score -2383790 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -2383815.250000 Penalty: 4762.848633 Iteration 37Q: 3 clusters Score -2383815 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -2383831.750000 Penalty: 4762.848633 Iteration 38Q: 3 clusters Score -2383832 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -2383842.500000 Penalty: 4762.848633 Iteration 39Q: 3 clusters Score -2383842 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -2383877.500000 Penalty: 4762.848633 Iteration 40F: 3 clusters Score -2383878 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -2383914.250000 Penalty: 4762.848633 Iteration 41Q: 3 clusters Score -2383914 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -2383969.000000 Penalty: 4762.848633 Iteration 42Q: 3 clusters Score -2383969 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -2383995.500000 Penalty: 4762.848633 Iteration 43Q: 3 clusters Score -2383996 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 13571 members Entering Unmasked Estep Score: -2384015.250000 Penalty: 4762.848633 Iteration 44Q: 3 clusters Score -2384015 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -2384034.000000 Penalty: 4762.848633 Iteration 45Q: 3 clusters Score -2384034 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -2384049.000000 Penalty: 4762.848633 Iteration 46Q: 3 clusters Score -2384049 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -2384057.250000 Penalty: 4762.848633 Iteration 47Q: 3 clusters Score -2384057 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -2384067.250000 Penalty: 4762.848633 Iteration 48Q: 3 clusters Score -2384067 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -2384067.750000 Penalty: 4762.848633 Iteration 49Q: 3 clusters Score -2384068 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 13615 members Entering Unmasked Estep Score: -2384069.000000 Penalty: 4762.848633 Iteration 50Q: 3 clusters Score -2384069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -2384071.250000 Penalty: 4762.848633 Iteration 51Q: 3 clusters Score -2384071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -2384078.500000 Penalty: 4762.848633 Iteration 52Q: 3 clusters Score -2384078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -2384079.000000 Penalty: 4762.848633 Iteration 53Q: 3 clusters Score -2384079 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -2384076.000000 Penalty: 4762.848633 Iteration 54Q: 3 clusters Score -2384076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -2384076.500000 Penalty: 4762.848633 Iteration 55Q: 3 clusters Score -2384076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 13636 members Entering Unmasked Estep Score: -2384076.000000 Penalty: 4762.848633 Iteration 56Q: 3 clusters Score -2384076 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 13641 members Entering Unmasked Estep Score: -2384080.250000 Penalty: 4762.848633 Iteration 57Q: 3 clusters Score -2384080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -2384080.250000 Penalty: 4762.848633 Iteration 58Q: 3 clusters Score -2384080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -2384080.250000 Penalty: 4762.848633 Iteration 59Q: 3 clusters Score -2384080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -2384075.250000 Penalty: 4762.848633 Iteration 60F: 3 clusters Score -2384075 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (8136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Entering Unmasked Estep Score: -1351805.750000 Penalty: 2233.005371 Iteration 0F: 2 clusters Score -1351806 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1345295.625000 Penalty: 4466.010742 Iteration 0F: 3 clusters Score -1345296 nChanged 3356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1347061.500000 Penalty: 4466.010742 Iteration 1F: 3 clusters Score -1347062 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1347330.000000 Penalty: 4466.010742 Iteration 2F: 3 clusters Score -1347330 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1347484.375000 Penalty: 4466.010742 Iteration 3Q: 3 clusters Score -1347484 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1347597.250000 Penalty: 4466.010742 Iteration 4Q: 3 clusters Score -1347597 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1347683.000000 Penalty: 4466.010742 Iteration 5Q: 3 clusters Score -1347683 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1347758.500000 Penalty: 4466.010742 Iteration 6Q: 3 clusters Score -1347758 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1347831.375000 Penalty: 4466.010742 Iteration 7Q: 3 clusters Score -1347831 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1347909.125000 Penalty: 4466.010742 Iteration 8Q: 3 clusters Score -1347909 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1348002.375000 Penalty: 4466.010742 Iteration 9Q: 3 clusters Score -1348002 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -1348146.500000 Penalty: 4466.010742 Iteration 10Q: 3 clusters Score -1348146 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -1348343.375000 Penalty: 4466.010742 Iteration 11Q: 3 clusters Score -1348343 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -1348555.625000 Penalty: 4466.010742 Iteration 12Q: 3 clusters Score -1348556 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1348745.125000 Penalty: 4466.010742 Iteration 13Q: 3 clusters Score -1348745 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1348909.750000 Penalty: 4466.010742 Iteration 14Q: 3 clusters Score -1348910 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -1349073.375000 Penalty: 4466.010742 Iteration 15Q: 3 clusters Score -1349073 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1349196.500000 Penalty: 4466.010742 Iteration 16Q: 3 clusters Score -1349196 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1349285.875000 Penalty: 4466.010742 Iteration 17Q: 3 clusters Score -1349286 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1349358.875000 Penalty: 4466.010742 Iteration 18Q: 3 clusters Score -1349359 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1349432.000000 Penalty: 4466.010742 Iteration 19Q: 3 clusters Score -1349432 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1349498.000000 Penalty: 4466.010742 Iteration 20F: 3 clusters Score -1349498 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -1349540.125000 Penalty: 4466.010742 Iteration 21Q: 3 clusters Score -1349540 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1349575.000000 Penalty: 4466.010742 Iteration 22Q: 3 clusters Score -1349575 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1349605.875000 Penalty: 4466.010742 Iteration 23Q: 3 clusters Score -1349606 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1349633.375000 Penalty: 4466.010742 Iteration 24Q: 3 clusters Score -1349633 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1349647.125000 Penalty: 4466.010742 Iteration 25Q: 3 clusters Score -1349647 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1349665.750000 Penalty: 4466.010742 Iteration 26Q: 3 clusters Score -1349666 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -1349685.625000 Penalty: 4466.010742 Iteration 27Q: 3 clusters Score -1349686 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1349703.500000 Penalty: 4466.010742 Iteration 28Q: 3 clusters Score -1349704 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1349714.500000 Penalty: 4466.010742 Iteration 29Q: 3 clusters Score -1349714 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1349724.375000 Penalty: 4466.010742 Iteration 30Q: 3 clusters Score -1349724 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1349732.625000 Penalty: 4466.010742 Iteration 31Q: 3 clusters Score -1349733 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1349742.750000 Penalty: 4466.010742 Iteration 32Q: 3 clusters Score -1349743 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1349744.375000 Penalty: 4466.010742 Iteration 33Q: 3 clusters Score -1349744 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1349752.625000 Penalty: 4466.010742 Iteration 34Q: 3 clusters Score -1349753 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1349761.875000 Penalty: 4466.010742 Iteration 35Q: 3 clusters Score -1349762 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1349768.750000 Penalty: 4466.010742 Iteration 36Q: 3 clusters Score -1349769 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1349780.375000 Penalty: 4466.010742 Iteration 37Q: 3 clusters Score -1349780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1349789.250000 Penalty: 4466.010742 Iteration 38Q: 3 clusters Score -1349789 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1349794.750000 Penalty: 4466.010742 Iteration 39Q: 3 clusters Score -1349795 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1349800.375000 Penalty: 4466.010742 Iteration 40F: 3 clusters Score -1349800 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1349809.875000 Penalty: 4466.010742 Iteration 41Q: 3 clusters Score -1349810 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1349818.375000 Penalty: 4466.010742 Iteration 42Q: 3 clusters Score -1349818 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1349818.625000 Penalty: 4466.010742 Iteration 43Q: 3 clusters Score -1349819 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1349825.500000 Penalty: 4466.010742 Iteration 44Q: 3 clusters Score -1349826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1349827.250000 Penalty: 4466.010742 Iteration 45Q: 3 clusters Score -1349827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1349830.375000 Penalty: 4466.010742 Iteration 46Q: 3 clusters Score -1349830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1349832.875000 Penalty: 4466.010742 Iteration 47Q: 3 clusters Score -1349833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1349832.250000 Penalty: 4466.010742 Iteration 48Q: 3 clusters Score -1349832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1349837.125000 Penalty: 4466.010742 Iteration 49Q: 3 clusters Score -1349837 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1349837.375000 Penalty: 4466.010742 Iteration 50Q: 3 clusters Score -1349837 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1349841.250000 Penalty: 4466.010742 Iteration 51Q: 3 clusters Score -1349841 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1349843.250000 Penalty: 4466.010742 Iteration 52Q: 3 clusters Score -1349843 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1349846.125000 Penalty: 4466.010742 Iteration 53Q: 3 clusters Score -1349846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1349849.625000 Penalty: 4466.010742 Iteration 54Q: 3 clusters Score -1349850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1349848.250000 Penalty: 4466.010742 Iteration 55Q: 3 clusters Score -1349848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1349849.875000 Penalty: 4466.010742 Iteration 56Q: 3 clusters Score -1349850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1349851.250000 Penalty: 4466.010742 Iteration 57Q: 3 clusters Score -1349851 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1349853.000000 Penalty: 4466.010742 Iteration 58Q: 3 clusters Score -1349853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1349855.750000 Penalty: 4466.010742 Iteration 59Q: 3 clusters Score -1349856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1349856.000000 Penalty: 4466.010742 Iteration 60F: 3 clusters Score -1349856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1349857.125000 Penalty: 4466.010742 Iteration 61Q: 3 clusters Score -1349857 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1349858.500000 Penalty: 4466.010742 Iteration 62Q: 3 clusters Score -1349858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1349860.750000 Penalty: 4466.010742 Iteration 63Q: 3 clusters Score -1349861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1349860.125000 Penalty: 4466.010742 Iteration 64Q: 3 clusters Score -1349860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1349860.500000 Penalty: 4466.010742 Iteration 65Q: 3 clusters Score -1349860 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1349860.500000 Penalty: 4466.010742 Iteration 66F: 3 clusters Score -1349860 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -43090.410156 Penalty: 1409.527832 Iteration 0F: 2 clusters Score -43090.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -41859.070312 Penalty: 2819.055664 Iteration 0F: 3 clusters Score -41859.07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -42015.703125 Penalty: 2819.055664 Iteration 1F: 3 clusters Score -42015.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -42056.226562 Penalty: 2819.055664 Iteration 2Q: 3 clusters Score -42056.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -42087.730469 Penalty: 2819.055664 Iteration 3Q: 3 clusters Score -42087.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -42099.273438 Penalty: 2819.055664 Iteration 4Q: 3 clusters Score -42099.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -42101.902344 Penalty: 2819.055664 Iteration 5Q: 3 clusters Score -42101.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -42101.902344 Penalty: 2819.055664 Iteration 6F: 3 clusters Score -42101.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (13483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Entering Unmasked Estep Score: -2177800.750000 Penalty: 2358.277832 Iteration 0F: 2 clusters Score -2177801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -2167886.750000 Penalty: 4716.555664 Iteration 0F: 3 clusters Score -2167887 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -2171103.250000 Penalty: 4716.555664 Iteration 1F: 3 clusters Score -2171103 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -2171594.250000 Penalty: 4716.555664 Iteration 2F: 3 clusters Score -2171594 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -2172070.250000 Penalty: 4716.555664 Iteration 3F: 3 clusters Score -2172070 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -2172508.000000 Penalty: 4716.555664 Iteration 4F: 3 clusters Score -2172508 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -2172971.250000 Penalty: 4716.555664 Iteration 5F: 3 clusters Score -2172971 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -2173434.500000 Penalty: 4716.555664 Iteration 6F: 3 clusters Score -2173434 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -2173916.000000 Penalty: 4716.555664 Iteration 7F: 3 clusters Score -2173916 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -2174389.750000 Penalty: 4716.555664 Iteration 8Q: 3 clusters Score -2174390 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -2174786.500000 Penalty: 4716.555664 Iteration 9Q: 3 clusters Score -2174786 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -2175134.000000 Penalty: 4716.555664 Iteration 10Q: 3 clusters Score -2175134 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -2175425.000000 Penalty: 4716.555664 Iteration 11Q: 3 clusters Score -2175425 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11662 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -2175718.750000 Penalty: 4716.555664 Iteration 12Q: 3 clusters Score -2175719 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -2175977.500000 Penalty: 4716.555664 Iteration 13Q: 3 clusters Score -2175978 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -2176189.250000 Penalty: 4716.555664 Iteration 14Q: 3 clusters Score -2176189 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -2176351.000000 Penalty: 4716.555664 Iteration 15Q: 3 clusters Score -2176351 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -2176468.000000 Penalty: 4716.555664 Iteration 16Q: 3 clusters Score -2176468 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -2176569.500000 Penalty: 4716.555664 Iteration 17Q: 3 clusters Score -2176570 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -2176653.000000 Penalty: 4716.555664 Iteration 18Q: 3 clusters Score -2176653 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -2176712.000000 Penalty: 4716.555664 Iteration 19Q: 3 clusters Score -2176712 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2176766.250000 Penalty: 4716.555664 Iteration 20F: 3 clusters Score -2176766 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -2176802.750000 Penalty: 4716.555664 Iteration 21Q: 3 clusters Score -2176803 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -2176837.500000 Penalty: 4716.555664 Iteration 22Q: 3 clusters Score -2176838 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11795 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -2176863.000000 Penalty: 4716.555664 Iteration 23Q: 3 clusters Score -2176863 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -2176881.500000 Penalty: 4716.555664 Iteration 24Q: 3 clusters Score -2176882 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -2176897.750000 Penalty: 4716.555664 Iteration 25Q: 3 clusters Score -2176898 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -2176914.000000 Penalty: 4716.555664 Iteration 26Q: 3 clusters Score -2176914 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -2176928.750000 Penalty: 4716.555664 Iteration 27Q: 3 clusters Score -2176929 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -2176948.750000 Penalty: 4716.555664 Iteration 28Q: 3 clusters Score -2176949 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -2176966.500000 Penalty: 4716.555664 Iteration 29Q: 3 clusters Score -2176966 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -2176981.750000 Penalty: 4716.555664 Iteration 30Q: 3 clusters Score -2176982 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -2177005.250000 Penalty: 4716.555664 Iteration 31Q: 3 clusters Score -2177005 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -2177036.500000 Penalty: 4716.555664 Iteration 32Q: 3 clusters Score -2177036 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -2177070.000000 Penalty: 4716.555664 Iteration 33Q: 3 clusters Score -2177070 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -2177111.500000 Penalty: 4716.555664 Iteration 34Q: 3 clusters Score -2177112 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -2177147.000000 Penalty: 4716.555664 Iteration 35Q: 3 clusters Score -2177147 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -2177188.750000 Penalty: 4716.555664 Iteration 36Q: 3 clusters Score -2177189 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -2177233.750000 Penalty: 4716.555664 Iteration 37Q: 3 clusters Score -2177234 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -2177291.500000 Penalty: 4716.555664 Iteration 38Q: 3 clusters Score -2177292 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -2177361.250000 Penalty: 4716.555664 Iteration 39Q: 3 clusters Score -2177361 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -2177536.250000 Penalty: 4716.555664 Iteration 40F: 3 clusters Score -2177536 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -2177703.250000 Penalty: 4716.555664 Iteration 41Q: 3 clusters Score -2177703 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -2177775.250000 Penalty: 4716.555664 Iteration 42Q: 3 clusters Score -2177775 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -2177822.250000 Penalty: 4716.555664 Iteration 43Q: 3 clusters Score -2177822 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -2177871.500000 Penalty: 4716.555664 Iteration 44Q: 3 clusters Score -2177872 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -2177922.000000 Penalty: 4716.555664 Iteration 45Q: 3 clusters Score -2177922 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -2177973.250000 Penalty: 4716.555664 Iteration 46Q: 3 clusters Score -2177973 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -2178013.750000 Penalty: 4716.555664 Iteration 47Q: 3 clusters Score -2178014 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -2178057.500000 Penalty: 4716.555664 Iteration 48Q: 3 clusters Score -2178058 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -2178080.500000 Penalty: 4716.555664 Iteration 49Q: 3 clusters Score -2178080 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -2178089.250000 Penalty: 4716.555664 Iteration 50Q: 3 clusters Score -2178089 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -2178108.500000 Penalty: 4716.555664 Iteration 51Q: 3 clusters Score -2178108 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -2178116.750000 Penalty: 4716.555664 Iteration 52Q: 3 clusters Score -2178117 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -2178124.500000 Penalty: 4716.555664 Iteration 53Q: 3 clusters Score -2178124 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -2178126.750000 Penalty: 4716.555664 Iteration 54Q: 3 clusters Score -2178127 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -2178133.750000 Penalty: 4716.555664 Iteration 55Q: 3 clusters Score -2178134 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -2178137.750000 Penalty: 4716.555664 Iteration 56Q: 3 clusters Score -2178138 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -2178146.000000 Penalty: 4716.555664 Iteration 57Q: 3 clusters Score -2178146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -2178147.750000 Penalty: 4716.555664 Iteration 58Q: 3 clusters Score -2178148 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -2178151.000000 Penalty: 4716.555664 Iteration 59Q: 3 clusters Score -2178151 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -2178155.750000 Penalty: 4716.555664 Iteration 60F: 3 clusters Score -2178156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -2178156.250000 Penalty: 4716.555664 Iteration 61Q: 3 clusters Score -2178156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -2178163.250000 Penalty: 4716.555664 Iteration 62Q: 3 clusters Score -2178163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -2178165.500000 Penalty: 4716.555664 Iteration 63Q: 3 clusters Score -2178166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -2178157.250000 Penalty: 4716.555664 Iteration 64Q: 3 clusters Score -2178157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -2178158.250000 Penalty: 4716.555664 Iteration 65Q: 3 clusters Score -2178158 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -2178158.000000 Penalty: 4716.555664 Iteration 66Q: 3 clusters Score -2178158 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -2178160.750000 Penalty: 4716.555664 Iteration 67Q: 3 clusters Score -2178161 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -2178161.000000 Penalty: 4716.555664 Iteration 68Q: 3 clusters Score -2178161 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -2178161.750000 Penalty: 4716.555664 Iteration 69Q: 3 clusters Score -2178162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -2178162.000000 Penalty: 4716.555664 Iteration 70Q: 3 clusters Score -2178162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -2178160.250000 Penalty: 4716.555664 Iteration 71Q: 3 clusters Score -2178160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -2178163.000000 Penalty: 4716.555664 Iteration 72Q: 3 clusters Score -2178163 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -2178165.000000 Penalty: 4716.555664 Iteration 73Q: 3 clusters Score -2178165 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -2178167.000000 Penalty: 4716.555664 Iteration 74Q: 3 clusters Score -2178167 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -2178165.000000 Penalty: 4716.555664 Iteration 75Q: 3 clusters Score -2178165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -2178166.250000 Penalty: 4716.555664 Iteration 76Q: 3 clusters Score -2178166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -2178166.500000 Penalty: 4716.555664 Iteration 77Q: 3 clusters Score -2178166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -2178165.750000 Penalty: 4716.555664 Iteration 78Q: 3 clusters Score -2178166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -2178165.750000 Penalty: 4716.555664 Iteration 79F: 3 clusters Score -2178166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 178 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 21848 members Mstep: Class 7 contains 31901 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 11879 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 169 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 3211 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 4927 members Mstep: Class 19 contains 459 members Mstep: Class 20 contains 22189 members Mstep: Class 21 contains 7714 members Mstep: Class 22 contains 12963 members Mstep: Class 23 contains 349 members Mstep: Class 24 contains 46853 members Mstep: Class 25 contains 3413 members Mstep: Class 26 contains 14002 members Mstep: Class 27 contains 12275 members Mstep: Class 28 contains 540 members Mstep: Class 29 contains 24962 members Mstep: Class 30 contains 17521 members Mstep: Class 31 contains 14802 members Mstep: Class 32 contains 8136 members Mstep: Class 33 contains 294 members Mstep: Class 34 contains 9526 members Mstep: Class 35 contains 2433 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 3957 members Entering Unmasked Estep Score: -51836912.000000 Penalty: 116394.960938 Splitting cluster 34 changes total score from -51837476.000000 to -51836912.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 35 (2433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Entering Unmasked Estep Score: -403605.156250 Penalty: 1933.626343 Iteration 0F: 2 clusters Score -403605.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -400709.593750 Penalty: 3867.252686 Iteration 0F: 3 clusters Score -400709.6 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -401234.562500 Penalty: 3867.252686 Iteration 1F: 3 clusters Score -401234.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -401371.187500 Penalty: 3867.252686 Iteration 2F: 3 clusters Score -401371.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -401443.968750 Penalty: 3867.252686 Iteration 3Q: 3 clusters Score -401444 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -401494.625000 Penalty: 3867.252686 Iteration 4Q: 3 clusters Score -401494.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -401535.968750 Penalty: 3867.252686 Iteration 5Q: 3 clusters Score -401536 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -401567.281250 Penalty: 3867.252686 Iteration 6Q: 3 clusters Score -401567.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -401584.625000 Penalty: 3867.252686 Iteration 7Q: 3 clusters Score -401584.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -401596.968750 Penalty: 3867.252686 Iteration 8Q: 3 clusters Score -401597 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -401610.656250 Penalty: 3867.252686 Iteration 9Q: 3 clusters Score -401610.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -401624.812500 Penalty: 3867.252686 Iteration 10Q: 3 clusters Score -401624.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -401637.937500 Penalty: 3867.252686 Iteration 11Q: 3 clusters Score -401637.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -401650.093750 Penalty: 3867.252686 Iteration 12Q: 3 clusters Score -401650.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -401661.156250 Penalty: 3867.252686 Iteration 13Q: 3 clusters Score -401661.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -401673.968750 Penalty: 3867.252686 Iteration 14Q: 3 clusters Score -401674 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -401681.031250 Penalty: 3867.252686 Iteration 15Q: 3 clusters Score -401681 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -401685.187500 Penalty: 3867.252686 Iteration 16Q: 3 clusters Score -401685.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -401690.812500 Penalty: 3867.252686 Iteration 17Q: 3 clusters Score -401690.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -401692.937500 Penalty: 3867.252686 Iteration 18Q: 3 clusters Score -401692.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -401693.437500 Penalty: 3867.252686 Iteration 19Q: 3 clusters Score -401693.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -401695.656250 Penalty: 3867.252686 Iteration 20F: 3 clusters Score -401695.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -401698.250000 Penalty: 3867.252686 Iteration 21Q: 3 clusters Score -401698.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -401700.031250 Penalty: 3867.252686 Iteration 22Q: 3 clusters Score -401700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -401700.687500 Penalty: 3867.252686 Iteration 23Q: 3 clusters Score -401700.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -401700.843750 Penalty: 3867.252686 Iteration 24Q: 3 clusters Score -401700.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -401700.843750 Penalty: 3867.252686 Iteration 25F: 3 clusters Score -401700.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Entering Unmasked Estep Score: -227493.031250 Penalty: 1794.790649 Iteration 0F: 2 clusters Score -227493 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -225290.687500 Penalty: 3589.581299 Iteration 0F: 3 clusters Score -225290.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -225685.406250 Penalty: 3589.581299 Iteration 1F: 3 clusters Score -225685.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -225794.031250 Penalty: 3589.581299 Iteration 2F: 3 clusters Score -225794 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -225853.109375 Penalty: 3589.581299 Iteration 3Q: 3 clusters Score -225853.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -225886.953125 Penalty: 3589.581299 Iteration 4Q: 3 clusters Score -225887 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -225910.937500 Penalty: 3589.581299 Iteration 5Q: 3 clusters Score -225910.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -225925.343750 Penalty: 3589.581299 Iteration 6Q: 3 clusters Score -225925.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -225934.781250 Penalty: 3589.581299 Iteration 7Q: 3 clusters Score -225934.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -225940.687500 Penalty: 3589.581299 Iteration 8Q: 3 clusters Score -225940.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -225945.906250 Penalty: 3589.581299 Iteration 9Q: 3 clusters Score -225945.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -225951.906250 Penalty: 3589.581299 Iteration 10Q: 3 clusters Score -225951.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -225957.375000 Penalty: 3589.581299 Iteration 11Q: 3 clusters Score -225957.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -225961.312500 Penalty: 3589.581299 Iteration 12Q: 3 clusters Score -225961.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -225967.250000 Penalty: 3589.581299 Iteration 13Q: 3 clusters Score -225967.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -225971.453125 Penalty: 3589.581299 Iteration 14Q: 3 clusters Score -225971.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -225975.437500 Penalty: 3589.581299 Iteration 15Q: 3 clusters Score -225975.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -225977.328125 Penalty: 3589.581299 Iteration 16Q: 3 clusters Score -225977.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -225982.500000 Penalty: 3589.581299 Iteration 17Q: 3 clusters Score -225982.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -225985.109375 Penalty: 3589.581299 Iteration 18Q: 3 clusters Score -225985.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -225986.625000 Penalty: 3589.581299 Iteration 19Q: 3 clusters Score -225986.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -225989.390625 Penalty: 3589.581299 Iteration 20F: 3 clusters Score -225989.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -225994.562500 Penalty: 3589.581299 Iteration 21Q: 3 clusters Score -225994.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -225997.578125 Penalty: 3589.581299 Iteration 22Q: 3 clusters Score -225997.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -226002.546875 Penalty: 3589.581299 Iteration 23Q: 3 clusters Score -226002.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -226006.718750 Penalty: 3589.581299 Iteration 24Q: 3 clusters Score -226006.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -226009.093750 Penalty: 3589.581299 Iteration 25Q: 3 clusters Score -226009.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -226012.718750 Penalty: 3589.581299 Iteration 26Q: 3 clusters Score -226012.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -226019.875000 Penalty: 3589.581299 Iteration 27Q: 3 clusters Score -226019.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -226023.578125 Penalty: 3589.581299 Iteration 28Q: 3 clusters Score -226023.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -226026.593750 Penalty: 3589.581299 Iteration 29Q: 3 clusters Score -226026.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -226030.031250 Penalty: 3589.581299 Iteration 30Q: 3 clusters Score -226030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -226030.750000 Penalty: 3589.581299 Iteration 31Q: 3 clusters Score -226030.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -226033.828125 Penalty: 3589.581299 Iteration 32Q: 3 clusters Score -226033.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -226035.437500 Penalty: 3589.581299 Iteration 33Q: 3 clusters Score -226035.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -226036.281250 Penalty: 3589.581299 Iteration 34Q: 3 clusters Score -226036.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -226036.281250 Penalty: 3589.581299 Iteration 35F: 3 clusters Score -226036.3 nChanged 0 --- Evaluating fit on full set of 968332 points --- Entering Unmasked Estep Score: -155616592.000000 Penalty: 123057.570312 20->37 Clusters: Score -155616592.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 322777 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 16209 members Mstep: Class 3 contains 16097 members Mstep: Class 4 contains 16239 members Mstep: Class 5 contains 16078 members Mstep: Class 6 contains 16189 members Mstep: Class 7 contains 16186 members Mstep: Class 8 contains 16103 members Mstep: Class 9 contains 16149 members Mstep: Class 10 contains 16131 members Mstep: Class 11 contains 16222 members Mstep: Class 12 contains 16277 members Mstep: Class 13 contains 16057 members Mstep: Class 14 contains 16171 members Mstep: Class 15 contains 16165 members Mstep: Class 16 contains 16127 members Mstep: Class 17 contains 16127 members Mstep: Class 18 contains 16053 members Mstep: Class 19 contains 16126 members Mstep: Class 20 contains 15955 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 663.773315 but Gain 3145.808594 Score: -46900136.000000 Penalty: 59770.386719 Iteration 0F: 20 clusters Score -4.690014e+07 nChanged 306348 Entering Unmasked Mstep Mstep: Class 0 contains 1618 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 8602 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 900 members Mstep: Class 7 contains 365 members Mstep: Class 8 contains 2328 members Mstep: Class 9 contains 18766 members Mstep: Class 10 contains 624 members Mstep: Class 11 contains 995 members Mstep: Class 13 contains 3548 members Mstep: Class 14 contains 1458 members Mstep: Class 15 contains 121794 members Mstep: Class 16 contains 143562 members Mstep: Class 17 contains 1062 members Mstep: Class 18 contains 729 members Mstep: Class 19 contains 828 members Mstep: Class 20 contains 7940 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1104.128296 but Gain 3145.808594 Score: -50416296.000000 Penalty: 56624.578125 Iteration 1F: 19 clusters Score -5.04163e+07 nChanged 111156 Entering Unmasked Mstep Mstep: Class 0 contains 445 members Mstep: Class 2 contains 4473 members Mstep: Class 3 contains 12385 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 777 members Mstep: Class 6 contains 544 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 4678 members Mstep: Class 9 contains 8366 members Mstep: Class 10 contains 365 members Mstep: Class 11 contains 1186 members Mstep: Class 13 contains 6552 members Mstep: Class 14 contains 1039 members Mstep: Class 15 contains 158857 members Mstep: Class 16 contains 109717 members Mstep: Class 17 contains 537 members Mstep: Class 18 contains 1843 members Mstep: Class 19 contains 476 members Mstep: Class 20 contains 9579 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 2231.106201 but Gain 3145.808594 Score: -50861432.000000 Penalty: 53478.769531 Iteration 2F: 18 clusters Score -5.086143e+07 nChanged 103289 Entering Unmasked Mstep Mstep: Class 0 contains 421 members Mstep: Class 2 contains 4181 members Mstep: Class 3 contains 14977 members Mstep: Class 4 contains 484 members Mstep: Class 5 contains 1124 members Mstep: Class 6 contains 370 members Mstep: Class 7 contains 392 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 13790 members Mstep: Class 10 contains 338 members Mstep: Class 13 contains 14458 members Mstep: Class 14 contains 1968 members Mstep: Class 15 contains 109909 members Mstep: Class 16 contains 132267 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 1756 members Mstep: Class 19 contains 296 members Mstep: Class 20 contains 20178 members Entering Unmasked Estep ConsiderDeletion Score: -51208560.000000 Penalty: 53478.769531 Iteration 3F: 18 clusters Score -5.120856e+07 nChanged 63824 Entering Unmasked Mstep Mstep: Class 0 contains 416 members Mstep: Class 2 contains 2843 members Mstep: Class 3 contains 17466 members Mstep: Class 4 contains 438 members Mstep: Class 5 contains 1530 members Mstep: Class 6 contains 361 members Mstep: Class 7 contains 398 members Mstep: Class 8 contains 4569 members Mstep: Class 9 contains 20365 members Mstep: Class 10 contains 334 members Mstep: Class 13 contains 16443 members Mstep: Class 14 contains 2835 members Mstep: Class 15 contains 97164 members Mstep: Class 16 contains 123864 members Mstep: Class 17 contains 568 members Mstep: Class 18 contains 1513 members Mstep: Class 19 contains 573 members Mstep: Class 20 contains 31097 members Entering Unmasked Estep ConsiderDeletion Score: -51326188.000000 Penalty: 53478.769531 Iteration 4F: 18 clusters Score -5.132619e+07 nChanged 41363 Entering Unmasked Mstep Mstep: Class 0 contains 413 members Mstep: Class 2 contains 2817 members Mstep: Class 3 contains 18275 members Mstep: Class 4 contains 398 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 352 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 3787 members Mstep: Class 9 contains 24819 members Mstep: Class 10 contains 337 members Mstep: Class 13 contains 17093 members Mstep: Class 14 contains 3803 members Mstep: Class 15 contains 84552 members Mstep: Class 16 contains 117923 members Mstep: Class 17 contains 614 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 1138 members Mstep: Class 20 contains 42692 members Entering Unmasked Estep ConsiderDeletion Score: -51402544.000000 Penalty: 53478.769531 Iteration 5F: 18 clusters Score -5.140254e+07 nChanged 32181 Entering Unmasked Mstep Mstep: Class 0 contains 410 members Mstep: Class 2 contains 3293 members Mstep: Class 3 contains 18030 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 2683 members Mstep: Class 6 contains 339 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 3512 members Mstep: Class 9 contains 26939 members Mstep: Class 10 contains 348 members Mstep: Class 13 contains 17635 members Mstep: Class 14 contains 5170 members Mstep: Class 15 contains 72886 members Mstep: Class 16 contains 112788 members Mstep: Class 17 contains 648 members Mstep: Class 18 contains 1140 members Mstep: Class 19 contains 1961 members Mstep: Class 20 contains 54227 members Entering Unmasked Estep ConsiderDeletion Score: -51458788.000000 Penalty: 53478.769531 Iteration 6F: 18 clusters Score -5.145879e+07 nChanged 28102 Entering Unmasked Mstep Mstep: Class 0 contains 407 members Mstep: Class 2 contains 3935 members Mstep: Class 3 contains 17327 members Mstep: Class 4 contains 385 members Mstep: Class 5 contains 3069 members Mstep: Class 6 contains 327 members Mstep: Class 7 contains 373 members Mstep: Class 8 contains 3294 members Mstep: Class 9 contains 28283 members Mstep: Class 10 contains 371 members Mstep: Class 13 contains 18074 members Mstep: Class 14 contains 7096 members Mstep: Class 15 contains 61864 members Mstep: Class 16 contains 107970 members Mstep: Class 17 contains 672 members Mstep: Class 18 contains 1114 members Mstep: Class 19 contains 3215 members Mstep: Class 20 contains 65001 members Entering Unmasked Estep ConsiderDeletion Score: -51501480.000000 Penalty: 53478.769531 Iteration 7F: 18 clusters Score -5.150148e+07 nChanged 25517 Entering Unmasked Mstep Mstep: Class 0 contains 405 members Mstep: Class 2 contains 4545 members Mstep: Class 3 contains 16416 members Mstep: Class 4 contains 391 members Mstep: Class 5 contains 3401 members Mstep: Class 6 contains 328 members Mstep: Class 7 contains 363 members Mstep: Class 8 contains 3191 members Mstep: Class 9 contains 29282 members Mstep: Class 10 contains 386 members Mstep: Class 13 contains 18386 members Mstep: Class 14 contains 9271 members Mstep: Class 15 contains 52369 members Mstep: Class 16 contains 102549 members Mstep: Class 17 contains 681 members Mstep: Class 18 contains 1134 members Mstep: Class 19 contains 5057 members Mstep: Class 20 contains 74622 members Entering Unmasked Estep ConsiderDeletion Score: -51535856.000000 Penalty: 53478.769531 Iteration 8F: 18 clusters Score -5.153586e+07 nChanged 22798 Entering Unmasked Mstep Mstep: Class 0 contains 400 members Mstep: Class 2 contains 5160 members Mstep: Class 3 contains 15487 members Mstep: Class 4 contains 397 members Mstep: Class 5 contains 3684 members Mstep: Class 6 contains 332 members Mstep: Class 7 contains 356 members Mstep: Class 8 contains 3322 members Mstep: Class 9 contains 30054 members Mstep: Class 10 contains 398 members Mstep: Class 13 contains 18579 members Mstep: Class 14 contains 11649 members Mstep: Class 15 contains 44925 members Mstep: Class 16 contains 96107 members Mstep: Class 17 contains 690 members Mstep: Class 18 contains 1162 members Mstep: Class 19 contains 7054 members Mstep: Class 20 contains 83021 members Entering Unmasked Estep ConsiderDeletion Score: -51569804.000000 Penalty: 53478.769531 Iteration 9F: 18 clusters Score -5.15698e+07 nChanged 18685 Entering Unmasked Mstep Mstep: Class 0 contains 394 members Mstep: Class 2 contains 5745 members Mstep: Class 3 contains 14596 members Mstep: Class 4 contains 395 members Mstep: Class 5 contains 3857 members Mstep: Class 6 contains 335 members Mstep: Class 7 contains 343 members Mstep: Class 8 contains 3643 members Mstep: Class 9 contains 30667 members Mstep: Class 10 contains 409 members Mstep: Class 13 contains 18685 members Mstep: Class 14 contains 13634 members Mstep: Class 15 contains 39588 members Mstep: Class 16 contains 90633 members Mstep: Class 17 contains 705 members Mstep: Class 18 contains 1201 members Mstep: Class 19 contains 8959 members Mstep: Class 20 contains 88988 members Entering Unmasked Estep ConsiderDeletion Score: -51600592.000000 Penalty: 53478.769531 Iteration 10F: 18 clusters Score -5.160059e+07 nChanged 13878 Entering Unmasked Mstep Mstep: Class 0 contains 388 members Mstep: Class 2 contains 6326 members Mstep: Class 3 contains 13676 members Mstep: Class 4 contains 395 members Mstep: Class 5 contains 3921 members Mstep: Class 6 contains 340 members Mstep: Class 7 contains 326 members Mstep: Class 8 contains 4080 members Mstep: Class 9 contains 30970 members Mstep: Class 10 contains 415 members Mstep: Class 13 contains 18757 members Mstep: Class 14 contains 15304 members Mstep: Class 15 contains 35741 members Mstep: Class 16 contains 87402 members Mstep: Class 17 contains 721 members Mstep: Class 18 contains 1233 members Mstep: Class 19 contains 10681 members Mstep: Class 20 contains 92101 members Entering Unmasked Estep ConsiderDeletion Score: -51618636.000000 Penalty: 53478.769531 Iteration 11Q: 18 clusters Score -5.161864e+07 nChanged 9724 Entering Unmasked Mstep Mstep: Class 0 contains 383 members Mstep: Class 2 contains 6886 members Mstep: Class 3 contains 12839 members Mstep: Class 4 contains 391 members Mstep: Class 5 contains 3919 members Mstep: Class 6 contains 342 members Mstep: Class 7 contains 332 members Mstep: Class 8 contains 4594 members Mstep: Class 9 contains 31034 members Mstep: Class 10 contains 412 members Mstep: Class 13 contains 18831 members Mstep: Class 14 contains 16896 members Mstep: Class 15 contains 32810 members Mstep: Class 16 contains 86268 members Mstep: Class 17 contains 731 members Mstep: Class 18 contains 1263 members Mstep: Class 19 contains 12273 members Mstep: Class 20 contains 92573 members Entering Unmasked Estep ConsiderDeletion Score: -51625636.000000 Penalty: 53478.769531 Iteration 12Q: 18 clusters Score -5.162564e+07 nChanged 7273 Entering Unmasked Mstep Mstep: Class 0 contains 381 members Mstep: Class 2 contains 7438 members Mstep: Class 3 contains 12045 members Mstep: Class 4 contains 388 members Mstep: Class 5 contains 3909 members Mstep: Class 6 contains 345 members Mstep: Class 7 contains 347 members Mstep: Class 8 contains 5227 members Mstep: Class 9 contains 30893 members Mstep: Class 10 contains 410 members Mstep: Class 13 contains 18834 members Mstep: Class 14 contains 18429 members Mstep: Class 15 contains 30455 members Mstep: Class 16 contains 85778 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 1273 members Mstep: Class 19 contains 13650 members Mstep: Class 20 contains 92242 members Entering Unmasked Estep ConsiderDeletion Score: -51631340.000000 Penalty: 53478.769531 Iteration 13Q: 18 clusters Score -5.163134e+07 nChanged 6338 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 7981 members Mstep: Class 3 contains 11237 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 3898 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 355 members Mstep: Class 8 contains 5872 members Mstep: Class 9 contains 30636 members Mstep: Class 10 contains 412 members Mstep: Class 13 contains 18834 members Mstep: Class 14 contains 20157 members Mstep: Class 15 contains 28309 members Mstep: Class 16 contains 85453 members Mstep: Class 17 contains 732 members Mstep: Class 18 contains 1285 members Mstep: Class 19 contains 14756 members Mstep: Class 20 contains 91746 members Entering Unmasked Estep ConsiderDeletion Score: -51636040.000000 Penalty: 53478.769531 Iteration 14Q: 18 clusters Score -5.163604e+07 nChanged 5697 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 8535 members Mstep: Class 3 contains 10504 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 3913 members Mstep: Class 6 contains 352 members Mstep: Class 7 contains 355 members Mstep: Class 8 contains 6593 members Mstep: Class 9 contains 30284 members Mstep: Class 10 contains 409 members Mstep: Class 13 contains 18802 members Mstep: Class 14 contains 21850 members Mstep: Class 15 contains 26433 members Mstep: Class 16 contains 85105 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 1290 members Mstep: Class 19 contains 15686 members Mstep: Class 20 contains 91169 members Entering Unmasked Estep ConsiderDeletion Score: -51639660.000000 Penalty: 53478.769531 Iteration 15Q: 18 clusters Score -5.163966e+07 nChanged 5015 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 9121 members Mstep: Class 3 contains 9793 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 3930 members Mstep: Class 6 contains 355 members Mstep: Class 7 contains 351 members Mstep: Class 8 contains 7154 members Mstep: Class 9 contains 29979 members Mstep: Class 10 contains 409 members Mstep: Class 13 contains 18761 members Mstep: Class 14 contains 23324 members Mstep: Class 15 contains 24886 members Mstep: Class 16 contains 84754 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 16668 members Mstep: Class 20 contains 90496 members Entering Unmasked Estep ConsiderDeletion Score: -51643040.000000 Penalty: 53478.769531 Iteration 16Q: 18 clusters Score -5.164304e+07 nChanged 4509 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 9682 members Mstep: Class 3 contains 9151 members Mstep: Class 4 contains 383 members Mstep: Class 5 contains 3925 members Mstep: Class 6 contains 355 members Mstep: Class 7 contains 350 members Mstep: Class 8 contains 7597 members Mstep: Class 9 contains 29728 members Mstep: Class 10 contains 411 members Mstep: Class 13 contains 18692 members Mstep: Class 14 contains 24487 members Mstep: Class 15 contains 23644 members Mstep: Class 16 contains 84380 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1304 members Mstep: Class 19 contains 17829 members Mstep: Class 20 contains 89745 members Entering Unmasked Estep ConsiderDeletion Score: -51645796.000000 Penalty: 53478.769531 Iteration 17Q: 18 clusters Score -5.16458e+07 nChanged 4079 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 10159 members Mstep: Class 3 contains 8611 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 3937 members Mstep: Class 6 contains 355 members Mstep: Class 7 contains 350 members Mstep: Class 8 contains 7903 members Mstep: Class 9 contains 29487 members Mstep: Class 10 contains 412 members Mstep: Class 13 contains 18606 members Mstep: Class 14 contains 25350 members Mstep: Class 15 contains 22694 members Mstep: Class 16 contains 84012 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1304 members Mstep: Class 19 contains 19219 members Mstep: Class 20 contains 88880 members Entering Unmasked Estep ConsiderDeletion Score: -51648140.000000 Penalty: 53478.769531 Iteration 18Q: 18 clusters Score -5.164814e+07 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 10608 members Mstep: Class 3 contains 8118 members Mstep: Class 4 contains 385 members Mstep: Class 5 contains 3935 members Mstep: Class 6 contains 355 members Mstep: Class 7 contains 351 members Mstep: Class 8 contains 8102 members Mstep: Class 9 contains 29289 members Mstep: Class 10 contains 408 members Mstep: Class 13 contains 18480 members Mstep: Class 14 contains 25961 members Mstep: Class 15 contains 21975 members Mstep: Class 16 contains 83654 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1304 members Mstep: Class 19 contains 20830 members Mstep: Class 20 contains 87908 members Entering Unmasked Estep ConsiderDeletion Score: -51650268.000000 Penalty: 53478.769531 Iteration 19Q: 18 clusters Score -5.165027e+07 nChanged 3483 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 2 contains 11038 members Mstep: Class 3 contains 7672 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 3938 members Mstep: Class 6 contains 355 members Mstep: Class 7 contains 351 members Mstep: Class 8 contains 8200 members Mstep: Class 9 contains 29130 members Mstep: Class 10 contains 406 members Mstep: Class 13 contains 18356 members Mstep: Class 14 contains 26392 members Mstep: Class 15 contains 21418 members Mstep: Class 16 contains 83303 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1304 members Mstep: Class 19 contains 22519 members Mstep: Class 20 contains 86894 members Entering Unmasked Estep ConsiderDeletion Score: -51653616.000000 Penalty: 53478.769531 Iteration 20F: 18 clusters Score -5.165362e+07 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 362 members Mstep: Class 2 contains 11607 members Mstep: Class 3 contains 7089 members Mstep: Class 4 contains 388 members Mstep: Class 5 contains 3856 members Mstep: Class 6 contains 356 members Mstep: Class 7 contains 352 members Mstep: Class 8 contains 8624 members Mstep: Class 9 contains 28834 members Mstep: Class 10 contains 403 members Mstep: Class 13 contains 18245 members Mstep: Class 14 contains 26703 members Mstep: Class 15 contains 20954 members Mstep: Class 16 contains 82923 members Mstep: Class 17 contains 735 members Mstep: Class 18 contains 1322 members Mstep: Class 19 contains 24215 members Mstep: Class 20 contains 85809 members Entering Unmasked Estep ConsiderDeletion Score: -51656576.000000 Penalty: 53478.769531 Iteration 21Q: 18 clusters Score -5.165658e+07 nChanged 3894 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 12209 members Mstep: Class 3 contains 6468 members Mstep: Class 4 contains 390 members Mstep: Class 5 contains 3772 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 350 members Mstep: Class 8 contains 8987 members Mstep: Class 9 contains 28556 members Mstep: Class 10 contains 402 members Mstep: Class 13 contains 18137 members Mstep: Class 14 contains 26971 members Mstep: Class 15 contains 20562 members Mstep: Class 16 contains 82631 members Mstep: Class 17 contains 735 members Mstep: Class 18 contains 1327 members Mstep: Class 19 contains 25897 members Mstep: Class 20 contains 84667 members Entering Unmasked Estep ConsiderDeletion Score: -51658376.000000 Penalty: 53478.769531 Iteration 22Q: 18 clusters Score -5.165838e+07 nChanged 3750 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 12842 members Mstep: Class 3 contains 5822 members Mstep: Class 4 contains 393 members Mstep: Class 5 contains 3677 members Mstep: Class 6 contains 365 members Mstep: Class 7 contains 344 members Mstep: Class 8 contains 9293 members Mstep: Class 9 contains 28245 members Mstep: Class 10 contains 400 members Mstep: Class 13 contains 18039 members Mstep: Class 14 contains 27178 members Mstep: Class 15 contains 20241 members Mstep: Class 16 contains 82342 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1321 members Mstep: Class 19 contains 27595 members Mstep: Class 20 contains 83588 members Entering Unmasked Estep ConsiderDeletion Score: -51660616.000000 Penalty: 53478.769531 Iteration 23Q: 18 clusters Score -5.166062e+07 nChanged 3619 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 13539 members Mstep: Class 3 contains 5130 members Mstep: Class 4 contains 393 members Mstep: Class 5 contains 3554 members Mstep: Class 6 contains 368 members Mstep: Class 7 contains 341 members Mstep: Class 8 contains 9522 members Mstep: Class 9 contains 27973 members Mstep: Class 10 contains 399 members Mstep: Class 13 contains 17947 members Mstep: Class 14 contains 27304 members Mstep: Class 15 contains 19970 members Mstep: Class 16 contains 82087 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1314 members Mstep: Class 19 contains 29231 members Mstep: Class 20 contains 82613 members Entering Unmasked Estep ConsiderDeletion Score: -51662456.000000 Penalty: 53478.769531 Iteration 24Q: 18 clusters Score -5.166246e+07 nChanged 3516 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 14282 members Mstep: Class 3 contains 4388 members Mstep: Class 4 contains 393 members Mstep: Class 5 contains 3428 members Mstep: Class 6 contains 371 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 9731 members Mstep: Class 9 contains 27719 members Mstep: Class 10 contains 398 members Mstep: Class 13 contains 17865 members Mstep: Class 14 contains 27386 members Mstep: Class 15 contains 19742 members Mstep: Class 16 contains 81854 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 30794 members Mstep: Class 20 contains 81696 members Entering Unmasked Estep ConsiderDeletion Score: -51664368.000000 Penalty: 53478.769531 Iteration 25Q: 18 clusters Score -5.166437e+07 nChanged 3406 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 15009 members Mstep: Class 3 contains 3657 members Mstep: Class 4 contains 393 members Mstep: Class 5 contains 3331 members Mstep: Class 6 contains 372 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 9902 members Mstep: Class 9 contains 27473 members Mstep: Class 10 contains 399 members Mstep: Class 13 contains 17819 members Mstep: Class 14 contains 27501 members Mstep: Class 15 contains 19506 members Mstep: Class 16 contains 81646 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1284 members Mstep: Class 19 contains 32252 members Mstep: Class 20 contains 80803 members Entering Unmasked Estep ConsiderDeletion Score: -51666120.000000 Penalty: 53478.769531 Iteration 26Q: 18 clusters Score -5.166612e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 15648 members Mstep: Class 3 contains 3021 members Mstep: Class 4 contains 394 members Mstep: Class 5 contains 3241 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 336 members Mstep: Class 8 contains 9993 members Mstep: Class 9 contains 27249 members Mstep: Class 10 contains 399 members Mstep: Class 13 contains 17791 members Mstep: Class 14 contains 27636 members Mstep: Class 15 contains 19271 members Mstep: Class 16 contains 81421 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 33655 members Mstep: Class 20 contains 79980 members Entering Unmasked Estep ConsiderDeletion Score: -51667816.000000 Penalty: 53478.769531 Iteration 27Q: 18 clusters Score -5.166782e+07 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16108 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 398 members Mstep: Class 5 contains 3185 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10065 members Mstep: Class 9 contains 27019 members Mstep: Class 10 contains 399 members Mstep: Class 13 contains 17763 members Mstep: Class 14 contains 27799 members Mstep: Class 15 contains 19014 members Mstep: Class 16 contains 81262 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1273 members Mstep: Class 19 contains 34891 members Mstep: Class 20 contains 79185 members Entering Unmasked Estep ConsiderDeletion Score: -51669504.000000 Penalty: 53478.769531 Iteration 28Q: 18 clusters Score -5.16695e+07 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16368 members Mstep: Class 3 contains 2497 members Mstep: Class 4 contains 401 members Mstep: Class 5 contains 3161 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10080 members Mstep: Class 9 contains 26831 members Mstep: Class 10 contains 401 members Mstep: Class 13 contains 17750 members Mstep: Class 14 contains 27976 members Mstep: Class 15 contains 18722 members Mstep: Class 16 contains 81083 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1272 members Mstep: Class 19 contains 36005 members Mstep: Class 20 contains 78428 members Entering Unmasked Estep ConsiderDeletion Score: -51671164.000000 Penalty: 53478.769531 Iteration 29Q: 18 clusters Score -5.167116e+07 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16454 members Mstep: Class 3 contains 2690 members Mstep: Class 4 contains 402 members Mstep: Class 5 contains 3142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10133 members Mstep: Class 9 contains 26624 members Mstep: Class 10 contains 402 members Mstep: Class 13 contains 17743 members Mstep: Class 14 contains 28164 members Mstep: Class 15 contains 18353 members Mstep: Class 16 contains 80911 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1272 members Mstep: Class 19 contains 36914 members Mstep: Class 20 contains 77771 members Entering Unmasked Estep ConsiderDeletion Score: -51672808.000000 Penalty: 53478.769531 Iteration 30Q: 18 clusters Score -5.167281e+07 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16496 members Mstep: Class 3 contains 3008 members Mstep: Class 4 contains 402 members Mstep: Class 5 contains 3140 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10164 members Mstep: Class 9 contains 26441 members Mstep: Class 10 contains 402 members Mstep: Class 13 contains 17738 members Mstep: Class 14 contains 28452 members Mstep: Class 15 contains 17848 members Mstep: Class 16 contains 80719 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1272 members Mstep: Class 19 contains 37690 members Mstep: Class 20 contains 77203 members Entering Unmasked Estep ConsiderDeletion Score: -51674232.000000 Penalty: 53478.769531 Iteration 31Q: 18 clusters Score -5.167423e+07 nChanged 2604 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16517 members Mstep: Class 3 contains 3363 members Mstep: Class 4 contains 404 members Mstep: Class 5 contains 3145 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10231 members Mstep: Class 9 contains 26255 members Mstep: Class 10 contains 403 members Mstep: Class 13 contains 17742 members Mstep: Class 14 contains 28965 members Mstep: Class 15 contains 17093 members Mstep: Class 16 contains 80532 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1273 members Mstep: Class 19 contains 38371 members Mstep: Class 20 contains 76681 members Entering Unmasked Estep ConsiderDeletion Score: -51676036.000000 Penalty: 53478.769531 Iteration 32Q: 18 clusters Score -5.167604e+07 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16531 members Mstep: Class 3 contains 3699 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3148 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10259 members Mstep: Class 9 contains 26101 members Mstep: Class 10 contains 406 members Mstep: Class 13 contains 17732 members Mstep: Class 14 contains 30008 members Mstep: Class 15 contains 15873 members Mstep: Class 16 contains 80396 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1275 members Mstep: Class 19 contains 38975 members Mstep: Class 20 contains 76166 members Entering Unmasked Estep ConsiderDeletion Score: -51681100.000000 Penalty: 53478.769531 Iteration 33Q: 18 clusters Score -5.16811e+07 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16534 members Mstep: Class 3 contains 4025 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3155 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10289 members Mstep: Class 9 contains 25957 members Mstep: Class 10 contains 406 members Mstep: Class 13 contains 17736 members Mstep: Class 14 contains 30809 members Mstep: Class 15 contains 14971 members Mstep: Class 16 contains 80259 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1274 members Mstep: Class 19 contains 39502 members Mstep: Class 20 contains 75652 members Entering Unmasked Estep ConsiderDeletion Score: -51689424.000000 Penalty: 53478.769531 Iteration 34Q: 18 clusters Score -5.168942e+07 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16540 members Mstep: Class 3 contains 4332 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3167 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10327 members Mstep: Class 9 contains 25856 members Mstep: Class 10 contains 407 members Mstep: Class 13 contains 17741 members Mstep: Class 14 contains 30583 members Mstep: Class 15 contains 15104 members Mstep: Class 16 contains 80146 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1275 members Mstep: Class 19 contains 39967 members Mstep: Class 20 contains 75124 members Entering Unmasked Estep ConsiderDeletion Score: -51691224.000000 Penalty: 53478.769531 Iteration 35Q: 18 clusters Score -5.169122e+07 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16549 members Mstep: Class 3 contains 4599 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3174 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10387 members Mstep: Class 9 contains 25732 members Mstep: Class 10 contains 407 members Mstep: Class 13 contains 17744 members Mstep: Class 14 contains 30288 members Mstep: Class 15 contains 15174 members Mstep: Class 16 contains 80055 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 40417 members Mstep: Class 20 contains 74766 members Entering Unmasked Estep ConsiderDeletion Score: -51691752.000000 Penalty: 53478.769531 Iteration 36Q: 18 clusters Score -5.169175e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16559 members Mstep: Class 3 contains 4815 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3182 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 337 members Mstep: Class 8 contains 10457 members Mstep: Class 9 contains 25618 members Mstep: Class 10 contains 407 members Mstep: Class 13 contains 17746 members Mstep: Class 14 contains 30021 members Mstep: Class 15 contains 15210 members Mstep: Class 16 contains 79974 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 40825 members Mstep: Class 20 contains 74478 members Entering Unmasked Estep ConsiderDeletion Score: -51692092.000000 Penalty: 53478.769531 Iteration 37Q: 18 clusters Score -5.169209e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 16565 members Mstep: Class 3 contains 4983 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3193 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10490 members Mstep: Class 9 contains 25524 members Mstep: Class 10 contains 407 members Mstep: Class 13 contains 17752 members Mstep: Class 14 contains 29814 members Mstep: Class 15 contains 15252 members Mstep: Class 16 contains 79904 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41155 members Mstep: Class 20 contains 74252 members Entering Unmasked Estep ConsiderDeletion Score: -51692480.000000 Penalty: 53478.769531 Iteration 38Q: 18 clusters Score -5.169248e+07 nChanged 713 Entering ConstructFrom: Score: -51692480.000000 Penalty: 53478.769531 Entering ConstructFrom: Trying to split cluster 2 (16570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16570 members Entering Unmasked Estep Score: -2667246.500000 Penalty: 2409.406494 Iteration 0F: 2 clusters Score -2667246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -2655638.500000 Penalty: 4818.812988 Iteration 0F: 3 clusters Score -2655638 nChanged 7209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -2660019.750000 Penalty: 4818.812988 Iteration 1F: 3 clusters Score -2660020 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -2661181.250000 Penalty: 4818.812988 Iteration 2F: 3 clusters Score -2661181 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -2663357.000000 Penalty: 4818.812988 Iteration 3F: 3 clusters Score -2663357 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10926 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2667945.000000 Penalty: 4818.812988 Iteration 4F: 3 clusters Score -2667945 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -2671602.500000 Penalty: 4818.812988 Iteration 5F: 3 clusters Score -2671602 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -2672592.750000 Penalty: 4818.812988 Iteration 6F: 3 clusters Score -2672593 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -2672817.500000 Penalty: 4818.812988 Iteration 7Q: 3 clusters Score -2672818 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -2672879.250000 Penalty: 4818.812988 Iteration 8Q: 3 clusters Score -2672879 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -2672894.750000 Penalty: 4818.812988 Iteration 9Q: 3 clusters Score -2672895 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -2672906.250000 Penalty: 4818.812988 Iteration 10Q: 3 clusters Score -2672906 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -2672920.000000 Penalty: 4818.812988 Iteration 11Q: 3 clusters Score -2672920 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12471 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -2672921.750000 Penalty: 4818.812988 Iteration 12Q: 3 clusters Score -2672922 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -2672927.500000 Penalty: 4818.812988 Iteration 13Q: 3 clusters Score -2672928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -2672919.500000 Penalty: 4818.812988 Iteration 14Q: 3 clusters Score -2672920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12492 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -2672922.500000 Penalty: 4818.812988 Iteration 15Q: 3 clusters Score -2672922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -2672924.000000 Penalty: 4818.812988 Iteration 16Q: 3 clusters Score -2672924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -2672923.500000 Penalty: 4818.812988 Iteration 17Q: 3 clusters Score -2672924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12496 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -2672920.000000 Penalty: 4818.812988 Iteration 18Q: 3 clusters Score -2672920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -2672918.750000 Penalty: 4818.812988 Iteration 19Q: 3 clusters Score -2672919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12498 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -2672921.750000 Penalty: 4818.812988 Iteration 20F: 3 clusters Score -2672922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -2672920.250000 Penalty: 4818.812988 Iteration 21Q: 3 clusters Score -2672920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -2672921.500000 Penalty: 4818.812988 Iteration 22Q: 3 clusters Score -2672922 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -2672919.500000 Penalty: 4818.812988 Iteration 23Q: 3 clusters Score -2672920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -2672920.750000 Penalty: 4818.812988 Iteration 24Q: 3 clusters Score -2672921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12510 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -2672922.000000 Penalty: 4818.812988 Iteration 25Q: 3 clusters Score -2672922 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -2672921.250000 Penalty: 4818.812988 Iteration 26Q: 3 clusters Score -2672921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -2672923.750000 Penalty: 4818.812988 Iteration 27Q: 3 clusters Score -2672924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12519 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -2672924.250000 Penalty: 4818.812988 Iteration 28Q: 3 clusters Score -2672924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -2672920.750000 Penalty: 4818.812988 Iteration 29Q: 3 clusters Score -2672921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -2672921.250000 Penalty: 4818.812988 Iteration 30Q: 3 clusters Score -2672921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12523 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -2672922.250000 Penalty: 4818.812988 Iteration 31Q: 3 clusters Score -2672922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -2672923.500000 Penalty: 4818.812988 Iteration 32Q: 3 clusters Score -2672924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -2672925.000000 Penalty: 4818.812988 Iteration 33Q: 3 clusters Score -2672925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -2672921.500000 Penalty: 4818.812988 Iteration 34Q: 3 clusters Score -2672922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -2672923.500000 Penalty: 4818.812988 Iteration 35Q: 3 clusters Score -2672924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -2672926.000000 Penalty: 4818.812988 Iteration 36Q: 3 clusters Score -2672926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -2672927.250000 Penalty: 4818.812988 Iteration 37Q: 3 clusters Score -2672927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -2672927.250000 Penalty: 4818.812988 Iteration 38F: 3 clusters Score -2672927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 5124 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3199 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 13 contains 17755 members Mstep: Class 14 contains 29646 members Mstep: Class 15 contains 15288 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Entering Unmasked Estep Score: -51697816.000000 Penalty: 56624.578125 Splitting cluster 2 changes total score from -51692480.000000 to -51697816.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (5124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Entering Unmasked Estep Score: -832305.812500 Penalty: 2118.339355 Iteration 0F: 2 clusters Score -832305.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -827689.437500 Penalty: 4236.678711 Iteration 0F: 3 clusters Score -827689.4 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -828957.687500 Penalty: 4236.678711 Iteration 1F: 3 clusters Score -828957.7 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -829374.187500 Penalty: 4236.678711 Iteration 2F: 3 clusters Score -829374.2 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -829830.250000 Penalty: 4236.678711 Iteration 3F: 3 clusters Score -829830.2 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -830413.625000 Penalty: 4236.678711 Iteration 4F: 3 clusters Score -830413.6 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -831117.750000 Penalty: 4236.678711 Iteration 5F: 3 clusters Score -831117.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -831767.000000 Penalty: 4236.678711 Iteration 6F: 3 clusters Score -831767 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -832099.312500 Penalty: 4236.678711 Iteration 7F: 3 clusters Score -832099.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -832264.937500 Penalty: 4236.678711 Iteration 8Q: 3 clusters Score -832264.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -832364.937500 Penalty: 4236.678711 Iteration 9Q: 3 clusters Score -832364.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -832412.312500 Penalty: 4236.678711 Iteration 10Q: 3 clusters Score -832412.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -832429.687500 Penalty: 4236.678711 Iteration 11Q: 3 clusters Score -832429.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -832443.812500 Penalty: 4236.678711 Iteration 12Q: 3 clusters Score -832443.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -832451.187500 Penalty: 4236.678711 Iteration 13Q: 3 clusters Score -832451.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -832453.937500 Penalty: 4236.678711 Iteration 14Q: 3 clusters Score -832453.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -832454.625000 Penalty: 4236.678711 Iteration 15Q: 3 clusters Score -832454.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -832454.625000 Penalty: 4236.678711 Iteration 16F: 3 clusters Score -832454.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 3199 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 13 contains 17755 members Mstep: Class 14 contains 29646 members Mstep: Class 15 contains 15288 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Entering Unmasked Estep Score: -51696948.000000 Penalty: 59770.386719 Splitting cluster 3 changes total score from -51692480.000000 to -51696948.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 4 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -55317.031250 Penalty: 1489.575684 Iteration 0F: 2 clusters Score -55317.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -53986.875000 Penalty: 2979.151367 Iteration 0F: 3 clusters Score -53986.88 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -54288.679688 Penalty: 2979.151367 Iteration 1F: 3 clusters Score -54288.68 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -54630.207031 Penalty: 2979.151367 Iteration 2F: 3 clusters Score -54630.21 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -55006.855469 Penalty: 2979.151367 Iteration 3F: 3 clusters Score -55006.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -55199.277344 Penalty: 2979.151367 Iteration 4F: 3 clusters Score -55199.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -55290.773438 Penalty: 2979.151367 Iteration 5Q: 3 clusters Score -55290.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -55370.945312 Penalty: 2979.151367 Iteration 6Q: 3 clusters Score -55370.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -55552.292969 Penalty: 2979.151367 Iteration 7Q: 3 clusters Score -55552.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -55710.851562 Penalty: 2979.151367 Iteration 8Q: 3 clusters Score -55710.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -55769.218750 Penalty: 2979.151367 Iteration 9Q: 3 clusters Score -55769.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -55787.105469 Penalty: 2979.151367 Iteration 10Q: 3 clusters Score -55787.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -55796.449219 Penalty: 2979.151367 Iteration 11Q: 3 clusters Score -55796.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -55830.281250 Penalty: 2979.151367 Iteration 12Q: 3 clusters Score -55830.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -55839.992188 Penalty: 2979.151367 Iteration 13Q: 3 clusters Score -55839.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -55846.425781 Penalty: 2979.151367 Iteration 14Q: 3 clusters Score -55846.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -55850.312500 Penalty: 2979.151367 Iteration 15Q: 3 clusters Score -55850.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -55850.312500 Penalty: 2979.151367 Iteration 16F: 3 clusters Score -55850.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 3199 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 17755 members Mstep: Class 14 contains 29646 members Mstep: Class 15 contains 15288 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Entering Unmasked Estep Score: -51695824.000000 Penalty: 62916.195312 Splitting cluster 4 changes total score from -51692480.000000 to -51695824.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 5 (3199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Entering Unmasked Estep Score: -483066.656250 Penalty: 2001.507324 Iteration 0F: 2 clusters Score -483066.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -479773.062500 Penalty: 4003.014648 Iteration 0F: 3 clusters Score -479773.1 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -481127.437500 Penalty: 4003.014648 Iteration 1F: 3 clusters Score -481127.4 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -482556.218750 Penalty: 4003.014648 Iteration 2F: 3 clusters Score -482556.2 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -483898.187500 Penalty: 4003.014648 Iteration 3F: 3 clusters Score -483898.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -484386.437500 Penalty: 4003.014648 Iteration 4F: 3 clusters Score -484386.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -484517.468750 Penalty: 4003.014648 Iteration 5Q: 3 clusters Score -484517.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -484583.187500 Penalty: 4003.014648 Iteration 6Q: 3 clusters Score -484583.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -484619.812500 Penalty: 4003.014648 Iteration 7Q: 3 clusters Score -484619.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -484639.125000 Penalty: 4003.014648 Iteration 8Q: 3 clusters Score -484639.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -484653.437500 Penalty: 4003.014648 Iteration 9Q: 3 clusters Score -484653.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -484657.500000 Penalty: 4003.014648 Iteration 10Q: 3 clusters Score -484657.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -484662.312500 Penalty: 4003.014648 Iteration 11Q: 3 clusters Score -484662.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -484667.031250 Penalty: 4003.014648 Iteration 12Q: 3 clusters Score -484667 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -484670.406250 Penalty: 4003.014648 Iteration 13Q: 3 clusters Score -484670.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -484685.531250 Penalty: 4003.014648 Iteration 14Q: 3 clusters Score -484685.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -484699.343750 Penalty: 4003.014648 Iteration 15Q: 3 clusters Score -484699.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -484723.093750 Penalty: 4003.014648 Iteration 16Q: 3 clusters Score -484723.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -484771.031250 Penalty: 4003.014648 Iteration 17Q: 3 clusters Score -484771 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -484800.156250 Penalty: 4003.014648 Iteration 18Q: 3 clusters Score -484800.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -484817.156250 Penalty: 4003.014648 Iteration 19Q: 3 clusters Score -484817.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -484823.718750 Penalty: 4003.014648 Iteration 20F: 3 clusters Score -484823.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -484825.531250 Penalty: 4003.014648 Iteration 21Q: 3 clusters Score -484825.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -484828.312500 Penalty: 4003.014648 Iteration 22Q: 3 clusters Score -484828.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -484828.218750 Penalty: 4003.014648 Iteration 23Q: 3 clusters Score -484828.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -484829.156250 Penalty: 4003.014648 Iteration 24Q: 3 clusters Score -484829.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -484829.187500 Penalty: 4003.014648 Iteration 25Q: 3 clusters Score -484829.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -484833.687500 Penalty: 4003.014648 Iteration 26Q: 3 clusters Score -484833.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -484833.687500 Penalty: 4003.014648 Iteration 27F: 3 clusters Score -484833.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 17755 members Mstep: Class 14 contains 29646 members Mstep: Class 15 contains 15288 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Entering Unmasked Estep Score: -51696496.000000 Penalty: 66062.007812 Splitting cluster 5 changes total score from -51692480.000000 to -51696496.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 6 (373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Entering Unmasked Estep Score: -56448.660156 Penalty: 1468.551392 Iteration 0F: 2 clusters Score -56448.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -55034.773438 Penalty: 2937.102783 Iteration 0F: 3 clusters Score -55034.77 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -55181.781250 Penalty: 2937.102783 Iteration 1F: 3 clusters Score -55181.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -55227.218750 Penalty: 2937.102783 Iteration 2Q: 3 clusters Score -55227.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -55234.628906 Penalty: 2937.102783 Iteration 3Q: 3 clusters Score -55234.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -55235.484375 Penalty: 2937.102783 Iteration 4Q: 3 clusters Score -55235.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -55235.484375 Penalty: 2937.102783 Iteration 5F: 3 clusters Score -55235.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Entering Unmasked Estep Score: -47289.984375 Penalty: 1444.115356 Iteration 0F: 2 clusters Score -47289.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -46089.320312 Penalty: 2888.230713 Iteration 0F: 3 clusters Score -46089.32 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -46352.449219 Penalty: 2888.230713 Iteration 1F: 3 clusters Score -46352.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -46490.335938 Penalty: 2888.230713 Iteration 2F: 3 clusters Score -46490.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -46579.464844 Penalty: 2888.230713 Iteration 3Q: 3 clusters Score -46579.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46661.351562 Penalty: 2888.230713 Iteration 4Q: 3 clusters Score -46661.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -46682.273438 Penalty: 2888.230713 Iteration 5Q: 3 clusters Score -46682.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -46688.382812 Penalty: 2888.230713 Iteration 6Q: 3 clusters Score -46688.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -46689.062500 Penalty: 2888.230713 Iteration 7Q: 3 clusters Score -46689.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -46689.859375 Penalty: 2888.230713 Iteration 8Q: 3 clusters Score -46689.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -46689.859375 Penalty: 2888.230713 Iteration 9F: 3 clusters Score -46689.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Entering Unmasked Estep Score: -1673238.125000 Penalty: 2296.712891 Iteration 0F: 2 clusters Score -1673238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -1665377.625000 Penalty: 4593.425781 Iteration 0F: 3 clusters Score -1665378 nChanged 4322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -1668075.625000 Penalty: 4593.425781 Iteration 1F: 3 clusters Score -1668076 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1668864.625000 Penalty: 4593.425781 Iteration 2F: 3 clusters Score -1668865 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1669602.625000 Penalty: 4593.425781 Iteration 3F: 3 clusters Score -1669603 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1670084.250000 Penalty: 4593.425781 Iteration 4F: 3 clusters Score -1670084 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1670406.125000 Penalty: 4593.425781 Iteration 5F: 3 clusters Score -1670406 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -1670634.000000 Penalty: 4593.425781 Iteration 6Q: 3 clusters Score -1670634 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1670832.250000 Penalty: 4593.425781 Iteration 7Q: 3 clusters Score -1670832 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1671011.750000 Penalty: 4593.425781 Iteration 8Q: 3 clusters Score -1671012 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -1671180.625000 Penalty: 4593.425781 Iteration 9Q: 3 clusters Score -1671181 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1671332.625000 Penalty: 4593.425781 Iteration 10Q: 3 clusters Score -1671333 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1671447.625000 Penalty: 4593.425781 Iteration 11Q: 3 clusters Score -1671448 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1671556.250000 Penalty: 4593.425781 Iteration 12Q: 3 clusters Score -1671556 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1671649.375000 Penalty: 4593.425781 Iteration 13Q: 3 clusters Score -1671649 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -1671754.000000 Penalty: 4593.425781 Iteration 14Q: 3 clusters Score -1671754 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1671875.750000 Penalty: 4593.425781 Iteration 15Q: 3 clusters Score -1671876 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1671981.625000 Penalty: 4593.425781 Iteration 16Q: 3 clusters Score -1671982 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1672068.500000 Penalty: 4593.425781 Iteration 17Q: 3 clusters Score -1672068 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1672133.500000 Penalty: 4593.425781 Iteration 18Q: 3 clusters Score -1672134 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -1672204.000000 Penalty: 4593.425781 Iteration 19Q: 3 clusters Score -1672204 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -1672315.125000 Penalty: 4593.425781 Iteration 20F: 3 clusters Score -1672315 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1672381.750000 Penalty: 4593.425781 Iteration 21Q: 3 clusters Score -1672382 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1672413.500000 Penalty: 4593.425781 Iteration 22Q: 3 clusters Score -1672414 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1672442.875000 Penalty: 4593.425781 Iteration 23Q: 3 clusters Score -1672443 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1672455.500000 Penalty: 4593.425781 Iteration 24Q: 3 clusters Score -1672456 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1672460.250000 Penalty: 4593.425781 Iteration 25Q: 3 clusters Score -1672460 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1672475.250000 Penalty: 4593.425781 Iteration 26Q: 3 clusters Score -1672475 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1672488.125000 Penalty: 4593.425781 Iteration 27Q: 3 clusters Score -1672488 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1672492.375000 Penalty: 4593.425781 Iteration 28Q: 3 clusters Score -1672492 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1672500.250000 Penalty: 4593.425781 Iteration 29Q: 3 clusters Score -1672500 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1672505.125000 Penalty: 4593.425781 Iteration 30Q: 3 clusters Score -1672505 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1672509.875000 Penalty: 4593.425781 Iteration 31Q: 3 clusters Score -1672510 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1672513.125000 Penalty: 4593.425781 Iteration 32Q: 3 clusters Score -1672513 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1672513.875000 Penalty: 4593.425781 Iteration 33Q: 3 clusters Score -1672514 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1672519.750000 Penalty: 4593.425781 Iteration 34Q: 3 clusters Score -1672520 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1672529.875000 Penalty: 4593.425781 Iteration 35Q: 3 clusters Score -1672530 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1672536.250000 Penalty: 4593.425781 Iteration 36Q: 3 clusters Score -1672536 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1672547.250000 Penalty: 4593.425781 Iteration 37Q: 3 clusters Score -1672547 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1672547.500000 Penalty: 4593.425781 Iteration 38Q: 3 clusters Score -1672548 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1672552.250000 Penalty: 4593.425781 Iteration 39Q: 3 clusters Score -1672552 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -1672558.250000 Penalty: 4593.425781 Iteration 40F: 3 clusters Score -1672558 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1672561.750000 Penalty: 4593.425781 Iteration 41Q: 3 clusters Score -1672562 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1672561.500000 Penalty: 4593.425781 Iteration 42Q: 3 clusters Score -1672562 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1672563.250000 Penalty: 4593.425781 Iteration 43Q: 3 clusters Score -1672563 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1672565.250000 Penalty: 4593.425781 Iteration 44Q: 3 clusters Score -1672565 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1672572.875000 Penalty: 4593.425781 Iteration 45Q: 3 clusters Score -1672573 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1672576.000000 Penalty: 4593.425781 Iteration 46Q: 3 clusters Score -1672576 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1672578.875000 Penalty: 4593.425781 Iteration 47Q: 3 clusters Score -1672579 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1672578.250000 Penalty: 4593.425781 Iteration 48Q: 3 clusters Score -1672578 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1672578.375000 Penalty: 4593.425781 Iteration 49Q: 3 clusters Score -1672578 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1672583.000000 Penalty: 4593.425781 Iteration 50Q: 3 clusters Score -1672583 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1672584.750000 Penalty: 4593.425781 Iteration 51Q: 3 clusters Score -1672585 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -1672584.750000 Penalty: 4593.425781 Iteration 52Q: 3 clusters Score -1672585 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1672585.625000 Penalty: 4593.425781 Iteration 53Q: 3 clusters Score -1672586 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1672586.500000 Penalty: 4593.425781 Iteration 54Q: 3 clusters Score -1672586 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1672590.125000 Penalty: 4593.425781 Iteration 55Q: 3 clusters Score -1672590 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1672591.250000 Penalty: 4593.425781 Iteration 56Q: 3 clusters Score -1672591 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1672594.875000 Penalty: 4593.425781 Iteration 57Q: 3 clusters Score -1672595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1672591.875000 Penalty: 4593.425781 Iteration 58Q: 3 clusters Score -1672592 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -1672593.125000 Penalty: 4593.425781 Iteration 59Q: 3 clusters Score -1672593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1672592.000000 Penalty: 4593.425781 Iteration 60F: 3 clusters Score -1672592 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1672595.625000 Penalty: 4593.425781 Iteration 61Q: 3 clusters Score -1672596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1672595.250000 Penalty: 4593.425781 Iteration 62Q: 3 clusters Score -1672595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1672594.125000 Penalty: 4593.425781 Iteration 63Q: 3 clusters Score -1672594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1672595.625000 Penalty: 4593.425781 Iteration 64Q: 3 clusters Score -1672596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1672598.000000 Penalty: 4593.425781 Iteration 65Q: 3 clusters Score -1672598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1672596.500000 Penalty: 4593.425781 Iteration 66Q: 3 clusters Score -1672596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1672597.375000 Penalty: 4593.425781 Iteration 67Q: 3 clusters Score -1672597 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1672596.500000 Penalty: 4593.425781 Iteration 68Q: 3 clusters Score -1672596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1672597.625000 Penalty: 4593.425781 Iteration 69Q: 3 clusters Score -1672598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1672597.875000 Penalty: 4593.425781 Iteration 70Q: 3 clusters Score -1672598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1672598.625000 Penalty: 4593.425781 Iteration 71Q: 3 clusters Score -1672599 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1672597.375000 Penalty: 4593.425781 Iteration 72Q: 3 clusters Score -1672597 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1672596.750000 Penalty: 4593.425781 Iteration 73Q: 3 clusters Score -1672597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1672598.750000 Penalty: 4593.425781 Iteration 74Q: 3 clusters Score -1672599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1672596.750000 Penalty: 4593.425781 Iteration 75Q: 3 clusters Score -1672597 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1672596.750000 Penalty: 4593.425781 Iteration 76F: 3 clusters Score -1672597 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (25452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25452 members Entering Unmasked Estep Score: -4204377.500000 Penalty: 2515.848145 Iteration 0F: 2 clusters Score -4204378 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 12701 members Entering Unmasked Estep Score: -4186720.500000 Penalty: 5031.696289 Iteration 0F: 3 clusters Score -4186720 nChanged 11482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -4192811.000000 Penalty: 5031.696289 Iteration 1F: 3 clusters Score -4192811 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12776 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -4193277.250000 Penalty: 5031.696289 Iteration 2F: 3 clusters Score -4193277 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12696 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -4193722.750000 Penalty: 5031.696289 Iteration 3Q: 3 clusters Score -4193723 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 12796 members Entering Unmasked Estep Score: -4194135.000000 Penalty: 5031.696289 Iteration 4Q: 3 clusters Score -4194135 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -4194560.500000 Penalty: 5031.696289 Iteration 5Q: 3 clusters Score -4194560 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 12923 members Entering Unmasked Estep Score: -4194957.500000 Penalty: 5031.696289 Iteration 6Q: 3 clusters Score -4194958 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 13031 members Entering Unmasked Estep Score: -4195414.500000 Penalty: 5031.696289 Iteration 7Q: 3 clusters Score -4195414 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 13168 members Entering Unmasked Estep Score: -4195849.500000 Penalty: 5031.696289 Iteration 8Q: 3 clusters Score -4195850 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -4196351.500000 Penalty: 5031.696289 Iteration 9Q: 3 clusters Score -4196352 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 13517 members Entering Unmasked Estep Score: -4196944.000000 Penalty: 5031.696289 Iteration 10Q: 3 clusters Score -4196944 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11764 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -4197494.000000 Penalty: 5031.696289 Iteration 11Q: 3 clusters Score -4197494 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11658 members Mstep: Class 2 contains 13794 members Entering Unmasked Estep Score: -4197985.500000 Penalty: 5031.696289 Iteration 12Q: 3 clusters Score -4197986 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -4198376.500000 Penalty: 5031.696289 Iteration 13Q: 3 clusters Score -4198376 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -4198650.500000 Penalty: 5031.696289 Iteration 14Q: 3 clusters Score -4198650 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -4198782.500000 Penalty: 5031.696289 Iteration 15Q: 3 clusters Score -4198782 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 13973 members Entering Unmasked Estep Score: -4198878.500000 Penalty: 5031.696289 Iteration 16Q: 3 clusters Score -4198878 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 13954 members Entering Unmasked Estep Score: -4198917.500000 Penalty: 5031.696289 Iteration 17Q: 3 clusters Score -4198918 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -4198969.000000 Penalty: 5031.696289 Iteration 18Q: 3 clusters Score -4198969 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -4199015.500000 Penalty: 5031.696289 Iteration 19Q: 3 clusters Score -4199016 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -4199041.000000 Penalty: 5031.696289 Iteration 20F: 3 clusters Score -4199041 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -4199084.500000 Penalty: 5031.696289 Iteration 21Q: 3 clusters Score -4199084 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -4199092.500000 Penalty: 5031.696289 Iteration 22Q: 3 clusters Score -4199092 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 13993 members Entering Unmasked Estep Score: -4199129.000000 Penalty: 5031.696289 Iteration 23Q: 3 clusters Score -4199129 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -4199154.500000 Penalty: 5031.696289 Iteration 24Q: 3 clusters Score -4199154 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 13990 members Entering Unmasked Estep Score: -4199193.000000 Penalty: 5031.696289 Iteration 25Q: 3 clusters Score -4199193 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 13998 members Entering Unmasked Estep Score: -4199200.500000 Penalty: 5031.696289 Iteration 26Q: 3 clusters Score -4199200 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11441 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -4199209.000000 Penalty: 5031.696289 Iteration 27Q: 3 clusters Score -4199209 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -4199248.000000 Penalty: 5031.696289 Iteration 28Q: 3 clusters Score -4199248 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 14040 members Entering Unmasked Estep Score: -4199249.500000 Penalty: 5031.696289 Iteration 29Q: 3 clusters Score -4199250 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -4199264.000000 Penalty: 5031.696289 Iteration 30Q: 3 clusters Score -4199264 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 14091 members Entering Unmasked Estep Score: -4199271.000000 Penalty: 5031.696289 Iteration 31Q: 3 clusters Score -4199271 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -4199300.000000 Penalty: 5031.696289 Iteration 32Q: 3 clusters Score -4199300 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -4199309.000000 Penalty: 5031.696289 Iteration 33Q: 3 clusters Score -4199309 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 14201 members Entering Unmasked Estep Score: -4199318.000000 Penalty: 5031.696289 Iteration 34Q: 3 clusters Score -4199318 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -4199327.000000 Penalty: 5031.696289 Iteration 35Q: 3 clusters Score -4199327 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -4199337.000000 Penalty: 5031.696289 Iteration 36Q: 3 clusters Score -4199337 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -4199358.000000 Penalty: 5031.696289 Iteration 37Q: 3 clusters Score -4199358 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -4199370.000000 Penalty: 5031.696289 Iteration 38Q: 3 clusters Score -4199370 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 14477 members Entering Unmasked Estep Score: -4199388.500000 Penalty: 5031.696289 Iteration 39Q: 3 clusters Score -4199388 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 14525 members Entering Unmasked Estep Score: -4199401.500000 Penalty: 5031.696289 Iteration 40F: 3 clusters Score -4199402 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -4199401.000000 Penalty: 5031.696289 Iteration 41Q: 3 clusters Score -4199401 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -4199430.500000 Penalty: 5031.696289 Iteration 42Q: 3 clusters Score -4199430 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -4199431.500000 Penalty: 5031.696289 Iteration 43Q: 3 clusters Score -4199432 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -4199443.000000 Penalty: 5031.696289 Iteration 44Q: 3 clusters Score -4199443 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10719 members Mstep: Class 2 contains 14733 members Entering Unmasked Estep Score: -4199450.500000 Penalty: 5031.696289 Iteration 45Q: 3 clusters Score -4199450 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -4199443.500000 Penalty: 5031.696289 Iteration 46Q: 3 clusters Score -4199444 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 14847 members Entering Unmasked Estep Score: -4199458.500000 Penalty: 5031.696289 Iteration 47Q: 3 clusters Score -4199458 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -4199478.500000 Penalty: 5031.696289 Iteration 48Q: 3 clusters Score -4199478 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 14966 members Entering Unmasked Estep Score: -4199475.000000 Penalty: 5031.696289 Iteration 49Q: 3 clusters Score -4199475 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -4199499.500000 Penalty: 5031.696289 Iteration 50Q: 3 clusters Score -4199500 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -4199506.000000 Penalty: 5031.696289 Iteration 51Q: 3 clusters Score -4199506 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -4199517.500000 Penalty: 5031.696289 Iteration 52Q: 3 clusters Score -4199518 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -4199541.000000 Penalty: 5031.696289 Iteration 53Q: 3 clusters Score -4199541 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -4199560.500000 Penalty: 5031.696289 Iteration 54Q: 3 clusters Score -4199560 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10029 members Mstep: Class 2 contains 15423 members Entering Unmasked Estep Score: -4199571.500000 Penalty: 5031.696289 Iteration 55Q: 3 clusters Score -4199572 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -4199577.000000 Penalty: 5031.696289 Iteration 56Q: 3 clusters Score -4199577 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -4199608.500000 Penalty: 5031.696289 Iteration 57Q: 3 clusters Score -4199608 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 15718 members Entering Unmasked Estep Score: -4199623.500000 Penalty: 5031.696289 Iteration 58Q: 3 clusters Score -4199624 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 15822 members Entering Unmasked Estep Score: -4199635.000000 Penalty: 5031.696289 Iteration 59Q: 3 clusters Score -4199635 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 15921 members Entering Unmasked Estep Score: -4199645.000000 Penalty: 5031.696289 Iteration 60F: 3 clusters Score -4199645 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 16029 members Entering Unmasked Estep Score: -4199667.000000 Penalty: 5031.696289 Iteration 61Q: 3 clusters Score -4199667 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 16125 members Entering Unmasked Estep Score: -4199677.500000 Penalty: 5031.696289 Iteration 62Q: 3 clusters Score -4199678 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -4199708.000000 Penalty: 5031.696289 Iteration 63Q: 3 clusters Score -4199708 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -4199741.500000 Penalty: 5031.696289 Iteration 64Q: 3 clusters Score -4199742 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 16516 members Entering Unmasked Estep Score: -4199778.500000 Penalty: 5031.696289 Iteration 65Q: 3 clusters Score -4199778 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 16674 members Entering Unmasked Estep Score: -4199825.500000 Penalty: 5031.696289 Iteration 66Q: 3 clusters Score -4199826 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 16851 members Entering Unmasked Estep Score: -4199862.500000 Penalty: 5031.696289 Iteration 67Q: 3 clusters Score -4199862 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 17034 members Entering Unmasked Estep Score: -4199923.500000 Penalty: 5031.696289 Iteration 68Q: 3 clusters Score -4199924 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 17221 members Entering Unmasked Estep Score: -4199971.500000 Penalty: 5031.696289 Iteration 69Q: 3 clusters Score -4199972 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 17411 members Entering Unmasked Estep Score: -4200008.500000 Penalty: 5031.696289 Iteration 70Q: 3 clusters Score -4200008 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 17616 members Entering Unmasked Estep Score: -4200068.000000 Penalty: 5031.696289 Iteration 71Q: 3 clusters Score -4200068 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 17851 members Entering Unmasked Estep Score: -4200133.500000 Penalty: 5031.696289 Iteration 72Q: 3 clusters Score -4200134 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 18104 members Entering Unmasked Estep Score: -4200227.000000 Penalty: 5031.696289 Iteration 73Q: 3 clusters Score -4200227 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 18382 members Entering Unmasked Estep Score: -4200335.000000 Penalty: 5031.696289 Iteration 74Q: 3 clusters Score -4200335 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -4200423.500000 Penalty: 5031.696289 Iteration 75Q: 3 clusters Score -4200424 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 18990 members Entering Unmasked Estep Score: -4200557.000000 Penalty: 5031.696289 Iteration 76Q: 3 clusters Score -4200557 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 19347 members Entering Unmasked Estep Score: -4200705.500000 Penalty: 5031.696289 Iteration 77Q: 3 clusters Score -4200706 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 19701 members Entering Unmasked Estep Score: -4200851.500000 Penalty: 5031.696289 Iteration 78Q: 3 clusters Score -4200852 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 20065 members Entering Unmasked Estep Score: -4201031.000000 Penalty: 5031.696289 Iteration 79Q: 3 clusters Score -4201031 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 20417 members Entering Unmasked Estep Score: -4201175.500000 Penalty: 5031.696289 Iteration 80F: 3 clusters Score -4201176 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -4201327.000000 Penalty: 5031.696289 Iteration 81Q: 3 clusters Score -4201327 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 21066 members Entering Unmasked Estep Score: -4201489.500000 Penalty: 5031.696289 Iteration 82Q: 3 clusters Score -4201490 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 21371 members Entering Unmasked Estep Score: -4201641.500000 Penalty: 5031.696289 Iteration 83Q: 3 clusters Score -4201642 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 21667 members Entering Unmasked Estep Score: -4201809.000000 Penalty: 5031.696289 Iteration 84Q: 3 clusters Score -4201809 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 21927 members Entering Unmasked Estep Score: -4201926.500000 Penalty: 5031.696289 Iteration 85Q: 3 clusters Score -4201926 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 22154 members Entering Unmasked Estep Score: -4202057.500000 Penalty: 5031.696289 Iteration 86Q: 3 clusters Score -4202058 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 22356 members Entering Unmasked Estep Score: -4202147.500000 Penalty: 5031.696289 Iteration 87Q: 3 clusters Score -4202148 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 22538 members Entering Unmasked Estep Score: -4202221.500000 Penalty: 5031.696289 Iteration 88Q: 3 clusters Score -4202222 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 22678 members Entering Unmasked Estep Score: -4202281.000000 Penalty: 5031.696289 Iteration 89Q: 3 clusters Score -4202281 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 22791 members Entering Unmasked Estep Score: -4202319.500000 Penalty: 5031.696289 Iteration 90Q: 3 clusters Score -4202320 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -4202346.500000 Penalty: 5031.696289 Iteration 91Q: 3 clusters Score -4202346 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -4202381.500000 Penalty: 5031.696289 Iteration 92Q: 3 clusters Score -4202382 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 23031 members Entering Unmasked Estep Score: -4202405.000000 Penalty: 5031.696289 Iteration 93Q: 3 clusters Score -4202405 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 23087 members Entering Unmasked Estep Score: -4202432.500000 Penalty: 5031.696289 Iteration 94Q: 3 clusters Score -4202432 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 23139 members Entering Unmasked Estep Score: -4202439.000000 Penalty: 5031.696289 Iteration 95Q: 3 clusters Score -4202439 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -4202454.500000 Penalty: 5031.696289 Iteration 96Q: 3 clusters Score -4202454 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 23238 members Entering Unmasked Estep Score: -4202479.500000 Penalty: 5031.696289 Iteration 97Q: 3 clusters Score -4202480 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 23287 members Entering Unmasked Estep Score: -4202495.500000 Penalty: 5031.696289 Iteration 98Q: 3 clusters Score -4202496 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 23327 members Entering Unmasked Estep Score: -4202506.500000 Penalty: 5031.696289 Iteration 99Q: 3 clusters Score -4202506 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 23362 members Entering Unmasked Estep Score: -4202521.500000 Penalty: 5031.696289 Iteration 100F: 3 clusters Score -4202522 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 23391 members Entering Unmasked Estep Score: -4202529.000000 Penalty: 5031.696289 Iteration 101Q: 3 clusters Score -4202529 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 23418 members Entering Unmasked Estep Score: -4202534.500000 Penalty: 5031.696289 Iteration 102Q: 3 clusters Score -4202534 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 23446 members Entering Unmasked Estep Score: -4202538.000000 Penalty: 5031.696289 Iteration 103Q: 3 clusters Score -4202538 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 23471 members Entering Unmasked Estep Score: -4202555.000000 Penalty: 5031.696289 Iteration 104Q: 3 clusters Score -4202555 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 23495 members Entering Unmasked Estep Score: -4202558.000000 Penalty: 5031.696289 Iteration 105Q: 3 clusters Score -4202558 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 23521 members Entering Unmasked Estep Score: -4202573.000000 Penalty: 5031.696289 Iteration 106Q: 3 clusters Score -4202573 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 23545 members Entering Unmasked Estep Score: -4202580.000000 Penalty: 5031.696289 Iteration 107Q: 3 clusters Score -4202580 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -4202588.500000 Penalty: 5031.696289 Iteration 108Q: 3 clusters Score -4202588 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -4202591.000000 Penalty: 5031.696289 Iteration 109Q: 3 clusters Score -4202591 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 23617 members Entering Unmasked Estep Score: -4202593.000000 Penalty: 5031.696289 Iteration 110Q: 3 clusters Score -4202593 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 23625 members Entering Unmasked Estep Score: -4202585.500000 Penalty: 5031.696289 Iteration 111Q: 3 clusters Score -4202586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 23629 members Entering Unmasked Estep Score: -4202588.000000 Penalty: 5031.696289 Iteration 112Q: 3 clusters Score -4202588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 23635 members Entering Unmasked Estep Score: -4202594.500000 Penalty: 5031.696289 Iteration 113Q: 3 clusters Score -4202594 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 23639 members Entering Unmasked Estep Score: -4202593.000000 Penalty: 5031.696289 Iteration 114Q: 3 clusters Score -4202593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 23643 members Entering Unmasked Estep Score: -4202605.000000 Penalty: 5031.696289 Iteration 115Q: 3 clusters Score -4202605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 23650 members Entering Unmasked Estep Score: -4202600.000000 Penalty: 5031.696289 Iteration 116Q: 3 clusters Score -4202600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 23653 members Entering Unmasked Estep Score: -4202602.000000 Penalty: 5031.696289 Iteration 117Q: 3 clusters Score -4202602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -4202605.000000 Penalty: 5031.696289 Iteration 118Q: 3 clusters Score -4202605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 23655 members Entering Unmasked Estep Score: -4202599.500000 Penalty: 5031.696289 Iteration 119Q: 3 clusters Score -4202600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -4202598.500000 Penalty: 5031.696289 Iteration 120F: 3 clusters Score -4202598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -4202607.500000 Penalty: 5031.696289 Iteration 121Q: 3 clusters Score -4202608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 23666 members Entering Unmasked Estep Score: -4202608.000000 Penalty: 5031.696289 Iteration 122Q: 3 clusters Score -4202608 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 23669 members Entering Unmasked Estep Score: -4202605.500000 Penalty: 5031.696289 Iteration 123Q: 3 clusters Score -4202606 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 23676 members Entering Unmasked Estep Score: -4202610.500000 Penalty: 5031.696289 Iteration 124Q: 3 clusters Score -4202610 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 23681 members Entering Unmasked Estep Score: -4202611.500000 Penalty: 5031.696289 Iteration 125Q: 3 clusters Score -4202612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -4202612.000000 Penalty: 5031.696289 Iteration 126Q: 3 clusters Score -4202612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 23697 members Entering Unmasked Estep Score: -4202618.000000 Penalty: 5031.696289 Iteration 127Q: 3 clusters Score -4202618 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -4202616.000000 Penalty: 5031.696289 Iteration 128Q: 3 clusters Score -4202616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 23715 members Entering Unmasked Estep Score: -4202619.500000 Penalty: 5031.696289 Iteration 129Q: 3 clusters Score -4202620 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 23730 members Entering Unmasked Estep Score: -4202620.500000 Penalty: 5031.696289 Iteration 130Q: 3 clusters Score -4202620 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 23738 members Entering Unmasked Estep Score: -4202629.500000 Penalty: 5031.696289 Iteration 131Q: 3 clusters Score -4202630 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 23746 members Entering Unmasked Estep Score: -4202628.000000 Penalty: 5031.696289 Iteration 132Q: 3 clusters Score -4202628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 23755 members Entering Unmasked Estep Score: -4202635.000000 Penalty: 5031.696289 Iteration 133Q: 3 clusters Score -4202635 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 23767 members Entering Unmasked Estep Score: -4202634.000000 Penalty: 5031.696289 Iteration 134Q: 3 clusters Score -4202634 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 23781 members Entering Unmasked Estep Score: -4202628.500000 Penalty: 5031.696289 Iteration 135Q: 3 clusters Score -4202628 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 23794 members Entering Unmasked Estep Score: -4202629.500000 Penalty: 5031.696289 Iteration 136Q: 3 clusters Score -4202630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 23801 members Entering Unmasked Estep Score: -4202642.500000 Penalty: 5031.696289 Iteration 137Q: 3 clusters Score -4202642 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 23812 members Entering Unmasked Estep Score: -4202645.000000 Penalty: 5031.696289 Iteration 138Q: 3 clusters Score -4202645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 23817 members Entering Unmasked Estep Score: -4202651.500000 Penalty: 5031.696289 Iteration 139Q: 3 clusters Score -4202652 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 23828 members Entering Unmasked Estep Score: -4202652.000000 Penalty: 5031.696289 Iteration 140F: 3 clusters Score -4202652 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 23837 members Entering Unmasked Estep Score: -4202649.000000 Penalty: 5031.696289 Iteration 141Q: 3 clusters Score -4202649 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 23843 members Entering Unmasked Estep Score: -4202650.500000 Penalty: 5031.696289 Iteration 142Q: 3 clusters Score -4202650 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 23854 members Entering Unmasked Estep Score: -4202654.000000 Penalty: 5031.696289 Iteration 143Q: 3 clusters Score -4202654 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 23866 members Entering Unmasked Estep Score: -4202655.000000 Penalty: 5031.696289 Iteration 144Q: 3 clusters Score -4202655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 23872 members Entering Unmasked Estep Score: -4202661.500000 Penalty: 5031.696289 Iteration 145Q: 3 clusters Score -4202662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 23883 members Entering Unmasked Estep Score: -4202652.000000 Penalty: 5031.696289 Iteration 146Q: 3 clusters Score -4202652 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -4202658.500000 Penalty: 5031.696289 Iteration 147Q: 3 clusters Score -4202658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 23902 members Entering Unmasked Estep Score: -4202659.000000 Penalty: 5031.696289 Iteration 148Q: 3 clusters Score -4202659 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -4202669.000000 Penalty: 5031.696289 Iteration 149Q: 3 clusters Score -4202669 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 23915 members Entering Unmasked Estep Score: -4202661.500000 Penalty: 5031.696289 Iteration 150Q: 3 clusters Score -4202662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 23922 members Entering Unmasked Estep Score: -4202670.000000 Penalty: 5031.696289 Iteration 151Q: 3 clusters Score -4202670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 23927 members Entering Unmasked Estep Score: -4202674.000000 Penalty: 5031.696289 Iteration 152Q: 3 clusters Score -4202674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -4202669.500000 Penalty: 5031.696289 Iteration 153Q: 3 clusters Score -4202670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -4202672.500000 Penalty: 5031.696289 Iteration 154Q: 3 clusters Score -4202672 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -4202674.500000 Penalty: 5031.696289 Iteration 155Q: 3 clusters Score -4202674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 23937 members Entering Unmasked Estep Score: -4202672.500000 Penalty: 5031.696289 Iteration 156Q: 3 clusters Score -4202672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 23940 members Entering Unmasked Estep Score: -4202673.500000 Penalty: 5031.696289 Iteration 157Q: 3 clusters Score -4202674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -4202677.000000 Penalty: 5031.696289 Iteration 158Q: 3 clusters Score -4202677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -4202679.500000 Penalty: 5031.696289 Iteration 159Q: 3 clusters Score -4202680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 23944 members Entering Unmasked Estep Score: -4202672.000000 Penalty: 5031.696289 Iteration 160F: 3 clusters Score -4202672 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -61917.917969 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -61917.92 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 209 members Entering Unmasked Estep Score: -60625.542969 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -60625.54 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -60851.289062 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -60851.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -60975.792969 Penalty: 2980.371338 Iteration 2F: 3 clusters Score -60975.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -61059.949219 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -61059.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -61161.941406 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -61161.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -61293.804688 Penalty: 2980.371338 Iteration 5Q: 3 clusters Score -61293.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -61483.417969 Penalty: 2980.371338 Iteration 6F: 3 clusters Score -61483.42 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -61563.789062 Penalty: 2980.371338 Iteration 7Q: 3 clusters Score -61563.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -61604.960938 Penalty: 2980.371338 Iteration 8Q: 3 clusters Score -61604.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -61623.515625 Penalty: 2980.371338 Iteration 9Q: 3 clusters Score -61623.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -61644.171875 Penalty: 2980.371338 Iteration 10Q: 3 clusters Score -61644.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -61662.589844 Penalty: 2980.371338 Iteration 11Q: 3 clusters Score -61662.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -61666.187500 Penalty: 2980.371338 Iteration 12Q: 3 clusters Score -61666.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -61669.539062 Penalty: 2980.371338 Iteration 13Q: 3 clusters Score -61669.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -61674.449219 Penalty: 2980.371338 Iteration 14Q: 3 clusters Score -61674.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -61674.449219 Penalty: 2980.371338 Iteration 15F: 3 clusters Score -61674.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (17755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17755 members Entering Unmasked Estep Score: -2926165.750000 Penalty: 2426.536865 Iteration 0F: 2 clusters Score -2926166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -2913694.750000 Penalty: 4853.073730 Iteration 0F: 3 clusters Score -2913695 nChanged 7706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -2917818.000000 Penalty: 4853.073730 Iteration 1F: 3 clusters Score -2917818 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -2918662.250000 Penalty: 4853.073730 Iteration 2F: 3 clusters Score -2918662 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -2919984.000000 Penalty: 4853.073730 Iteration 3F: 3 clusters Score -2919984 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -2922266.750000 Penalty: 4853.073730 Iteration 4F: 3 clusters Score -2922267 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -2924866.000000 Penalty: 4853.073730 Iteration 5F: 3 clusters Score -2924866 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -2926585.250000 Penalty: 4853.073730 Iteration 6F: 3 clusters Score -2926585 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -2927222.750000 Penalty: 4853.073730 Iteration 7F: 3 clusters Score -2927223 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -2927428.000000 Penalty: 4853.073730 Iteration 8Q: 3 clusters Score -2927428 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -2927476.750000 Penalty: 4853.073730 Iteration 9Q: 3 clusters Score -2927477 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 11916 members Entering Unmasked Estep Score: -2927507.250000 Penalty: 4853.073730 Iteration 10Q: 3 clusters Score -2927507 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -2927516.750000 Penalty: 4853.073730 Iteration 11Q: 3 clusters Score -2927517 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -2927527.250000 Penalty: 4853.073730 Iteration 12Q: 3 clusters Score -2927527 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 11941 members Entering Unmasked Estep Score: -2927534.250000 Penalty: 4853.073730 Iteration 13Q: 3 clusters Score -2927534 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -2927533.000000 Penalty: 4853.073730 Iteration 14Q: 3 clusters Score -2927533 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -2927531.000000 Penalty: 4853.073730 Iteration 15Q: 3 clusters Score -2927531 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -2927540.750000 Penalty: 4853.073730 Iteration 16Q: 3 clusters Score -2927541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -2927536.500000 Penalty: 4853.073730 Iteration 17Q: 3 clusters Score -2927536 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -2927534.750000 Penalty: 4853.073730 Iteration 18Q: 3 clusters Score -2927535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -2927535.000000 Penalty: 4853.073730 Iteration 19Q: 3 clusters Score -2927535 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -2927536.000000 Penalty: 4853.073730 Iteration 20F: 3 clusters Score -2927536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 29646 members Mstep: Class 15 contains 15288 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Entering Unmasked Estep Score: -51697220.000000 Penalty: 69207.820312 Splitting cluster 13 changes total score from -51692480.000000 to -51697220.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 14 (29646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29646 members Entering Unmasked Estep Score: -4888403.500000 Penalty: 2553.676514 Iteration 0F: 2 clusters Score -4888404 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 14830 members Entering Unmasked Estep Score: -4868207.000000 Penalty: 5107.353027 Iteration 0F: 3 clusters Score -4868207 nChanged 13438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14668 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -4877080.500000 Penalty: 5107.353027 Iteration 1F: 3 clusters Score -4877080 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14897 members Mstep: Class 2 contains 14749 members Entering Unmasked Estep Score: -4878346.500000 Penalty: 5107.353027 Iteration 2F: 3 clusters Score -4878346 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -4879763.500000 Penalty: 5107.353027 Iteration 3F: 3 clusters Score -4879764 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -4881610.500000 Penalty: 5107.353027 Iteration 4F: 3 clusters Score -4881610 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16584 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -4883663.000000 Penalty: 5107.353027 Iteration 5F: 3 clusters Score -4883663 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -4885547.000000 Penalty: 5107.353027 Iteration 6F: 3 clusters Score -4885547 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17433 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -4886963.500000 Penalty: 5107.353027 Iteration 7F: 3 clusters Score -4886964 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17810 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -4887871.000000 Penalty: 5107.353027 Iteration 8Q: 3 clusters Score -4887871 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18154 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -4888405.500000 Penalty: 5107.353027 Iteration 9Q: 3 clusters Score -4888406 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18522 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -4888747.500000 Penalty: 5107.353027 Iteration 10Q: 3 clusters Score -4888748 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -4889103.500000 Penalty: 5107.353027 Iteration 11Q: 3 clusters Score -4889104 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19192 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -4889594.500000 Penalty: 5107.353027 Iteration 12Q: 3 clusters Score -4889594 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19541 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -4890411.000000 Penalty: 5107.353027 Iteration 13Q: 3 clusters Score -4890411 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19828 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -4890984.000000 Penalty: 5107.353027 Iteration 14Q: 3 clusters Score -4890984 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19979 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -4891163.000000 Penalty: 5107.353027 Iteration 15Q: 3 clusters Score -4891163 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20079 members Mstep: Class 2 contains 9567 members Entering Unmasked Estep Score: -4891225.000000 Penalty: 5107.353027 Iteration 16Q: 3 clusters Score -4891225 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20170 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -4891278.500000 Penalty: 5107.353027 Iteration 17Q: 3 clusters Score -4891278 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20239 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -4891310.000000 Penalty: 5107.353027 Iteration 18Q: 3 clusters Score -4891310 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20279 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -4891305.500000 Penalty: 5107.353027 Iteration 19Q: 3 clusters Score -4891306 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20318 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -4891316.000000 Penalty: 5107.353027 Iteration 20F: 3 clusters Score -4891316 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20339 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -4891327.000000 Penalty: 5107.353027 Iteration 21Q: 3 clusters Score -4891327 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20354 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -4891332.000000 Penalty: 5107.353027 Iteration 22Q: 3 clusters Score -4891332 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -4891334.500000 Penalty: 5107.353027 Iteration 23Q: 3 clusters Score -4891334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20381 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -4891330.000000 Penalty: 5107.353027 Iteration 24Q: 3 clusters Score -4891330 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20390 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -4891340.500000 Penalty: 5107.353027 Iteration 25Q: 3 clusters Score -4891340 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -4891329.000000 Penalty: 5107.353027 Iteration 26Q: 3 clusters Score -4891329 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20412 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -4891328.000000 Penalty: 5107.353027 Iteration 27Q: 3 clusters Score -4891328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20413 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -4891323.500000 Penalty: 5107.353027 Iteration 28Q: 3 clusters Score -4891324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20415 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -4891320.000000 Penalty: 5107.353027 Iteration 29Q: 3 clusters Score -4891320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20418 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -4891327.500000 Penalty: 5107.353027 Iteration 30Q: 3 clusters Score -4891328 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20423 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -4891325.000000 Penalty: 5107.353027 Iteration 31Q: 3 clusters Score -4891325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20424 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -4891320.500000 Penalty: 5107.353027 Iteration 32Q: 3 clusters Score -4891320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20426 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -4891331.000000 Penalty: 5107.353027 Iteration 33Q: 3 clusters Score -4891331 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20428 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -4891325.000000 Penalty: 5107.353027 Iteration 34Q: 3 clusters Score -4891325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20430 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -4891324.500000 Penalty: 5107.353027 Iteration 35Q: 3 clusters Score -4891324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20430 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -4891324.500000 Penalty: 5107.353027 Iteration 36F: 3 clusters Score -4891324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 15288 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Mstep: Class 23 contains 9216 members Entering Unmasked Estep Score: -51699744.000000 Penalty: 72353.625000 Splitting cluster 14 changes total score from -51692480.000000 to -51699744.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 15 (15288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Entering Unmasked Estep Score: -2579926.000000 Penalty: 2389.436279 Iteration 0F: 2 clusters Score -2579926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -2568858.000000 Penalty: 4778.872559 Iteration 0F: 3 clusters Score -2568858 nChanged 6764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -2573105.500000 Penalty: 4778.872559 Iteration 1F: 3 clusters Score -2573106 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -2575199.750000 Penalty: 4778.872559 Iteration 2F: 3 clusters Score -2575200 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -2577849.250000 Penalty: 4778.872559 Iteration 3F: 3 clusters Score -2577849 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -2579511.500000 Penalty: 4778.872559 Iteration 4F: 3 clusters Score -2579512 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -2580056.500000 Penalty: 4778.872559 Iteration 5F: 3 clusters Score -2580056 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -2580232.500000 Penalty: 4778.872559 Iteration 6Q: 3 clusters Score -2580232 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -2580300.250000 Penalty: 4778.872559 Iteration 7Q: 3 clusters Score -2580300 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -2580327.000000 Penalty: 4778.872559 Iteration 8Q: 3 clusters Score -2580327 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2580338.750000 Penalty: 4778.872559 Iteration 9Q: 3 clusters Score -2580339 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -2580347.250000 Penalty: 4778.872559 Iteration 10Q: 3 clusters Score -2580347 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -2580355.500000 Penalty: 4778.872559 Iteration 11Q: 3 clusters Score -2580356 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -2580370.750000 Penalty: 4778.872559 Iteration 12Q: 3 clusters Score -2580371 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -2580369.000000 Penalty: 4778.872559 Iteration 13Q: 3 clusters Score -2580369 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -2580378.750000 Penalty: 4778.872559 Iteration 14Q: 3 clusters Score -2580379 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -2580382.250000 Penalty: 4778.872559 Iteration 15Q: 3 clusters Score -2580382 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -2580381.250000 Penalty: 4778.872559 Iteration 16Q: 3 clusters Score -2580381 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -2580389.500000 Penalty: 4778.872559 Iteration 17Q: 3 clusters Score -2580390 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -2580388.000000 Penalty: 4778.872559 Iteration 18Q: 3 clusters Score -2580388 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -2580390.500000 Penalty: 4778.872559 Iteration 19Q: 3 clusters Score -2580390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -2580387.750000 Penalty: 4778.872559 Iteration 20F: 3 clusters Score -2580388 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -2580392.000000 Penalty: 4778.872559 Iteration 21Q: 3 clusters Score -2580392 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -2580386.500000 Penalty: 4778.872559 Iteration 22Q: 3 clusters Score -2580386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -2580386.750000 Penalty: 4778.872559 Iteration 23Q: 3 clusters Score -2580387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -2580386.500000 Penalty: 4778.872559 Iteration 24Q: 3 clusters Score -2580386 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -2580387.000000 Penalty: 4778.872559 Iteration 25Q: 3 clusters Score -2580387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -2580388.000000 Penalty: 4778.872559 Iteration 26Q: 3 clusters Score -2580388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -2580388.000000 Penalty: 4778.872559 Iteration 27F: 3 clusters Score -2580388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 79838 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Mstep: Class 23 contains 9216 members Mstep: Class 24 contains 7122 members Entering Unmasked Estep Score: -51699528.000000 Penalty: 75499.437500 Splitting cluster 15 changes total score from -51692480.000000 to -51699528.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 16 (79838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79838 members Entering Unmasked Estep Score: -13228835.000000 Penalty: 2799.363281 Iteration 0F: 2 clusters Score -1.322884e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39973 members Mstep: Class 2 contains 39865 members Entering Unmasked Estep Score: -13185017.000000 Penalty: 5598.726562 Iteration 0F: 3 clusters Score -1.318502e+07 nChanged 37575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40758 members Mstep: Class 2 contains 39080 members Entering Unmasked Estep Score: -13206206.000000 Penalty: 5598.726562 Iteration 1F: 3 clusters Score -1.320621e+07 nChanged 3227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41453 members Mstep: Class 2 contains 38385 members Entering Unmasked Estep Score: -13207324.000000 Penalty: 5598.726562 Iteration 2Q: 3 clusters Score -1.320732e+07 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42536 members Mstep: Class 2 contains 37302 members Entering Unmasked Estep Score: -13209296.000000 Penalty: 5598.726562 Iteration 3Q: 3 clusters Score -1.32093e+07 nChanged 4883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44201 members Mstep: Class 2 contains 35637 members Entering Unmasked Estep Score: -13212679.000000 Penalty: 5598.726562 Iteration 4F: 3 clusters Score -1.321268e+07 nChanged 6337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46386 members Mstep: Class 2 contains 33452 members Entering Unmasked Estep Score: -13218768.000000 Penalty: 5598.726562 Iteration 5F: 3 clusters Score -1.321877e+07 nChanged 7412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48444 members Mstep: Class 2 contains 31394 members Entering Unmasked Estep Score: -13226946.000000 Penalty: 5598.726562 Iteration 6F: 3 clusters Score -1.322695e+07 nChanged 7599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48927 members Mstep: Class 2 contains 30911 members Entering Unmasked Estep Score: -13238745.000000 Penalty: 5598.726562 Iteration 7F: 3 clusters Score -1.323874e+07 nChanged 7040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48051 members Mstep: Class 2 contains 31787 members Entering Unmasked Estep Score: -13253668.000000 Penalty: 5598.726562 Iteration 8F: 3 clusters Score -1.325367e+07 nChanged 4647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48166 members Mstep: Class 2 contains 31672 members Entering Unmasked Estep Score: -13261228.000000 Penalty: 5598.726562 Iteration 9F: 3 clusters Score -1.326123e+07 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49106 members Mstep: Class 2 contains 30732 members Entering Unmasked Estep Score: -13263434.000000 Penalty: 5598.726562 Iteration 10Q: 3 clusters Score -1.326343e+07 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50267 members Mstep: Class 2 contains 29571 members Entering Unmasked Estep Score: -13265736.000000 Penalty: 5598.726562 Iteration 11Q: 3 clusters Score -1.326574e+07 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51444 members Mstep: Class 2 contains 28394 members Entering Unmasked Estep Score: -13267996.000000 Penalty: 5598.726562 Iteration 12Q: 3 clusters Score -1.3268e+07 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52239 members Mstep: Class 2 contains 27599 members Entering Unmasked Estep Score: -13268857.000000 Penalty: 5598.726562 Iteration 13Q: 3 clusters Score -1.326886e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52685 members Mstep: Class 2 contains 27153 members Entering Unmasked Estep Score: -13269025.000000 Penalty: 5598.726562 Iteration 14Q: 3 clusters Score -1.326902e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52923 members Mstep: Class 2 contains 26915 members Entering Unmasked Estep Score: -13269020.000000 Penalty: 5598.726562 Iteration 15Q: 3 clusters Score -1.326902e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53038 members Mstep: Class 2 contains 26800 members Entering Unmasked Estep Score: -13269029.000000 Penalty: 5598.726562 Iteration 16Q: 3 clusters Score -1.326903e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53082 members Mstep: Class 2 contains 26756 members Entering Unmasked Estep Score: -13269009.000000 Penalty: 5598.726562 Iteration 17Q: 3 clusters Score -1.326901e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53098 members Mstep: Class 2 contains 26740 members Entering Unmasked Estep Score: -13269011.000000 Penalty: 5598.726562 Iteration 18Q: 3 clusters Score -1.326901e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53106 members Mstep: Class 2 contains 26732 members Entering Unmasked Estep Score: -13269008.000000 Penalty: 5598.726562 Iteration 19Q: 3 clusters Score -1.326901e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53109 members Mstep: Class 2 contains 26729 members Entering Unmasked Estep Score: -13269004.000000 Penalty: 5598.726562 Iteration 20F: 3 clusters Score -1.3269e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 53109 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Mstep: Class 23 contains 9216 members Mstep: Class 24 contains 7122 members Mstep: Class 25 contains 26729 members Entering Unmasked Estep Score: -51739312.000000 Penalty: 78645.250000 Splitting cluster 16 changes total score from -51692480.000000 to -51739312.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (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: -111047.523438 Penalty: 1636.430176 Iteration 0F: 2 clusters Score -111047.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -109327.085938 Penalty: 3272.860352 Iteration 0F: 3 clusters Score -109327.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -109654.718750 Penalty: 3272.860352 Iteration 1F: 3 clusters Score -109654.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -109754.796875 Penalty: 3272.860352 Iteration 2F: 3 clusters Score -109754.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -109862.812500 Penalty: 3272.860352 Iteration 3Q: 3 clusters Score -109862.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -109930.914062 Penalty: 3272.860352 Iteration 4Q: 3 clusters Score -109930.9 nChanged 21 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: -109984.445312 Penalty: 3272.860352 Iteration 5Q: 3 clusters Score -109984.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -110022.500000 Penalty: 3272.860352 Iteration 6Q: 3 clusters Score -110022.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -110069.882812 Penalty: 3272.860352 Iteration 7Q: 3 clusters Score -110069.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -110138.664062 Penalty: 3272.860352 Iteration 8Q: 3 clusters Score -110138.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -110202.539062 Penalty: 3272.860352 Iteration 9Q: 3 clusters Score -110202.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -110257.562500 Penalty: 3272.860352 Iteration 10Q: 3 clusters Score -110257.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -110328.429688 Penalty: 3272.860352 Iteration 11Q: 3 clusters Score -110328.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -110370.632812 Penalty: 3272.860352 Iteration 12Q: 3 clusters Score -110370.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -110395.375000 Penalty: 3272.860352 Iteration 13Q: 3 clusters Score -110395.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -110448.250000 Penalty: 3272.860352 Iteration 14Q: 3 clusters Score -110448.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -110534.164062 Penalty: 3272.860352 Iteration 15Q: 3 clusters Score -110534.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -110598.281250 Penalty: 3272.860352 Iteration 16Q: 3 clusters Score -110598.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -110620.820312 Penalty: 3272.860352 Iteration 17Q: 3 clusters Score -110620.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -110630.921875 Penalty: 3272.860352 Iteration 18Q: 3 clusters Score -110630.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -110633.367188 Penalty: 3272.860352 Iteration 19Q: 3 clusters Score -110633.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -110633.367188 Penalty: 3272.860352 Iteration 20F: 3 clusters Score -110633.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Entering Unmasked Estep Score: -152499.531250 Penalty: 1773.762695 Iteration 0F: 2 clusters Score -152499.5 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 648 members Entering Unmasked Estep Score: -150832.109375 Penalty: 3547.525391 Iteration 0F: 3 clusters Score -150832.1 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -153131.109375 Penalty: 3547.525391 Iteration 1F: 3 clusters Score -153131.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -155481.703125 Penalty: 3547.525391 Iteration 2F: 3 clusters Score -155481.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -157608.578125 Penalty: 3547.525391 Iteration 3F: 3 clusters Score -157608.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -159093.859375 Penalty: 3547.525391 Iteration 4F: 3 clusters Score -159093.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -160718.046875 Penalty: 3547.525391 Iteration 5F: 3 clusters Score -160718 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -162557.843750 Penalty: 3547.525391 Iteration 6F: 3 clusters Score -162557.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -163840.281250 Penalty: 3547.525391 Iteration 7Q: 3 clusters Score -163840.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -164234.359375 Penalty: 3547.525391 Iteration 8Q: 3 clusters Score -164234.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -164368.078125 Penalty: 3547.525391 Iteration 9Q: 3 clusters Score -164368.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -164374.421875 Penalty: 3547.525391 Iteration 10Q: 3 clusters Score -164374.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -164376.765625 Penalty: 3547.525391 Iteration 11F: 3 clusters Score -164376.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -164421.781250 Penalty: 3547.525391 Iteration 12Q: 3 clusters Score -164421.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -164480.453125 Penalty: 3547.525391 Iteration 13Q: 3 clusters Score -164480.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -164512.875000 Penalty: 3547.525391 Iteration 14Q: 3 clusters Score -164512.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -164525.843750 Penalty: 3547.525391 Iteration 15Q: 3 clusters Score -164525.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -164525.843750 Penalty: 3547.525391 Iteration 16F: 3 clusters Score -164525.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 53109 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 812 members Mstep: Class 19 contains 41432 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Mstep: Class 23 contains 9216 members Mstep: Class 24 contains 7122 members Mstep: Class 25 contains 26729 members Mstep: Class 26 contains 465 members Entering Unmasked Estep Score: -51750004.000000 Penalty: 81791.054688 Splitting cluster 18 changes total score from -51692480.000000 to -51750004.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 19 (41432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41432 members Entering Unmasked Estep Score: -6437645.500000 Penalty: 2636.688721 Iteration 0F: 2 clusters Score -6437646 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20693 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -6409842.500000 Penalty: 5273.377441 Iteration 0F: 3 clusters Score -6409842 nChanged 19065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21444 members Mstep: Class 2 contains 19988 members Entering Unmasked Estep Score: -6422684.000000 Penalty: 5273.377441 Iteration 1F: 3 clusters Score -6422684 nChanged 3744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22238 members Mstep: Class 2 contains 19194 members Entering Unmasked Estep Score: -6426805.500000 Penalty: 5273.377441 Iteration 2F: 3 clusters Score -6426806 nChanged 4358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23348 members Mstep: Class 2 contains 18084 members Entering Unmasked Estep Score: -6431599.500000 Penalty: 5273.377441 Iteration 3F: 3 clusters Score -6431600 nChanged 3979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24443 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -6435229.000000 Penalty: 5273.377441 Iteration 4F: 3 clusters Score -6435229 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25259 members Mstep: Class 2 contains 16173 members Entering Unmasked Estep Score: -6436942.500000 Penalty: 5273.377441 Iteration 5F: 3 clusters Score -6436942 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25784 members Mstep: Class 2 contains 15648 members Entering Unmasked Estep Score: -6437621.500000 Penalty: 5273.377441 Iteration 6Q: 3 clusters Score -6437622 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26191 members Mstep: Class 2 contains 15241 members Entering Unmasked Estep Score: -6437921.500000 Penalty: 5273.377441 Iteration 7Q: 3 clusters Score -6437922 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 14905 members Entering Unmasked Estep Score: -6438069.000000 Penalty: 5273.377441 Iteration 8Q: 3 clusters Score -6438069 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26787 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -6438180.000000 Penalty: 5273.377441 Iteration 9Q: 3 clusters Score -6438180 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27005 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -6438237.500000 Penalty: 5273.377441 Iteration 10Q: 3 clusters Score -6438238 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27191 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -6438311.500000 Penalty: 5273.377441 Iteration 11Q: 3 clusters Score -6438312 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27356 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -6438299.000000 Penalty: 5273.377441 Iteration 12Q: 3 clusters Score -6438299 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27498 members Mstep: Class 2 contains 13934 members Entering Unmasked Estep Score: -6438349.000000 Penalty: 5273.377441 Iteration 13Q: 3 clusters Score -6438349 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27618 members Mstep: Class 2 contains 13814 members Entering Unmasked Estep Score: -6438343.500000 Penalty: 5273.377441 Iteration 14Q: 3 clusters Score -6438344 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27738 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -6438386.000000 Penalty: 5273.377441 Iteration 15Q: 3 clusters Score -6438386 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27848 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -6438398.000000 Penalty: 5273.377441 Iteration 16Q: 3 clusters Score -6438398 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27935 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -6438402.000000 Penalty: 5273.377441 Iteration 17Q: 3 clusters Score -6438402 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28036 members Mstep: Class 2 contains 13396 members Entering Unmasked Estep Score: -6438409.000000 Penalty: 5273.377441 Iteration 18Q: 3 clusters Score -6438409 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28126 members Mstep: Class 2 contains 13306 members Entering Unmasked Estep Score: -6438424.000000 Penalty: 5273.377441 Iteration 19Q: 3 clusters Score -6438424 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28217 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -6438426.500000 Penalty: 5273.377441 Iteration 20F: 3 clusters Score -6438426 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28315 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -6438443.000000 Penalty: 5273.377441 Iteration 21Q: 3 clusters Score -6438443 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28404 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -6438461.500000 Penalty: 5273.377441 Iteration 22Q: 3 clusters Score -6438462 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28506 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -6438462.000000 Penalty: 5273.377441 Iteration 23Q: 3 clusters Score -6438462 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28616 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -6438465.500000 Penalty: 5273.377441 Iteration 24Q: 3 clusters Score -6438466 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28702 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -6438461.000000 Penalty: 5273.377441 Iteration 25Q: 3 clusters Score -6438461 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28776 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -6438475.500000 Penalty: 5273.377441 Iteration 26Q: 3 clusters Score -6438476 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28844 members Mstep: Class 2 contains 12588 members Entering Unmasked Estep Score: -6438487.000000 Penalty: 5273.377441 Iteration 27Q: 3 clusters Score -6438487 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28901 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -6438508.500000 Penalty: 5273.377441 Iteration 28Q: 3 clusters Score -6438508 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28947 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -6438510.500000 Penalty: 5273.377441 Iteration 29Q: 3 clusters Score -6438510 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29006 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -6438508.500000 Penalty: 5273.377441 Iteration 30Q: 3 clusters Score -6438508 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29074 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -6438529.500000 Penalty: 5273.377441 Iteration 31Q: 3 clusters Score -6438530 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29128 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -6438529.000000 Penalty: 5273.377441 Iteration 32Q: 3 clusters Score -6438529 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29192 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -6438538.000000 Penalty: 5273.377441 Iteration 33Q: 3 clusters Score -6438538 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29266 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -6438543.000000 Penalty: 5273.377441 Iteration 34Q: 3 clusters Score -6438543 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29349 members Mstep: Class 2 contains 12083 members Entering Unmasked Estep Score: -6438537.500000 Penalty: 5273.377441 Iteration 35Q: 3 clusters Score -6438538 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29418 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -6438546.000000 Penalty: 5273.377441 Iteration 36Q: 3 clusters Score -6438546 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29476 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -6438545.500000 Penalty: 5273.377441 Iteration 37Q: 3 clusters Score -6438546 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29538 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -6438546.000000 Penalty: 5273.377441 Iteration 38Q: 3 clusters Score -6438546 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29599 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -6438538.500000 Penalty: 5273.377441 Iteration 39Q: 3 clusters Score -6438538 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29656 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -6438544.000000 Penalty: 5273.377441 Iteration 40F: 3 clusters Score -6438544 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29710 members Mstep: Class 2 contains 11722 members Entering Unmasked Estep Score: -6438546.500000 Penalty: 5273.377441 Iteration 41Q: 3 clusters Score -6438546 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29761 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -6438564.500000 Penalty: 5273.377441 Iteration 42Q: 3 clusters Score -6438564 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29820 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -6438575.500000 Penalty: 5273.377441 Iteration 43Q: 3 clusters Score -6438576 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -6438571.000000 Penalty: 5273.377441 Iteration 44Q: 3 clusters Score -6438571 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29952 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -6438597.000000 Penalty: 5273.377441 Iteration 45Q: 3 clusters Score -6438597 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30023 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -6438592.000000 Penalty: 5273.377441 Iteration 46Q: 3 clusters Score -6438592 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30085 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -6438604.000000 Penalty: 5273.377441 Iteration 47Q: 3 clusters Score -6438604 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30151 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -6438614.500000 Penalty: 5273.377441 Iteration 48Q: 3 clusters Score -6438614 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30213 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -6438622.000000 Penalty: 5273.377441 Iteration 49Q: 3 clusters Score -6438622 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30263 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -6438639.000000 Penalty: 5273.377441 Iteration 50Q: 3 clusters Score -6438639 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30323 members Mstep: Class 2 contains 11109 members Entering Unmasked Estep Score: -6438643.000000 Penalty: 5273.377441 Iteration 51Q: 3 clusters Score -6438643 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30379 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -6438649.000000 Penalty: 5273.377441 Iteration 52Q: 3 clusters Score -6438649 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30448 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -6438644.500000 Penalty: 5273.377441 Iteration 53Q: 3 clusters Score -6438644 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30533 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -6438653.500000 Penalty: 5273.377441 Iteration 54Q: 3 clusters Score -6438654 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30623 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -6438679.000000 Penalty: 5273.377441 Iteration 55Q: 3 clusters Score -6438679 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30704 members Mstep: Class 2 contains 10728 members Entering Unmasked Estep Score: -6438661.000000 Penalty: 5273.377441 Iteration 56Q: 3 clusters Score -6438661 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30788 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -6438655.000000 Penalty: 5273.377441 Iteration 57Q: 3 clusters Score -6438655 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30865 members Mstep: Class 2 contains 10567 members Entering Unmasked Estep Score: -6438662.500000 Penalty: 5273.377441 Iteration 58Q: 3 clusters Score -6438662 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30962 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -6438671.500000 Penalty: 5273.377441 Iteration 59Q: 3 clusters Score -6438672 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31045 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -6438666.500000 Penalty: 5273.377441 Iteration 60F: 3 clusters Score -6438666 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31121 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -6438688.500000 Penalty: 5273.377441 Iteration 61Q: 3 clusters Score -6438688 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31184 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -6438687.500000 Penalty: 5273.377441 Iteration 62Q: 3 clusters Score -6438688 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31246 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -6438687.500000 Penalty: 5273.377441 Iteration 63Q: 3 clusters Score -6438688 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31326 members Mstep: Class 2 contains 10106 members Entering Unmasked Estep Score: -6438695.000000 Penalty: 5273.377441 Iteration 64Q: 3 clusters Score -6438695 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31388 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -6438720.500000 Penalty: 5273.377441 Iteration 65Q: 3 clusters Score -6438720 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31463 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -6438719.500000 Penalty: 5273.377441 Iteration 66Q: 3 clusters Score -6438720 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31541 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -6438728.500000 Penalty: 5273.377441 Iteration 67Q: 3 clusters Score -6438728 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31620 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -6438723.500000 Penalty: 5273.377441 Iteration 68Q: 3 clusters Score -6438724 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31705 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -6438735.500000 Penalty: 5273.377441 Iteration 69Q: 3 clusters Score -6438736 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31788 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -6438743.500000 Penalty: 5273.377441 Iteration 70Q: 3 clusters Score -6438744 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31882 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -6438751.500000 Penalty: 5273.377441 Iteration 71Q: 3 clusters Score -6438752 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31980 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -6438770.000000 Penalty: 5273.377441 Iteration 72Q: 3 clusters Score -6438770 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32065 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -6438754.500000 Penalty: 5273.377441 Iteration 73Q: 3 clusters Score -6438754 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32145 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -6438760.500000 Penalty: 5273.377441 Iteration 74Q: 3 clusters Score -6438760 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32222 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -6438780.000000 Penalty: 5273.377441 Iteration 75Q: 3 clusters Score -6438780 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32289 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -6438788.500000 Penalty: 5273.377441 Iteration 76Q: 3 clusters Score -6438788 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32364 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -6438785.500000 Penalty: 5273.377441 Iteration 77Q: 3 clusters Score -6438786 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32425 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -6438784.000000 Penalty: 5273.377441 Iteration 78Q: 3 clusters Score -6438784 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32496 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -6438813.000000 Penalty: 5273.377441 Iteration 79Q: 3 clusters Score -6438813 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32555 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -6438839.000000 Penalty: 5273.377441 Iteration 80F: 3 clusters Score -6438839 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32612 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -6438844.500000 Penalty: 5273.377441 Iteration 81Q: 3 clusters Score -6438844 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32669 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -6438848.500000 Penalty: 5273.377441 Iteration 82Q: 3 clusters Score -6438848 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32718 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -6438849.000000 Penalty: 5273.377441 Iteration 83Q: 3 clusters Score -6438849 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32771 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -6438853.500000 Penalty: 5273.377441 Iteration 84Q: 3 clusters Score -6438854 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32824 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -6438859.500000 Penalty: 5273.377441 Iteration 85Q: 3 clusters Score -6438860 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32870 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -6438848.000000 Penalty: 5273.377441 Iteration 86Q: 3 clusters Score -6438848 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32915 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -6438851.000000 Penalty: 5273.377441 Iteration 87Q: 3 clusters Score -6438851 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32961 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -6438867.500000 Penalty: 5273.377441 Iteration 88Q: 3 clusters Score -6438868 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33007 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -6438869.000000 Penalty: 5273.377441 Iteration 89Q: 3 clusters Score -6438869 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33046 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -6438860.000000 Penalty: 5273.377441 Iteration 90Q: 3 clusters Score -6438860 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33098 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -6438857.500000 Penalty: 5273.377441 Iteration 91Q: 3 clusters Score -6438858 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33143 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -6438857.000000 Penalty: 5273.377441 Iteration 92Q: 3 clusters Score -6438857 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33201 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -6438870.500000 Penalty: 5273.377441 Iteration 93Q: 3 clusters Score -6438870 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33251 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -6438879.000000 Penalty: 5273.377441 Iteration 94Q: 3 clusters Score -6438879 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33290 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -6438887.500000 Penalty: 5273.377441 Iteration 95Q: 3 clusters Score -6438888 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33326 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -6438890.500000 Penalty: 5273.377441 Iteration 96Q: 3 clusters Score -6438890 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33349 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -6438872.000000 Penalty: 5273.377441 Iteration 97Q: 3 clusters Score -6438872 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33374 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -6438888.000000 Penalty: 5273.377441 Iteration 98Q: 3 clusters Score -6438888 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33395 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -6438901.000000 Penalty: 5273.377441 Iteration 99Q: 3 clusters Score -6438901 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33413 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -6438905.000000 Penalty: 5273.377441 Iteration 100F: 3 clusters Score -6438905 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -6438906.500000 Penalty: 5273.377441 Iteration 101Q: 3 clusters Score -6438906 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33464 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -6438910.000000 Penalty: 5273.377441 Iteration 102Q: 3 clusters Score -6438910 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33483 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -6438904.500000 Penalty: 5273.377441 Iteration 103Q: 3 clusters Score -6438904 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33500 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -6438908.000000 Penalty: 5273.377441 Iteration 104Q: 3 clusters Score -6438908 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -6438905.500000 Penalty: 5273.377441 Iteration 105Q: 3 clusters Score -6438906 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33527 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -6438907.000000 Penalty: 5273.377441 Iteration 106Q: 3 clusters Score -6438907 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33535 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -6438901.500000 Penalty: 5273.377441 Iteration 107Q: 3 clusters Score -6438902 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33544 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -6438912.000000 Penalty: 5273.377441 Iteration 108Q: 3 clusters Score -6438912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33551 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -6438920.500000 Penalty: 5273.377441 Iteration 109Q: 3 clusters Score -6438920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33560 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -6438905.500000 Penalty: 5273.377441 Iteration 110Q: 3 clusters Score -6438906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33570 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -6438914.000000 Penalty: 5273.377441 Iteration 111Q: 3 clusters Score -6438914 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33581 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -6438909.500000 Penalty: 5273.377441 Iteration 112Q: 3 clusters Score -6438910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33594 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -6438915.500000 Penalty: 5273.377441 Iteration 113Q: 3 clusters Score -6438916 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33606 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -6438917.500000 Penalty: 5273.377441 Iteration 114Q: 3 clusters Score -6438918 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33619 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -6438916.000000 Penalty: 5273.377441 Iteration 115Q: 3 clusters Score -6438916 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33628 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -6438920.500000 Penalty: 5273.377441 Iteration 116Q: 3 clusters Score -6438920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33640 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -6438914.500000 Penalty: 5273.377441 Iteration 117Q: 3 clusters Score -6438914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33651 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -6438899.000000 Penalty: 5273.377441 Iteration 118Q: 3 clusters Score -6438899 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33669 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -6438910.500000 Penalty: 5273.377441 Iteration 119Q: 3 clusters Score -6438910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33683 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -6438909.500000 Penalty: 5273.377441 Iteration 120F: 3 clusters Score -6438910 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33700 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -6438915.500000 Penalty: 5273.377441 Iteration 121Q: 3 clusters Score -6438916 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33714 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -6438924.500000 Penalty: 5273.377441 Iteration 122Q: 3 clusters Score -6438924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33722 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -6438915.000000 Penalty: 5273.377441 Iteration 123Q: 3 clusters Score -6438915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33737 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -6438920.000000 Penalty: 5273.377441 Iteration 124Q: 3 clusters Score -6438920 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33748 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -6438910.000000 Penalty: 5273.377441 Iteration 125Q: 3 clusters Score -6438910 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33765 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -6438924.500000 Penalty: 5273.377441 Iteration 126Q: 3 clusters Score -6438924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33781 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -6438922.500000 Penalty: 5273.377441 Iteration 127Q: 3 clusters Score -6438922 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -6438900.000000 Penalty: 5273.377441 Iteration 128Q: 3 clusters Score -6438900 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33807 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -6438906.000000 Penalty: 5273.377441 Iteration 129Q: 3 clusters Score -6438906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33818 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -6438902.000000 Penalty: 5273.377441 Iteration 130Q: 3 clusters Score -6438902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33835 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -6438901.000000 Penalty: 5273.377441 Iteration 131Q: 3 clusters Score -6438901 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33855 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -6438912.000000 Penalty: 5273.377441 Iteration 132Q: 3 clusters Score -6438912 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33871 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -6438908.500000 Penalty: 5273.377441 Iteration 133Q: 3 clusters Score -6438908 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33893 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -6438905.500000 Penalty: 5273.377441 Iteration 134Q: 3 clusters Score -6438906 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33915 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -6438914.000000 Penalty: 5273.377441 Iteration 135Q: 3 clusters Score -6438914 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33942 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -6438917.500000 Penalty: 5273.377441 Iteration 136Q: 3 clusters Score -6438918 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33966 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -6438929.000000 Penalty: 5273.377441 Iteration 137Q: 3 clusters Score -6438929 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33996 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -6438938.000000 Penalty: 5273.377441 Iteration 138Q: 3 clusters Score -6438938 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34033 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -6438962.500000 Penalty: 5273.377441 Iteration 139Q: 3 clusters Score -6438962 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34063 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -6438951.000000 Penalty: 5273.377441 Iteration 140F: 3 clusters Score -6438951 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34096 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -6438966.000000 Penalty: 5273.377441 Iteration 141Q: 3 clusters Score -6438966 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34129 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -6438970.500000 Penalty: 5273.377441 Iteration 142Q: 3 clusters Score -6438970 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34164 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -6438975.500000 Penalty: 5273.377441 Iteration 143Q: 3 clusters Score -6438976 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34200 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -6438983.000000 Penalty: 5273.377441 Iteration 144Q: 3 clusters Score -6438983 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34246 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -6438977.500000 Penalty: 5273.377441 Iteration 145Q: 3 clusters Score -6438978 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34303 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -6438976.000000 Penalty: 5273.377441 Iteration 146Q: 3 clusters Score -6438976 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34368 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -6438989.000000 Penalty: 5273.377441 Iteration 147Q: 3 clusters Score -6438989 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34435 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -6439006.000000 Penalty: 5273.377441 Iteration 148Q: 3 clusters Score -6439006 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34497 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -6439010.000000 Penalty: 5273.377441 Iteration 149Q: 3 clusters Score -6439010 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34564 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -6439034.000000 Penalty: 5273.377441 Iteration 150Q: 3 clusters Score -6439034 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34622 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -6439052.000000 Penalty: 5273.377441 Iteration 151Q: 3 clusters Score -6439052 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34683 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -6439058.500000 Penalty: 5273.377441 Iteration 152Q: 3 clusters Score -6439058 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34743 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -6439060.500000 Penalty: 5273.377441 Iteration 153Q: 3 clusters Score -6439060 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34796 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -6439067.500000 Penalty: 5273.377441 Iteration 154Q: 3 clusters Score -6439068 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34845 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -6439073.500000 Penalty: 5273.377441 Iteration 155Q: 3 clusters Score -6439074 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34896 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -6439097.000000 Penalty: 5273.377441 Iteration 156Q: 3 clusters Score -6439097 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34936 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -6439088.000000 Penalty: 5273.377441 Iteration 157Q: 3 clusters Score -6439088 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34970 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -6439099.000000 Penalty: 5273.377441 Iteration 158Q: 3 clusters Score -6439099 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35008 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -6439103.000000 Penalty: 5273.377441 Iteration 159Q: 3 clusters Score -6439103 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -6439103.500000 Penalty: 5273.377441 Iteration 160F: 3 clusters Score -6439104 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35066 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -6439097.000000 Penalty: 5273.377441 Iteration 161Q: 3 clusters Score -6439097 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35096 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -6439085.500000 Penalty: 5273.377441 Iteration 162Q: 3 clusters Score -6439086 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35123 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -6439097.500000 Penalty: 5273.377441 Iteration 163Q: 3 clusters Score -6439098 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35153 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -6439108.500000 Penalty: 5273.377441 Iteration 164Q: 3 clusters Score -6439108 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35196 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -6439113.500000 Penalty: 5273.377441 Iteration 165Q: 3 clusters Score -6439114 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35239 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -6439107.500000 Penalty: 5273.377441 Iteration 166Q: 3 clusters Score -6439108 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35288 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -6439115.000000 Penalty: 5273.377441 Iteration 167Q: 3 clusters Score -6439115 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35349 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -6439131.000000 Penalty: 5273.377441 Iteration 168Q: 3 clusters Score -6439131 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35407 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -6439144.000000 Penalty: 5273.377441 Iteration 169Q: 3 clusters Score -6439144 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35457 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -6439140.000000 Penalty: 5273.377441 Iteration 170Q: 3 clusters Score -6439140 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35516 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -6439150.500000 Penalty: 5273.377441 Iteration 171Q: 3 clusters Score -6439150 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35569 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -6439173.000000 Penalty: 5273.377441 Iteration 172Q: 3 clusters Score -6439173 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35619 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -6439179.000000 Penalty: 5273.377441 Iteration 173Q: 3 clusters Score -6439179 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35667 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -6439191.500000 Penalty: 5273.377441 Iteration 174Q: 3 clusters Score -6439192 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35717 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -6439188.000000 Penalty: 5273.377441 Iteration 175Q: 3 clusters Score -6439188 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35771 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -6439197.500000 Penalty: 5273.377441 Iteration 176Q: 3 clusters Score -6439198 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35838 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -6439213.000000 Penalty: 5273.377441 Iteration 177Q: 3 clusters Score -6439213 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35888 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -6439204.500000 Penalty: 5273.377441 Iteration 178Q: 3 clusters Score -6439204 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35928 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -6439224.500000 Penalty: 5273.377441 Iteration 179Q: 3 clusters Score -6439224 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35967 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -6439213.500000 Penalty: 5273.377441 Iteration 180F: 3 clusters Score -6439214 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36001 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -6439219.000000 Penalty: 5273.377441 Iteration 181Q: 3 clusters Score -6439219 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36044 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -6439215.500000 Penalty: 5273.377441 Iteration 182Q: 3 clusters Score -6439216 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36087 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -6439244.500000 Penalty: 5273.377441 Iteration 183Q: 3 clusters Score -6439244 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36131 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -6439254.500000 Penalty: 5273.377441 Iteration 184Q: 3 clusters Score -6439254 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36166 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -6439262.500000 Penalty: 5273.377441 Iteration 185Q: 3 clusters Score -6439262 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36217 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -6439255.500000 Penalty: 5273.377441 Iteration 186Q: 3 clusters Score -6439256 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36255 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -6439281.000000 Penalty: 5273.377441 Iteration 187Q: 3 clusters Score -6439281 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36292 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -6439286.500000 Penalty: 5273.377441 Iteration 188Q: 3 clusters Score -6439286 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36337 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -6439283.000000 Penalty: 5273.377441 Iteration 189Q: 3 clusters Score -6439283 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36382 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -6439306.500000 Penalty: 5273.377441 Iteration 190Q: 3 clusters Score -6439306 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36454 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -6439316.000000 Penalty: 5273.377441 Iteration 191Q: 3 clusters Score -6439316 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36511 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -6439329.500000 Penalty: 5273.377441 Iteration 192Q: 3 clusters Score -6439330 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36571 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -6439352.500000 Penalty: 5273.377441 Iteration 193Q: 3 clusters Score -6439352 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36647 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -6439379.000000 Penalty: 5273.377441 Iteration 194Q: 3 clusters Score -6439379 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36721 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -6439397.500000 Penalty: 5273.377441 Iteration 195Q: 3 clusters Score -6439398 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36790 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -6439415.500000 Penalty: 5273.377441 Iteration 196Q: 3 clusters Score -6439416 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36840 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -6439442.500000 Penalty: 5273.377441 Iteration 197Q: 3 clusters Score -6439442 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36889 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -6439473.500000 Penalty: 5273.377441 Iteration 198Q: 3 clusters Score -6439474 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36917 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -6439497.500000 Penalty: 5273.377441 Iteration 199Q: 3 clusters Score -6439498 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36941 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -6439510.500000 Penalty: 5273.377441 Iteration 200F: 3 clusters Score -6439510 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36968 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -6439517.000000 Penalty: 5273.377441 Iteration 201Q: 3 clusters Score -6439517 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37003 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -6439524.500000 Penalty: 5273.377441 Iteration 202Q: 3 clusters Score -6439524 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37022 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -6439540.500000 Penalty: 5273.377441 Iteration 203Q: 3 clusters Score -6439540 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37036 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -6439551.000000 Penalty: 5273.377441 Iteration 204Q: 3 clusters Score -6439551 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37049 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -6439538.500000 Penalty: 5273.377441 Iteration 205Q: 3 clusters Score -6439538 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37057 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -6439554.000000 Penalty: 5273.377441 Iteration 206Q: 3 clusters Score -6439554 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37067 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -6439555.000000 Penalty: 5273.377441 Iteration 207Q: 3 clusters Score -6439555 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37070 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -6439542.500000 Penalty: 5273.377441 Iteration 208Q: 3 clusters Score -6439542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37074 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -6439547.500000 Penalty: 5273.377441 Iteration 209Q: 3 clusters Score -6439548 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37081 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -6439555.500000 Penalty: 5273.377441 Iteration 210Q: 3 clusters Score -6439556 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37080 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -6439563.000000 Penalty: 5273.377441 Iteration 211Q: 3 clusters Score -6439563 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37083 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -6439559.500000 Penalty: 5273.377441 Iteration 212Q: 3 clusters Score -6439560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37082 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -6439558.500000 Penalty: 5273.377441 Iteration 213Q: 3 clusters Score -6439558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37081 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -6439569.000000 Penalty: 5273.377441 Iteration 214Q: 3 clusters Score -6439569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37081 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -6439560.000000 Penalty: 5273.377441 Iteration 215Q: 3 clusters Score -6439560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37081 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -6439558.500000 Penalty: 5273.377441 Iteration 216Q: 3 clusters Score -6439558 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37081 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -6439558.500000 Penalty: 5273.377441 Iteration 217F: 3 clusters Score -6439558 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 53109 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 812 members Mstep: Class 19 contains 37081 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Mstep: Class 23 contains 9216 members Mstep: Class 24 contains 7122 members Mstep: Class 25 contains 26729 members Mstep: Class 26 contains 465 members Mstep: Class 27 contains 4351 members Entering Unmasked Estep Score: -51751392.000000 Penalty: 84936.867188 Splitting cluster 19 changes total score from -51692480.000000 to -51751392.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 20 (74061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74061 members Entering Unmasked Estep Score: -11988821.000000 Penalty: 2780.735840 Iteration 0F: 2 clusters Score -1.198882e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37156 members Mstep: Class 2 contains 36905 members Entering Unmasked Estep Score: -11943134.000000 Penalty: 5561.471680 Iteration 0F: 3 clusters Score -1.194313e+07 nChanged 34838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37436 members Mstep: Class 2 contains 36625 members Entering Unmasked Estep Score: -11966882.000000 Penalty: 5561.471680 Iteration 1F: 3 clusters Score -1.196688e+07 nChanged 5792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36256 members Mstep: Class 2 contains 37805 members Entering Unmasked Estep Score: -11973101.000000 Penalty: 5561.471680 Iteration 2F: 3 clusters Score -1.19731e+07 nChanged 6930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33068 members Mstep: Class 2 contains 40993 members Entering Unmasked Estep Score: -11979274.000000 Penalty: 5561.471680 Iteration 3F: 3 clusters Score -1.197927e+07 nChanged 7026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28482 members Mstep: Class 2 contains 45579 members Entering Unmasked Estep Score: -11985287.000000 Penalty: 5561.471680 Iteration 4F: 3 clusters Score -1.198529e+07 nChanged 6142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23532 members Mstep: Class 2 contains 50529 members Entering Unmasked Estep Score: -11990690.000000 Penalty: 5561.471680 Iteration 5F: 3 clusters Score -1.199069e+07 nChanged 4707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19491 members Mstep: Class 2 contains 54570 members Entering Unmasked Estep Score: -11994579.000000 Penalty: 5561.471680 Iteration 6F: 3 clusters Score -1.199458e+07 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16653 members Mstep: Class 2 contains 57408 members Entering Unmasked Estep Score: -11997015.000000 Penalty: 5561.471680 Iteration 7Q: 3 clusters Score -1.199702e+07 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14828 members Mstep: Class 2 contains 59233 members Entering Unmasked Estep Score: -11998518.000000 Penalty: 5561.471680 Iteration 8Q: 3 clusters Score -1.199852e+07 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 60379 members Entering Unmasked Estep Score: -11999295.000000 Penalty: 5561.471680 Iteration 9Q: 3 clusters Score -1.19993e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13003 members Mstep: Class 2 contains 61058 members Entering Unmasked Estep Score: -11999731.000000 Penalty: 5561.471680 Iteration 10Q: 3 clusters Score -1.199973e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 61431 members Entering Unmasked Estep Score: -11999990.000000 Penalty: 5561.471680 Iteration 11Q: 3 clusters Score -1.199999e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 61602 members Entering Unmasked Estep Score: -12000222.000000 Penalty: 5561.471680 Iteration 12Q: 3 clusters Score -1.200022e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 61674 members Entering Unmasked Estep Score: -12000347.000000 Penalty: 5561.471680 Iteration 13Q: 3 clusters Score -1.200035e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 61706 members Entering Unmasked Estep Score: -12000433.000000 Penalty: 5561.471680 Iteration 14Q: 3 clusters Score -1.200043e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 61704 members Entering Unmasked Estep Score: -12000467.000000 Penalty: 5561.471680 Iteration 15Q: 3 clusters Score -1.200047e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 61661 members Entering Unmasked Estep Score: -12000511.000000 Penalty: 5561.471680 Iteration 16Q: 3 clusters Score -1.200051e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 61603 members Entering Unmasked Estep Score: -12000551.000000 Penalty: 5561.471680 Iteration 17Q: 3 clusters Score -1.200055e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 61571 members Entering Unmasked Estep Score: -12000594.000000 Penalty: 5561.471680 Iteration 18Q: 3 clusters Score -1.200059e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 61553 members Entering Unmasked Estep Score: -12000576.000000 Penalty: 5561.471680 Iteration 19Q: 3 clusters Score -1.200058e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 61529 members Entering Unmasked Estep Score: -12000588.000000 Penalty: 5561.471680 Iteration 20F: 3 clusters Score -1.200059e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12574 members Mstep: Class 2 contains 61487 members Entering Unmasked Estep Score: -12000560.000000 Penalty: 5561.471680 Iteration 21Q: 3 clusters Score -1.200056e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12618 members Mstep: Class 2 contains 61443 members Entering Unmasked Estep Score: -12000556.000000 Penalty: 5561.471680 Iteration 22Q: 3 clusters Score -1.200056e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 61402 members Entering Unmasked Estep Score: -12000587.000000 Penalty: 5561.471680 Iteration 23Q: 3 clusters Score -1.200059e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 61371 members Entering Unmasked Estep Score: -12000591.000000 Penalty: 5561.471680 Iteration 24Q: 3 clusters Score -1.200059e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12726 members Mstep: Class 2 contains 61335 members Entering Unmasked Estep Score: -12000624.000000 Penalty: 5561.471680 Iteration 25Q: 3 clusters Score -1.200062e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 61299 members Entering Unmasked Estep Score: -12000647.000000 Penalty: 5561.471680 Iteration 26Q: 3 clusters Score -1.200065e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12793 members Mstep: Class 2 contains 61268 members Entering Unmasked Estep Score: -12000647.000000 Penalty: 5561.471680 Iteration 27Q: 3 clusters Score -1.200065e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12817 members Mstep: Class 2 contains 61244 members Entering Unmasked Estep Score: -12000661.000000 Penalty: 5561.471680 Iteration 28Q: 3 clusters Score -1.200066e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 61214 members Entering Unmasked Estep Score: -12000693.000000 Penalty: 5561.471680 Iteration 29Q: 3 clusters Score -1.200069e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12866 members Mstep: Class 2 contains 61195 members Entering Unmasked Estep Score: -12000678.000000 Penalty: 5561.471680 Iteration 30Q: 3 clusters Score -1.200068e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12888 members Mstep: Class 2 contains 61173 members Entering Unmasked Estep Score: -12000666.000000 Penalty: 5561.471680 Iteration 31Q: 3 clusters Score -1.200067e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 61159 members Entering Unmasked Estep Score: -12000674.000000 Penalty: 5561.471680 Iteration 32Q: 3 clusters Score -1.200067e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 61146 members Entering Unmasked Estep Score: -12000669.000000 Penalty: 5561.471680 Iteration 33Q: 3 clusters Score -1.200067e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12925 members Mstep: Class 2 contains 61136 members Entering Unmasked Estep Score: -12000665.000000 Penalty: 5561.471680 Iteration 34Q: 3 clusters Score -1.200066e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12933 members Mstep: Class 2 contains 61128 members Entering Unmasked Estep Score: -12000671.000000 Penalty: 5561.471680 Iteration 35Q: 3 clusters Score -1.200067e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 61125 members Entering Unmasked Estep Score: -12000668.000000 Penalty: 5561.471680 Iteration 36Q: 3 clusters Score -1.200067e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 61120 members Entering Unmasked Estep Score: -12000684.000000 Penalty: 5561.471680 Iteration 37Q: 3 clusters Score -1.200068e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12952 members Mstep: Class 2 contains 61109 members Entering Unmasked Estep Score: -12000702.000000 Penalty: 5561.471680 Iteration 38Q: 3 clusters Score -1.20007e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 61100 members Entering Unmasked Estep Score: -12000696.000000 Penalty: 5561.471680 Iteration 39Q: 3 clusters Score -1.20007e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 61098 members Entering Unmasked Estep Score: -12000703.000000 Penalty: 5561.471680 Iteration 40F: 3 clusters Score -1.20007e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 61094 members Entering Unmasked Estep Score: -12000689.000000 Penalty: 5561.471680 Iteration 41Q: 3 clusters Score -1.200069e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 61088 members Entering Unmasked Estep Score: -12000706.000000 Penalty: 5561.471680 Iteration 42Q: 3 clusters Score -1.200071e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 61078 members Entering Unmasked Estep Score: -12000702.000000 Penalty: 5561.471680 Iteration 43Q: 3 clusters Score -1.20007e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 61065 members Entering Unmasked Estep Score: -12000704.000000 Penalty: 5561.471680 Iteration 44Q: 3 clusters Score -1.20007e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 61056 members Entering Unmasked Estep Score: -12000695.000000 Penalty: 5561.471680 Iteration 45Q: 3 clusters Score -1.20007e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 61045 members Entering Unmasked Estep Score: -12000688.000000 Penalty: 5561.471680 Iteration 46Q: 3 clusters Score -1.200069e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 61040 members Entering Unmasked Estep Score: -12000693.000000 Penalty: 5561.471680 Iteration 47Q: 3 clusters Score -1.200069e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Mstep: Class 2 contains 61038 members Entering Unmasked Estep Score: -12000695.000000 Penalty: 5561.471680 Iteration 48Q: 3 clusters Score -1.20007e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 61031 members Entering Unmasked Estep Score: -12000708.000000 Penalty: 5561.471680 Iteration 49Q: 3 clusters Score -1.200071e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Mstep: Class 2 contains 61029 members Entering Unmasked Estep Score: -12000689.000000 Penalty: 5561.471680 Iteration 50Q: 3 clusters Score -1.200069e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Mstep: Class 2 contains 61029 members Entering Unmasked Estep Score: -12000689.000000 Penalty: 5561.471680 Iteration 51F: 3 clusters Score -1.200069e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 2387 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 53109 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 812 members Mstep: Class 19 contains 37081 members Mstep: Class 20 contains 13032 members Mstep: Class 21 contains 1057 members Mstep: Class 22 contains 11957 members Mstep: Class 23 contains 9216 members Mstep: Class 24 contains 7122 members Mstep: Class 25 contains 26729 members Mstep: Class 26 contains 465 members Mstep: Class 27 contains 4351 members Mstep: Class 28 contains 61029 members Entering Unmasked Estep Score: -51763168.000000 Penalty: 88082.679688 Splitting cluster 20 changes total score from -51692480.000000 to -51763168.000000 So it's getting split into cluster 28. Entering Unmasked Mstep Mstep: Class 0 contains 358 members Mstep: Class 2 contains 12531 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 338 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 25452 members Mstep: Class 10 contains 407 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 20430 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 53109 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 812 members Mstep: Class 19 contains 37081 members Mstep: Class 20 contains 13032 members Entering Unmasked Estep ConsiderDeletion Score: -51772096.000000 Penalty: 88082.679688 Iteration 39Q: 29 clusters Score -5.17721e+07 nChanged 9700 Entering Unmasked Mstep Mstep: Class 0 contains 348 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 12529 members Mstep: Class 3 contains 2883 members Mstep: Class 4 contains 278 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 373 members Mstep: Class 7 contains 320 members Mstep: Class 8 contains 10463 members Mstep: Class 9 contains 25531 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 6084 members Mstep: Class 14 contains 20875 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 54050 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 810 members Mstep: Class 19 contains 37767 members Mstep: Class 20 contains 12867 members Mstep: Class 21 contains 1112 members Mstep: Class 22 contains 11816 members Mstep: Class 23 contains 9176 members Mstep: Class 24 contains 7352 members Mstep: Class 25 contains 26964 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 3794 members Mstep: Class 28 contains 58998 members Entering Unmasked Estep ConsiderDeletion Score: -51781468.000000 Penalty: 88082.679688 Iteration 40F: 29 clusters Score -5.178147e+07 nChanged 7271 Entering Unmasked Mstep Mstep: Class 0 contains 317 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 12542 members Mstep: Class 3 contains 2951 members Mstep: Class 4 contains 280 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 300 members Mstep: Class 8 contains 10292 members Mstep: Class 9 contains 25290 members Mstep: Class 10 contains 395 members Mstep: Class 11 contains 2097 members Mstep: Class 12 contains 136 members Mstep: Class 13 contains 6200 members Mstep: Class 14 contains 20860 members Mstep: Class 15 contains 8162 members Mstep: Class 16 contains 54284 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 830 members Mstep: Class 19 contains 36465 members Mstep: Class 20 contains 12944 members Mstep: Class 21 contains 1176 members Mstep: Class 22 contains 11809 members Mstep: Class 23 contains 9200 members Mstep: Class 24 contains 8234 members Mstep: Class 25 contains 27397 members Mstep: Class 26 contains 389 members Mstep: Class 27 contains 3807 members Mstep: Class 28 contains 58686 members Entering Unmasked Estep ConsiderDeletion Score: -51785392.000000 Penalty: 88082.679688 Iteration 41Q: 29 clusters Score -5.178539e+07 nChanged 4261 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 12554 members Mstep: Class 3 contains 3003 members Mstep: Class 4 contains 281 members Mstep: Class 5 contains 2672 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 293 members Mstep: Class 8 contains 10235 members Mstep: Class 9 contains 25107 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 2237 members Mstep: Class 12 contains 138 members Mstep: Class 13 contains 6284 members Mstep: Class 14 contains 20863 members Mstep: Class 15 contains 8195 members Mstep: Class 16 contains 54530 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 35674 members Mstep: Class 20 contains 13157 members Mstep: Class 21 contains 1228 members Mstep: Class 22 contains 11826 members Mstep: Class 23 contains 9232 members Mstep: Class 24 contains 8875 members Mstep: Class 25 contains 27571 members Mstep: Class 26 contains 350 members Mstep: Class 27 contains 3760 members Mstep: Class 28 contains 58020 members Entering Unmasked Estep ConsiderDeletion Score: -51787324.000000 Penalty: 88082.679688 Iteration 42Q: 29 clusters Score -5.178732e+07 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 12565 members Mstep: Class 3 contains 3051 members Mstep: Class 4 contains 284 members Mstep: Class 5 contains 2716 members Mstep: Class 6 contains 387 members Mstep: Class 7 contains 291 members Mstep: Class 8 contains 10228 members Mstep: Class 9 contains 24967 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2355 members Mstep: Class 12 contains 138 members Mstep: Class 13 contains 6384 members Mstep: Class 14 contains 20865 members Mstep: Class 15 contains 8265 members Mstep: Class 16 contains 54734 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 35040 members Mstep: Class 20 contains 13348 members Mstep: Class 21 contains 1263 members Mstep: Class 22 contains 11825 members Mstep: Class 23 contains 9261 members Mstep: Class 24 contains 9412 members Mstep: Class 25 contains 27671 members Mstep: Class 26 contains 334 members Mstep: Class 27 contains 3765 members Mstep: Class 28 contains 57323 members Entering Unmasked Estep ConsiderDeletion Score: -51788280.000000 Penalty: 88082.679688 Iteration 43Q: 29 clusters Score -5.178828e+07 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 12575 members Mstep: Class 3 contains 3092 members Mstep: Class 4 contains 290 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 388 members Mstep: Class 7 contains 290 members Mstep: Class 8 contains 10233 members Mstep: Class 9 contains 24863 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2469 members Mstep: Class 12 contains 138 members Mstep: Class 13 contains 6493 members Mstep: Class 14 contains 20893 members Mstep: Class 15 contains 8373 members Mstep: Class 16 contains 54902 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 34533 members Mstep: Class 20 contains 13515 members Mstep: Class 21 contains 1274 members Mstep: Class 22 contains 11809 members Mstep: Class 23 contains 9275 members Mstep: Class 24 contains 9893 members Mstep: Class 25 contains 27729 members Mstep: Class 26 contains 327 members Mstep: Class 27 contains 3775 members Mstep: Class 28 contains 56593 members Entering Unmasked Estep ConsiderDeletion Score: -51788964.000000 Penalty: 88082.679688 Iteration 44Q: 29 clusters Score -5.178896e+07 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 12588 members Mstep: Class 3 contains 3119 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 2790 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 290 members Mstep: Class 8 contains 10261 members Mstep: Class 9 contains 24773 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 2581 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 6600 members Mstep: Class 14 contains 20909 members Mstep: Class 15 contains 8485 members Mstep: Class 16 contains 55057 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 34093 members Mstep: Class 20 contains 13661 members Mstep: Class 21 contains 1288 members Mstep: Class 22 contains 11795 members Mstep: Class 23 contains 9298 members Mstep: Class 24 contains 10327 members Mstep: Class 25 contains 27740 members Mstep: Class 26 contains 320 members Mstep: Class 27 contains 3798 members Mstep: Class 28 contains 55894 members Entering Unmasked Estep ConsiderDeletion Score: -51789884.000000 Penalty: 88082.679688 Iteration 45Q: 29 clusters Score -5.178988e+07 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 12600 members Mstep: Class 3 contains 3131 members Mstep: Class 4 contains 295 members Mstep: Class 5 contains 2809 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 288 members Mstep: Class 8 contains 10301 members Mstep: Class 9 contains 24679 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 2690 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 6724 members Mstep: Class 14 contains 20931 members Mstep: Class 15 contains 8616 members Mstep: Class 16 contains 55199 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 33648 members Mstep: Class 20 contains 13818 members Mstep: Class 21 contains 1301 members Mstep: Class 22 contains 11768 members Mstep: Class 23 contains 9322 members Mstep: Class 24 contains 10758 members Mstep: Class 25 contains 27742 members Mstep: Class 26 contains 315 members Mstep: Class 27 contains 3845 members Mstep: Class 28 contains 55189 members Entering Unmasked Estep ConsiderDeletion Score: -51790860.000000 Penalty: 88082.679688 Iteration 46Q: 29 clusters Score -5.179086e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 12608 members Mstep: Class 3 contains 3146 members Mstep: Class 4 contains 298 members Mstep: Class 5 contains 2829 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 287 members Mstep: Class 8 contains 10341 members Mstep: Class 9 contains 24587 members Mstep: Class 10 contains 412 members Mstep: Class 11 contains 2813 members Mstep: Class 12 contains 138 members Mstep: Class 13 contains 6927 members Mstep: Class 14 contains 20959 members Mstep: Class 15 contains 8746 members Mstep: Class 16 contains 55359 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 33160 members Mstep: Class 20 contains 13962 members Mstep: Class 21 contains 1309 members Mstep: Class 22 contains 11696 members Mstep: Class 23 contains 9341 members Mstep: Class 24 contains 11183 members Mstep: Class 25 contains 27737 members Mstep: Class 26 contains 313 members Mstep: Class 27 contains 3871 members Mstep: Class 28 contains 54505 members Entering Unmasked Estep ConsiderDeletion Score: -51791268.000000 Penalty: 88082.679688 Iteration 47Q: 29 clusters Score -5.179127e+07 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 3161 members Mstep: Class 4 contains 299 members Mstep: Class 5 contains 2842 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 285 members Mstep: Class 8 contains 10399 members Mstep: Class 9 contains 24500 members Mstep: Class 10 contains 416 members Mstep: Class 11 contains 2896 members Mstep: Class 12 contains 138 members Mstep: Class 13 contains 7232 members Mstep: Class 14 contains 20982 members Mstep: Class 15 contains 8850 members Mstep: Class 16 contains 55493 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 32648 members Mstep: Class 20 contains 14059 members Mstep: Class 21 contains 1318 members Mstep: Class 22 contains 11582 members Mstep: Class 23 contains 9366 members Mstep: Class 24 contains 11651 members Mstep: Class 25 contains 27734 members Mstep: Class 26 contains 310 members Mstep: Class 27 contains 3914 members Mstep: Class 28 contains 53847 members Entering Unmasked Estep ConsiderDeletion Score: -51791928.000000 Penalty: 88082.679688 Iteration 48Q: 29 clusters Score -5.179193e+07 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 12619 members Mstep: Class 3 contains 3168 members Mstep: Class 4 contains 299 members Mstep: Class 5 contains 2862 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 281 members Mstep: Class 8 contains 10426 members Mstep: Class 9 contains 24428 members Mstep: Class 10 contains 416 members Mstep: Class 11 contains 2982 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 7614 members Mstep: Class 14 contains 20987 members Mstep: Class 15 contains 8969 members Mstep: Class 16 contains 55639 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 32177 members Mstep: Class 20 contains 14161 members Mstep: Class 21 contains 1325 members Mstep: Class 22 contains 11417 members Mstep: Class 23 contains 9389 members Mstep: Class 24 contains 12080 members Mstep: Class 25 contains 27729 members Mstep: Class 26 contains 309 members Mstep: Class 27 contains 3964 members Mstep: Class 28 contains 53158 members Entering Unmasked Estep ConsiderDeletion Score: -51792656.000000 Penalty: 88082.679688 Iteration 49Q: 29 clusters Score -5.179266e+07 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 12628 members Mstep: Class 3 contains 3179 members Mstep: Class 4 contains 299 members Mstep: Class 5 contains 2887 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 280 members Mstep: Class 8 contains 10473 members Mstep: Class 9 contains 24320 members Mstep: Class 10 contains 420 members Mstep: Class 11 contains 3072 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 8112 members Mstep: Class 14 contains 20994 members Mstep: Class 15 contains 9089 members Mstep: Class 16 contains 55773 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 31639 members Mstep: Class 20 contains 14256 members Mstep: Class 21 contains 1329 members Mstep: Class 22 contains 11199 members Mstep: Class 23 contains 9411 members Mstep: Class 24 contains 12488 members Mstep: Class 25 contains 27705 members Mstep: Class 26 contains 309 members Mstep: Class 27 contains 4030 members Mstep: Class 28 contains 52514 members Entering Unmasked Estep ConsiderDeletion Score: -51793552.000000 Penalty: 88082.679688 Iteration 50Q: 29 clusters Score -5.179355e+07 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 12638 members Mstep: Class 3 contains 3197 members Mstep: Class 4 contains 300 members Mstep: Class 5 contains 2913 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 279 members Mstep: Class 8 contains 10518 members Mstep: Class 9 contains 24212 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 3161 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 8709 members Mstep: Class 14 contains 20997 members Mstep: Class 15 contains 9194 members Mstep: Class 16 contains 55883 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 31085 members Mstep: Class 20 contains 14344 members Mstep: Class 21 contains 1335 members Mstep: Class 22 contains 10955 members Mstep: Class 23 contains 9436 members Mstep: Class 24 contains 12845 members Mstep: Class 25 contains 27680 members Mstep: Class 26 contains 308 members Mstep: Class 27 contains 4103 members Mstep: Class 28 contains 51903 members Entering Unmasked Estep ConsiderDeletion Score: -51794464.000000 Penalty: 88082.679688 Iteration 51Q: 29 clusters Score -5.179446e+07 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 3218 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 2928 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 279 members Mstep: Class 8 contains 10537 members Mstep: Class 9 contains 24117 members Mstep: Class 10 contains 423 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 9374 members Mstep: Class 14 contains 21019 members Mstep: Class 15 contains 9283 members Mstep: Class 16 contains 55999 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 30512 members Mstep: Class 20 contains 14406 members Mstep: Class 21 contains 1345 members Mstep: Class 22 contains 10653 members Mstep: Class 23 contains 9453 members Mstep: Class 24 contains 13156 members Mstep: Class 25 contains 27652 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4204 members Mstep: Class 28 contains 51373 members Entering Unmasked Estep ConsiderDeletion Score: -51795652.000000 Penalty: 88082.679688 Iteration 52Q: 29 clusters Score -5.179565e+07 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 12653 members Mstep: Class 3 contains 3235 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 2942 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 278 members Mstep: Class 8 contains 10578 members Mstep: Class 9 contains 24024 members Mstep: Class 10 contains 425 members Mstep: Class 11 contains 3323 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 10127 members Mstep: Class 14 contains 21017 members Mstep: Class 15 contains 9360 members Mstep: Class 16 contains 56091 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 29972 members Mstep: Class 20 contains 14450 members Mstep: Class 21 contains 1352 members Mstep: Class 22 contains 10312 members Mstep: Class 23 contains 9481 members Mstep: Class 24 contains 13382 members Mstep: Class 25 contains 27608 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 50936 members Entering Unmasked Estep ConsiderDeletion Score: -51796716.000000 Penalty: 88082.679688 Iteration 53Q: 29 clusters Score -5.179672e+07 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 12658 members Mstep: Class 3 contains 3240 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 2955 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 278 members Mstep: Class 8 contains 10619 members Mstep: Class 9 contains 23936 members Mstep: Class 10 contains 426 members Mstep: Class 11 contains 3388 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 10737 members Mstep: Class 14 contains 21010 members Mstep: Class 15 contains 9426 members Mstep: Class 16 contains 56123 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 29547 members Mstep: Class 20 contains 14482 members Mstep: Class 21 contains 1357 members Mstep: Class 22 contains 10081 members Mstep: Class 23 contains 9506 members Mstep: Class 24 contains 13579 members Mstep: Class 25 contains 27558 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4374 members Mstep: Class 28 contains 50550 members Entering Unmasked Estep ConsiderDeletion Score: -51797236.000000 Penalty: 88082.679688 Iteration 54Q: 29 clusters Score -5.179724e+07 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 12661 members Mstep: Class 3 contains 3248 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 277 members Mstep: Class 8 contains 10663 members Mstep: Class 9 contains 23860 members Mstep: Class 10 contains 427 members Mstep: Class 11 contains 3446 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 11190 members Mstep: Class 14 contains 21002 members Mstep: Class 15 contains 9474 members Mstep: Class 16 contains 56144 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 29179 members Mstep: Class 20 contains 14516 members Mstep: Class 21 contains 1362 members Mstep: Class 22 contains 9964 members Mstep: Class 23 contains 9534 members Mstep: Class 24 contains 13746 members Mstep: Class 25 contains 27517 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4458 members Mstep: Class 28 contains 50199 members Entering Unmasked Estep ConsiderDeletion Score: -51797432.000000 Penalty: 88082.679688 Iteration 55Q: 29 clusters Score -5.179743e+07 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 12664 members Mstep: Class 3 contains 3248 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 2988 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 276 members Mstep: Class 8 contains 10708 members Mstep: Class 9 contains 23789 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 141 members Mstep: Class 13 contains 11493 members Mstep: Class 14 contains 20988 members Mstep: Class 15 contains 9528 members Mstep: Class 16 contains 56155 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 28891 members Mstep: Class 20 contains 14549 members Mstep: Class 21 contains 1364 members Mstep: Class 22 contains 9891 members Mstep: Class 23 contains 9565 members Mstep: Class 24 contains 13879 members Mstep: Class 25 contains 27497 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4544 members Mstep: Class 28 contains 49889 members Entering Unmasked Estep ConsiderDeletion Score: -51797672.000000 Penalty: 88082.679688 Iteration 56Q: 29 clusters Score -5.179767e+07 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 12667 members Mstep: Class 3 contains 3253 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 3002 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 276 members Mstep: Class 8 contains 10748 members Mstep: Class 9 contains 23723 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 3563 members Mstep: Class 12 contains 141 members Mstep: Class 13 contains 11703 members Mstep: Class 14 contains 20986 members Mstep: Class 15 contains 9574 members Mstep: Class 16 contains 56181 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 28659 members Mstep: Class 20 contains 14577 members Mstep: Class 21 contains 1367 members Mstep: Class 22 contains 9862 members Mstep: Class 23 contains 9587 members Mstep: Class 24 contains 13993 members Mstep: Class 25 contains 27474 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4584 members Mstep: Class 28 contains 49630 members Entering Unmasked Estep ConsiderDeletion Score: -51797960.000000 Penalty: 88082.679688 Iteration 57Q: 29 clusters Score -5.179796e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 12669 members Mstep: Class 3 contains 3256 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 3017 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 276 members Mstep: Class 8 contains 10785 members Mstep: Class 9 contains 23677 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 3616 members Mstep: Class 12 contains 141 members Mstep: Class 13 contains 11857 members Mstep: Class 14 contains 21002 members Mstep: Class 15 contains 9610 members Mstep: Class 16 contains 56193 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 28472 members Mstep: Class 20 contains 14605 members Mstep: Class 21 contains 1368 members Mstep: Class 22 contains 9849 members Mstep: Class 23 contains 9598 members Mstep: Class 24 contains 14079 members Mstep: Class 25 contains 27443 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4634 members Mstep: Class 28 contains 49405 members Entering Unmasked Estep ConsiderDeletion Score: -51798252.000000 Penalty: 88082.679688 Iteration 58Q: 29 clusters Score -5.179825e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 12671 members Mstep: Class 3 contains 3257 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 3028 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 276 members Mstep: Class 8 contains 10820 members Mstep: Class 9 contains 23641 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 3668 members Mstep: Class 12 contains 141 members Mstep: Class 13 contains 11961 members Mstep: Class 14 contains 21021 members Mstep: Class 15 contains 9636 members Mstep: Class 16 contains 56225 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 28288 members Mstep: Class 20 contains 14613 members Mstep: Class 21 contains 1370 members Mstep: Class 22 contains 9852 members Mstep: Class 23 contains 9606 members Mstep: Class 24 contains 14175 members Mstep: Class 25 contains 27416 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4680 members Mstep: Class 28 contains 49209 members Entering Unmasked Estep ConsiderDeletion Score: -51798136.000000 Penalty: 88082.679688 Iteration 59Q: 29 clusters Score -5.179814e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 315 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 12672 members Mstep: Class 3 contains 3257 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 3040 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 276 members Mstep: Class 8 contains 10849 members Mstep: Class 9 contains 23609 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 3713 members Mstep: Class 12 contains 141 members Mstep: Class 13 contains 12044 members Mstep: Class 14 contains 21017 members Mstep: Class 15 contains 9668 members Mstep: Class 16 contains 56261 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 832 members Mstep: Class 19 contains 28157 members Mstep: Class 20 contains 14617 members Mstep: Class 21 contains 1372 members Mstep: Class 22 contains 9858 members Mstep: Class 23 contains 9615 members Mstep: Class 24 contains 14236 members Mstep: Class 25 contains 27388 members Mstep: Class 26 contains 307 members Mstep: Class 27 contains 4720 members Mstep: Class 28 contains 49045 members Entering Unmasked Estep ConsiderDeletion Score: -51798828.000000 Penalty: 88082.679688 Iteration 60F: 29 clusters Score -5.179883e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 301 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 12674 members Mstep: Class 3 contains 3255 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3050 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 270 members Mstep: Class 8 contains 10848 members Mstep: Class 9 contains 23559 members Mstep: Class 10 contains 430 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 12133 members Mstep: Class 14 contains 21019 members Mstep: Class 15 contains 9697 members Mstep: Class 16 contains 56284 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 839 members Mstep: Class 19 contains 27905 members Mstep: Class 20 contains 14615 members Mstep: Class 21 contains 1381 members Mstep: Class 22 contains 9862 members Mstep: Class 23 contains 9626 members Mstep: Class 24 contains 14399 members Mstep: Class 25 contains 27374 members Mstep: Class 26 contains 306 members Mstep: Class 27 contains 4781 members Mstep: Class 28 contains 48888 members Entering Unmasked Estep ConsiderDeletion Score: -51799744.000000 Penalty: 88082.679688 Iteration 61Q: 29 clusters Score -5.179974e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 12676 members Mstep: Class 3 contains 3258 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 3066 members Mstep: Class 6 contains 404 members Mstep: Class 7 contains 263 members Mstep: Class 8 contains 10843 members Mstep: Class 9 contains 23495 members Mstep: Class 10 contains 430 members Mstep: Class 11 contains 3900 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12200 members Mstep: Class 14 contains 21023 members Mstep: Class 15 contains 9734 members Mstep: Class 16 contains 56304 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 27706 members Mstep: Class 20 contains 14595 members Mstep: Class 21 contains 1403 members Mstep: Class 22 contains 9868 members Mstep: Class 23 contains 9632 members Mstep: Class 24 contains 14549 members Mstep: Class 25 contains 27352 members Mstep: Class 26 contains 290 members Mstep: Class 27 contains 4835 members Mstep: Class 28 contains 48730 members Entering Unmasked Estep ConsiderDeletion Score: -51800156.000000 Penalty: 88082.679688 Iteration 62Q: 29 clusters Score -5.180016e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 12680 members Mstep: Class 3 contains 3259 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 3084 members Mstep: Class 6 contains 406 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10860 members Mstep: Class 9 contains 23436 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 4003 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12255 members Mstep: Class 14 contains 21027 members Mstep: Class 15 contains 9783 members Mstep: Class 16 contains 56316 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 27520 members Mstep: Class 20 contains 14573 members Mstep: Class 21 contains 1414 members Mstep: Class 22 contains 9872 members Mstep: Class 23 contains 9640 members Mstep: Class 24 contains 14679 members Mstep: Class 25 contains 27324 members Mstep: Class 26 contains 280 members Mstep: Class 27 contains 4870 members Mstep: Class 28 contains 48585 members Entering Unmasked Estep ConsiderDeletion Score: -51800308.000000 Penalty: 88082.679688 Iteration 63Q: 29 clusters Score -5.180031e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 3263 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3094 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10873 members Mstep: Class 9 contains 23386 members Mstep: Class 10 contains 430 members Mstep: Class 11 contains 4138 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12302 members Mstep: Class 14 contains 21036 members Mstep: Class 15 contains 9848 members Mstep: Class 16 contains 56317 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 27360 members Mstep: Class 20 contains 14541 members Mstep: Class 21 contains 1426 members Mstep: Class 22 contains 9877 members Mstep: Class 23 contains 9649 members Mstep: Class 24 contains 14748 members Mstep: Class 25 contains 27284 members Mstep: Class 26 contains 273 members Mstep: Class 27 contains 4893 members Mstep: Class 28 contains 48471 members Entering Unmasked Estep ConsiderDeletion Score: -51800432.000000 Penalty: 88082.679688 Iteration 64Q: 29 clusters Score -5.180043e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3106 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10894 members Mstep: Class 9 contains 23331 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 4284 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12338 members Mstep: Class 14 contains 21029 members Mstep: Class 15 contains 9909 members Mstep: Class 16 contains 56325 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 27210 members Mstep: Class 20 contains 14530 members Mstep: Class 21 contains 1434 members Mstep: Class 22 contains 9887 members Mstep: Class 23 contains 9656 members Mstep: Class 24 contains 14808 members Mstep: Class 25 contains 27238 members Mstep: Class 26 contains 267 members Mstep: Class 27 contains 4905 members Mstep: Class 28 contains 48355 members Entering Unmasked Estep ConsiderDeletion Score: -51800372.000000 Penalty: 88082.679688 Iteration 65Q: 29 clusters Score -5.180037e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 3274 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3108 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10903 members Mstep: Class 9 contains 23294 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 4456 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12368 members Mstep: Class 14 contains 21031 members Mstep: Class 15 contains 9965 members Mstep: Class 16 contains 56348 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 27067 members Mstep: Class 20 contains 14524 members Mstep: Class 21 contains 1441 members Mstep: Class 22 contains 9893 members Mstep: Class 23 contains 9664 members Mstep: Class 24 contains 14858 members Mstep: Class 25 contains 27179 members Mstep: Class 26 contains 264 members Mstep: Class 27 contains 4892 members Mstep: Class 28 contains 48249 members Entering Unmasked Estep ConsiderDeletion Score: -51800556.000000 Penalty: 88082.679688 Iteration 66Q: 29 clusters Score -5.180056e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3114 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10914 members Mstep: Class 9 contains 23267 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 4636 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12408 members Mstep: Class 14 contains 21041 members Mstep: Class 15 contains 10012 members Mstep: Class 16 contains 56355 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26956 members Mstep: Class 20 contains 14515 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9896 members Mstep: Class 23 contains 9667 members Mstep: Class 24 contains 14891 members Mstep: Class 25 contains 27108 members Mstep: Class 26 contains 264 members Mstep: Class 27 contains 4859 members Mstep: Class 28 contains 48154 members Entering Unmasked Estep ConsiderDeletion Score: -51800756.000000 Penalty: 88082.679688 Iteration 67Q: 29 clusters Score -5.180076e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 3282 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3122 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10934 members Mstep: Class 9 contains 23233 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 4840 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12437 members Mstep: Class 14 contains 21052 members Mstep: Class 15 contains 10053 members Mstep: Class 16 contains 56365 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26830 members Mstep: Class 20 contains 14506 members Mstep: Class 21 contains 1441 members Mstep: Class 22 contains 9900 members Mstep: Class 23 contains 9673 members Mstep: Class 24 contains 14933 members Mstep: Class 25 contains 27032 members Mstep: Class 26 contains 263 members Mstep: Class 27 contains 4818 members Mstep: Class 28 contains 48064 members Entering Unmasked Estep ConsiderDeletion Score: -51800864.000000 Penalty: 88082.679688 Iteration 68Q: 29 clusters Score -5.180086e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 3286 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3124 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10954 members Mstep: Class 9 contains 23212 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 5065 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12457 members Mstep: Class 14 contains 21068 members Mstep: Class 15 contains 10091 members Mstep: Class 16 contains 56373 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26692 members Mstep: Class 20 contains 14487 members Mstep: Class 21 contains 1440 members Mstep: Class 22 contains 9903 members Mstep: Class 23 contains 9680 members Mstep: Class 24 contains 14977 members Mstep: Class 25 contains 26945 members Mstep: Class 26 contains 263 members Mstep: Class 27 contains 4774 members Mstep: Class 28 contains 47986 members Entering Unmasked Estep ConsiderDeletion Score: -51800952.000000 Penalty: 88082.679688 Iteration 69Q: 29 clusters Score -5.180095e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 12682 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3129 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 10961 members Mstep: Class 9 contains 23194 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 5298 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12473 members Mstep: Class 14 contains 21095 members Mstep: Class 15 contains 10122 members Mstep: Class 16 contains 56372 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26556 members Mstep: Class 20 contains 14458 members Mstep: Class 21 contains 1441 members Mstep: Class 22 contains 9904 members Mstep: Class 23 contains 9687 members Mstep: Class 24 contains 15043 members Mstep: Class 25 contains 26844 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4724 members Mstep: Class 28 contains 47920 members Entering Unmasked Estep ConsiderDeletion Score: -51801088.000000 Penalty: 88082.679688 Iteration 70Q: 29 clusters Score -5.180109e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 12682 members Mstep: Class 3 contains 3299 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3130 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 260 members Mstep: Class 8 contains 10993 members Mstep: Class 9 contains 23163 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 5568 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12481 members Mstep: Class 14 contains 21109 members Mstep: Class 15 contains 10142 members Mstep: Class 16 contains 56377 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26413 members Mstep: Class 20 contains 14446 members Mstep: Class 21 contains 1441 members Mstep: Class 22 contains 9908 members Mstep: Class 23 contains 9697 members Mstep: Class 24 contains 15097 members Mstep: Class 25 contains 26738 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4673 members Mstep: Class 28 contains 47842 members Entering Unmasked Estep ConsiderDeletion Score: -51801020.000000 Penalty: 88082.679688 Iteration 71Q: 29 clusters Score -5.180102e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 12683 members Mstep: Class 3 contains 3305 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3132 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 261 members Mstep: Class 8 contains 11012 members Mstep: Class 9 contains 23145 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 5814 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12494 members Mstep: Class 14 contains 21120 members Mstep: Class 15 contains 10161 members Mstep: Class 16 contains 56380 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26265 members Mstep: Class 20 contains 14440 members Mstep: Class 21 contains 1440 members Mstep: Class 22 contains 9910 members Mstep: Class 23 contains 9712 members Mstep: Class 24 contains 15152 members Mstep: Class 25 contains 26633 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4634 members Mstep: Class 28 contains 47769 members Entering Unmasked Estep ConsiderDeletion Score: -51801120.000000 Penalty: 88082.679688 Iteration 72Q: 29 clusters Score -5.180112e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 12682 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3140 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11026 members Mstep: Class 9 contains 23129 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 6037 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 12511 members Mstep: Class 14 contains 21132 members Mstep: Class 15 contains 10179 members Mstep: Class 16 contains 56387 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26127 members Mstep: Class 20 contains 14425 members Mstep: Class 21 contains 1440 members Mstep: Class 22 contains 9912 members Mstep: Class 23 contains 9729 members Mstep: Class 24 contains 15203 members Mstep: Class 25 contains 26527 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4599 members Mstep: Class 28 contains 47701 members Entering Unmasked Estep ConsiderDeletion Score: -51801280.000000 Penalty: 88082.679688 Iteration 73Q: 29 clusters Score -5.180128e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 3317 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3145 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11024 members Mstep: Class 9 contains 23121 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 6259 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 12534 members Mstep: Class 14 contains 21143 members Mstep: Class 15 contains 10195 members Mstep: Class 16 contains 56392 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 26001 members Mstep: Class 20 contains 14408 members Mstep: Class 21 contains 1439 members Mstep: Class 22 contains 9913 members Mstep: Class 23 contains 9742 members Mstep: Class 24 contains 15249 members Mstep: Class 25 contains 26410 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4582 members Mstep: Class 28 contains 47644 members Entering Unmasked Estep ConsiderDeletion Score: -51801320.000000 Penalty: 88082.679688 Iteration 74Q: 29 clusters Score -5.180132e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 3323 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3149 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11016 members Mstep: Class 9 contains 23112 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 6454 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 12547 members Mstep: Class 14 contains 21155 members Mstep: Class 15 contains 10209 members Mstep: Class 16 contains 56404 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25925 members Mstep: Class 20 contains 14403 members Mstep: Class 21 contains 1440 members Mstep: Class 22 contains 9916 members Mstep: Class 23 contains 9754 members Mstep: Class 24 contains 15285 members Mstep: Class 25 contains 26295 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4556 members Mstep: Class 28 contains 47574 members Entering Unmasked Estep ConsiderDeletion Score: -51801360.000000 Penalty: 88082.679688 Iteration 75Q: 29 clusters Score -5.180136e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 3324 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3150 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11008 members Mstep: Class 9 contains 23107 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 6659 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 12553 members Mstep: Class 14 contains 21171 members Mstep: Class 15 contains 10223 members Mstep: Class 16 contains 56418 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25817 members Mstep: Class 20 contains 14397 members Mstep: Class 21 contains 1441 members Mstep: Class 22 contains 9920 members Mstep: Class 23 contains 9764 members Mstep: Class 24 contains 15327 members Mstep: Class 25 contains 26184 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4536 members Mstep: Class 28 contains 47521 members Entering Unmasked Estep ConsiderDeletion Score: -51801552.000000 Penalty: 88082.679688 Iteration 76Q: 29 clusters Score -5.180155e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 3325 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3152 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11006 members Mstep: Class 9 contains 23100 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 6829 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 12556 members Mstep: Class 14 contains 21176 members Mstep: Class 15 contains 10236 members Mstep: Class 16 contains 56430 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25723 members Mstep: Class 20 contains 14382 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9923 members Mstep: Class 23 contains 9771 members Mstep: Class 24 contains 15364 members Mstep: Class 25 contains 26092 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4527 members Mstep: Class 28 contains 47485 members Entering Unmasked Estep ConsiderDeletion Score: -51801664.000000 Penalty: 88082.679688 Iteration 77Q: 29 clusters Score -5.180166e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3328 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3159 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 10997 members Mstep: Class 9 contains 23090 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 6973 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 12564 members Mstep: Class 14 contains 21183 members Mstep: Class 15 contains 10249 members Mstep: Class 16 contains 56448 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25637 members Mstep: Class 20 contains 14373 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9925 members Mstep: Class 23 contains 9781 members Mstep: Class 24 contains 15404 members Mstep: Class 25 contains 26010 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4512 members Mstep: Class 28 contains 47443 members Entering Unmasked Estep ConsiderDeletion Score: -51801688.000000 Penalty: 88082.679688 Iteration 78Q: 29 clusters Score -5.180169e+07 nChanged 425 Entering ConstructFrom: Score: -51801688.000000 Penalty: 88082.679688 Entering ConstructFrom: Trying to split cluster 1 (3897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Entering Unmasked Estep Score: -600953.375000 Penalty: 2050.454590 Iteration 0F: 2 clusters Score -600953.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -597174.937500 Penalty: 4100.909180 Iteration 0F: 3 clusters Score -597174.9 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -598201.687500 Penalty: 4100.909180 Iteration 1F: 3 clusters Score -598201.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -598478.812500 Penalty: 4100.909180 Iteration 2F: 3 clusters Score -598478.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -598667.437500 Penalty: 4100.909180 Iteration 3F: 3 clusters Score -598667.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -598835.062500 Penalty: 4100.909180 Iteration 4Q: 3 clusters Score -598835.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -598983.687500 Penalty: 4100.909180 Iteration 5Q: 3 clusters Score -598983.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -599138.187500 Penalty: 4100.909180 Iteration 6Q: 3 clusters Score -599138.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -599273.875000 Penalty: 4100.909180 Iteration 7Q: 3 clusters Score -599273.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -599418.625000 Penalty: 4100.909180 Iteration 8Q: 3 clusters Score -599418.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -599585.187500 Penalty: 4100.909180 Iteration 9Q: 3 clusters Score -599585.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -599699.375000 Penalty: 4100.909180 Iteration 10Q: 3 clusters Score -599699.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -599772.437500 Penalty: 4100.909180 Iteration 11Q: 3 clusters Score -599772.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -599818.625000 Penalty: 4100.909180 Iteration 12Q: 3 clusters Score -599818.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -599852.875000 Penalty: 4100.909180 Iteration 13Q: 3 clusters Score -599852.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -599879.125000 Penalty: 4100.909180 Iteration 14Q: 3 clusters Score -599879.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -599890.812500 Penalty: 4100.909180 Iteration 15Q: 3 clusters Score -599890.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -599896.750000 Penalty: 4100.909180 Iteration 16Q: 3 clusters Score -599896.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -599900.875000 Penalty: 4100.909180 Iteration 17Q: 3 clusters Score -599900.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -599902.500000 Penalty: 4100.909180 Iteration 18Q: 3 clusters Score -599902.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -599903.937500 Penalty: 4100.909180 Iteration 19Q: 3 clusters Score -599903.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -599904.875000 Penalty: 4100.909180 Iteration 20F: 3 clusters Score -599904.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12685 members Entering Unmasked Estep Score: -2082580.500000 Penalty: 2343.147461 Iteration 0F: 2 clusters Score -2082580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -2073188.250000 Penalty: 4686.294922 Iteration 0F: 3 clusters Score -2073188 nChanged 5351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -2075994.625000 Penalty: 4686.294922 Iteration 1F: 3 clusters Score -2075995 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -2076404.625000 Penalty: 4686.294922 Iteration 2F: 3 clusters Score -2076405 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -2076795.250000 Penalty: 4686.294922 Iteration 3F: 3 clusters Score -2076795 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -2077203.375000 Penalty: 4686.294922 Iteration 4F: 3 clusters Score -2077203 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -2077610.625000 Penalty: 4686.294922 Iteration 5F: 3 clusters Score -2077611 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -2077992.000000 Penalty: 4686.294922 Iteration 6F: 3 clusters Score -2077992 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -2078354.500000 Penalty: 4686.294922 Iteration 7Q: 3 clusters Score -2078354 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -2078806.000000 Penalty: 4686.294922 Iteration 8Q: 3 clusters Score -2078806 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -2079360.500000 Penalty: 4686.294922 Iteration 9F: 3 clusters Score -2079360 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -2079992.625000 Penalty: 4686.294922 Iteration 10F: 3 clusters Score -2079993 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -2080614.375000 Penalty: 4686.294922 Iteration 11Q: 3 clusters Score -2080614 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -2081198.000000 Penalty: 4686.294922 Iteration 12Q: 3 clusters Score -2081198 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -2081608.500000 Penalty: 4686.294922 Iteration 13Q: 3 clusters Score -2081608 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -2081836.250000 Penalty: 4686.294922 Iteration 14Q: 3 clusters Score -2081836 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -2081943.375000 Penalty: 4686.294922 Iteration 15Q: 3 clusters Score -2081943 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -2082006.250000 Penalty: 4686.294922 Iteration 16Q: 3 clusters Score -2082006 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -2082047.000000 Penalty: 4686.294922 Iteration 17Q: 3 clusters Score -2082047 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -2082069.875000 Penalty: 4686.294922 Iteration 18Q: 3 clusters Score -2082070 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -2082085.375000 Penalty: 4686.294922 Iteration 19Q: 3 clusters Score -2082085 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -2082098.000000 Penalty: 4686.294922 Iteration 20F: 3 clusters Score -2082098 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -2082108.125000 Penalty: 4686.294922 Iteration 21Q: 3 clusters Score -2082108 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -2082119.000000 Penalty: 4686.294922 Iteration 22Q: 3 clusters Score -2082119 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -2082122.375000 Penalty: 4686.294922 Iteration 23Q: 3 clusters Score -2082122 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -2082126.000000 Penalty: 4686.294922 Iteration 24Q: 3 clusters Score -2082126 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -2082127.000000 Penalty: 4686.294922 Iteration 25Q: 3 clusters Score -2082127 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -2082131.000000 Penalty: 4686.294922 Iteration 26Q: 3 clusters Score -2082131 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -2082131.000000 Penalty: 4686.294922 Iteration 27Q: 3 clusters Score -2082131 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -2082129.375000 Penalty: 4686.294922 Iteration 28Q: 3 clusters Score -2082129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -2082130.500000 Penalty: 4686.294922 Iteration 29Q: 3 clusters Score -2082130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -2082130.000000 Penalty: 4686.294922 Iteration 30Q: 3 clusters Score -2082130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -2082134.750000 Penalty: 4686.294922 Iteration 31Q: 3 clusters Score -2082135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -2082130.500000 Penalty: 4686.294922 Iteration 32Q: 3 clusters Score -2082130 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -2082132.250000 Penalty: 4686.294922 Iteration 33Q: 3 clusters Score -2082132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -2082136.125000 Penalty: 4686.294922 Iteration 34Q: 3 clusters Score -2082136 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -2082133.625000 Penalty: 4686.294922 Iteration 35Q: 3 clusters Score -2082134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -2082133.375000 Penalty: 4686.294922 Iteration 36Q: 3 clusters Score -2082133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -2082132.625000 Penalty: 4686.294922 Iteration 37Q: 3 clusters Score -2082133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -2082132.500000 Penalty: 4686.294922 Iteration 38Q: 3 clusters Score -2082132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -2082132.125000 Penalty: 4686.294922 Iteration 39Q: 3 clusters Score -2082132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -2082132.125000 Penalty: 4686.294922 Iteration 40F: 3 clusters Score -2082132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -2082132.875000 Penalty: 4686.294922 Iteration 41Q: 3 clusters Score -2082133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -2082132.375000 Penalty: 4686.294922 Iteration 42Q: 3 clusters Score -2082132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2082133.375000 Penalty: 4686.294922 Iteration 43Q: 3 clusters Score -2082133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2082136.750000 Penalty: 4686.294922 Iteration 44Q: 3 clusters Score -2082137 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2082136.750000 Penalty: 4686.294922 Iteration 45F: 3 clusters Score -2082137 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Entering Unmasked Estep Score: -548497.187500 Penalty: 2011.385864 Iteration 0F: 2 clusters Score -548497.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -545012.062500 Penalty: 4022.771729 Iteration 0F: 3 clusters Score -545012.1 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -545757.062500 Penalty: 4022.771729 Iteration 1F: 3 clusters Score -545757.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -545941.750000 Penalty: 4022.771729 Iteration 2F: 3 clusters Score -545941.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -546035.062500 Penalty: 4022.771729 Iteration 3Q: 3 clusters Score -546035.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -546096.937500 Penalty: 4022.771729 Iteration 4Q: 3 clusters Score -546096.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -546157.750000 Penalty: 4022.771729 Iteration 5Q: 3 clusters Score -546157.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -546209.625000 Penalty: 4022.771729 Iteration 6Q: 3 clusters Score -546209.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -546256.625000 Penalty: 4022.771729 Iteration 7Q: 3 clusters Score -546256.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -546284.375000 Penalty: 4022.771729 Iteration 8Q: 3 clusters Score -546284.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -546318.312500 Penalty: 4022.771729 Iteration 9Q: 3 clusters Score -546318.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -546366.000000 Penalty: 4022.771729 Iteration 10Q: 3 clusters Score -546366 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -546415.500000 Penalty: 4022.771729 Iteration 11Q: 3 clusters Score -546415.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -546464.687500 Penalty: 4022.771729 Iteration 12Q: 3 clusters Score -546464.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -546504.875000 Penalty: 4022.771729 Iteration 13Q: 3 clusters Score -546504.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -546544.250000 Penalty: 4022.771729 Iteration 14Q: 3 clusters Score -546544.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -546584.937500 Penalty: 4022.771729 Iteration 15Q: 3 clusters Score -546584.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -546643.625000 Penalty: 4022.771729 Iteration 16Q: 3 clusters Score -546643.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -546729.937500 Penalty: 4022.771729 Iteration 17Q: 3 clusters Score -546729.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -546869.937500 Penalty: 4022.771729 Iteration 18Q: 3 clusters Score -546869.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -547075.187500 Penalty: 4022.771729 Iteration 19Q: 3 clusters Score -547075.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -547344.812500 Penalty: 4022.771729 Iteration 20F: 3 clusters Score -547344.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -547678.687500 Penalty: 4022.771729 Iteration 21Q: 3 clusters Score -547678.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -547841.687500 Penalty: 4022.771729 Iteration 22Q: 3 clusters Score -547841.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -547916.187500 Penalty: 4022.771729 Iteration 23Q: 3 clusters Score -547916.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -547960.687500 Penalty: 4022.771729 Iteration 24Q: 3 clusters Score -547960.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -547995.562500 Penalty: 4022.771729 Iteration 25Q: 3 clusters Score -547995.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -548029.562500 Penalty: 4022.771729 Iteration 26Q: 3 clusters Score -548029.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -548070.125000 Penalty: 4022.771729 Iteration 27Q: 3 clusters Score -548070.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -548112.500000 Penalty: 4022.771729 Iteration 28Q: 3 clusters Score -548112.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -548142.687500 Penalty: 4022.771729 Iteration 29Q: 3 clusters Score -548142.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -548170.000000 Penalty: 4022.771729 Iteration 30Q: 3 clusters Score -548170 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -548189.062500 Penalty: 4022.771729 Iteration 31Q: 3 clusters Score -548189.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -548200.750000 Penalty: 4022.771729 Iteration 32Q: 3 clusters Score -548200.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -548217.125000 Penalty: 4022.771729 Iteration 33Q: 3 clusters Score -548217.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -548231.437500 Penalty: 4022.771729 Iteration 34Q: 3 clusters Score -548231.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -548239.125000 Penalty: 4022.771729 Iteration 35Q: 3 clusters Score -548239.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -548244.875000 Penalty: 4022.771729 Iteration 36Q: 3 clusters Score -548244.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -548247.375000 Penalty: 4022.771729 Iteration 37Q: 3 clusters Score -548247.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -548250.812500 Penalty: 4022.771729 Iteration 38Q: 3 clusters Score -548250.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -548254.437500 Penalty: 4022.771729 Iteration 39Q: 3 clusters Score -548254.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -548256.125000 Penalty: 4022.771729 Iteration 40F: 3 clusters Score -548256.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -548257.062500 Penalty: 4022.771729 Iteration 41Q: 3 clusters Score -548257.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -548257.062500 Penalty: 4022.771729 Iteration 42F: 3 clusters Score -548257.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -42394.789062 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42394.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -42572.480469 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42572.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -42638.871094 Penalty: 2832.371582 Iteration 2Q: 3 clusters Score -42638.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -42681.402344 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42681.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -42692.683594 Penalty: 2832.371582 Iteration 4Q: 3 clusters Score -42692.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -42695.613281 Penalty: 2832.371582 Iteration 5Q: 3 clusters Score -42695.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -42701.855469 Penalty: 2832.371582 Iteration 6Q: 3 clusters Score -42701.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -42709.898438 Penalty: 2832.371582 Iteration 7Q: 3 clusters Score -42709.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42729.757812 Penalty: 2832.371582 Iteration 8Q: 3 clusters Score -42729.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42742.281250 Penalty: 2832.371582 Iteration 9Q: 3 clusters Score -42742.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -42746.921875 Penalty: 2832.371582 Iteration 10Q: 3 clusters Score -42746.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -42751.960938 Penalty: 2832.371582 Iteration 11Q: 3 clusters Score -42751.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -42751.960938 Penalty: 2832.371582 Iteration 12F: 3 clusters Score -42751.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Entering Unmasked Estep Score: -495655.656250 Penalty: 1998.935669 Iteration 0F: 2 clusters Score -495655.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -492255.750000 Penalty: 3997.871338 Iteration 0F: 3 clusters Score -492255.8 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -493075.312500 Penalty: 3997.871338 Iteration 1F: 3 clusters Score -493075.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -493347.468750 Penalty: 3997.871338 Iteration 2F: 3 clusters Score -493347.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -493600.718750 Penalty: 3997.871338 Iteration 3F: 3 clusters Score -493600.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -493818.906250 Penalty: 3997.871338 Iteration 4F: 3 clusters Score -493818.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -494016.156250 Penalty: 3997.871338 Iteration 5F: 3 clusters Score -494016.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -494210.531250 Penalty: 3997.871338 Iteration 6F: 3 clusters Score -494210.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -494367.750000 Penalty: 3997.871338 Iteration 7Q: 3 clusters Score -494367.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -494500.593750 Penalty: 3997.871338 Iteration 8Q: 3 clusters Score -494500.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -494605.312500 Penalty: 3997.871338 Iteration 9Q: 3 clusters Score -494605.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -494657.062500 Penalty: 3997.871338 Iteration 10Q: 3 clusters Score -494657.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -494689.968750 Penalty: 3997.871338 Iteration 11Q: 3 clusters Score -494690 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -494721.031250 Penalty: 3997.871338 Iteration 12Q: 3 clusters Score -494721 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -494744.593750 Penalty: 3997.871338 Iteration 13Q: 3 clusters Score -494744.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -494763.562500 Penalty: 3997.871338 Iteration 14Q: 3 clusters Score -494763.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -494779.875000 Penalty: 3997.871338 Iteration 15Q: 3 clusters Score -494779.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -494787.000000 Penalty: 3997.871338 Iteration 16Q: 3 clusters Score -494787 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -494796.593750 Penalty: 3997.871338 Iteration 17Q: 3 clusters Score -494796.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -494808.406250 Penalty: 3997.871338 Iteration 18Q: 3 clusters Score -494808.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -494813.718750 Penalty: 3997.871338 Iteration 19Q: 3 clusters Score -494813.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -494818.687500 Penalty: 3997.871338 Iteration 20F: 3 clusters Score -494818.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -494822.312500 Penalty: 3997.871338 Iteration 21Q: 3 clusters Score -494822.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -494825.406250 Penalty: 3997.871338 Iteration 22Q: 3 clusters Score -494825.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -494827.562500 Penalty: 3997.871338 Iteration 23Q: 3 clusters Score -494827.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -494830.156250 Penalty: 3997.871338 Iteration 24Q: 3 clusters Score -494830.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -494833.281250 Penalty: 3997.871338 Iteration 25Q: 3 clusters Score -494833.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -494836.062500 Penalty: 3997.871338 Iteration 26Q: 3 clusters Score -494836.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -494837.000000 Penalty: 3997.871338 Iteration 27Q: 3 clusters Score -494837 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -494840.093750 Penalty: 3997.871338 Iteration 28Q: 3 clusters Score -494840.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -494844.906250 Penalty: 3997.871338 Iteration 29Q: 3 clusters Score -494844.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -494848.468750 Penalty: 3997.871338 Iteration 30Q: 3 clusters Score -494848.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -494849.031250 Penalty: 3997.871338 Iteration 31Q: 3 clusters Score -494849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -494851.531250 Penalty: 3997.871338 Iteration 32Q: 3 clusters Score -494851.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -494853.031250 Penalty: 3997.871338 Iteration 33Q: 3 clusters Score -494853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -494853.750000 Penalty: 3997.871338 Iteration 34Q: 3 clusters Score -494853.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -494853.750000 Penalty: 3997.871338 Iteration 35F: 3 clusters Score -494853.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -61564.019531 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -61564.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -60146.167969 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -60146.17 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -60331.183594 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -60331.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -60406.035156 Penalty: 2980.371338 Iteration 2F: 3 clusters Score -60406.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -60452.550781 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -60452.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -60490.203125 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -60490.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -60551.335938 Penalty: 2980.371338 Iteration 5Q: 3 clusters Score -60551.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -60672.414062 Penalty: 2980.371338 Iteration 6Q: 3 clusters Score -60672.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -60917.429688 Penalty: 2980.371338 Iteration 7Q: 3 clusters Score -60917.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -60943.539062 Penalty: 2980.371338 Iteration 8Q: 3 clusters Score -60943.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -60955.937500 Penalty: 2980.371338 Iteration 9Q: 3 clusters Score -60955.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -60957.828125 Penalty: 2980.371338 Iteration 10Q: 3 clusters Score -60957.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -60965.367188 Penalty: 2980.371338 Iteration 11Q: 3 clusters Score -60965.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -60977.656250 Penalty: 2980.371338 Iteration 12Q: 3 clusters Score -60977.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -60977.656250 Penalty: 2980.371338 Iteration 13F: 3 clusters Score -60977.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -36282.695312 Penalty: 1380.949463 Iteration 0F: 2 clusters Score -36282.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -35179.917969 Penalty: 2761.898926 Iteration 0F: 3 clusters Score -35179.92 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35350.613281 Penalty: 2761.898926 Iteration 1F: 3 clusters Score -35350.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -35394.460938 Penalty: 2761.898926 Iteration 2Q: 3 clusters Score -35394.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -35430.667969 Penalty: 2761.898926 Iteration 3Q: 3 clusters Score -35430.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -35462.175781 Penalty: 2761.898926 Iteration 4Q: 3 clusters Score -35462.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -35493.156250 Penalty: 2761.898926 Iteration 5Q: 3 clusters Score -35493.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -35515.785156 Penalty: 2761.898926 Iteration 6Q: 3 clusters Score -35515.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -35515.785156 Penalty: 2761.898926 Iteration 7F: 3 clusters Score -35515.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (11000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Entering Unmasked Estep Score: -1780360.125000 Penalty: 2307.801270 Iteration 0F: 2 clusters Score -1780360 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -1772069.500000 Penalty: 4615.602539 Iteration 0F: 3 clusters Score -1772070 nChanged 4639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1774637.000000 Penalty: 4615.602539 Iteration 1F: 3 clusters Score -1774637 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1774969.250000 Penalty: 4615.602539 Iteration 2F: 3 clusters Score -1774969 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1775227.750000 Penalty: 4615.602539 Iteration 3F: 3 clusters Score -1775228 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1775417.000000 Penalty: 4615.602539 Iteration 4Q: 3 clusters Score -1775417 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1775624.875000 Penalty: 4615.602539 Iteration 5Q: 3 clusters Score -1775625 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1775874.750000 Penalty: 4615.602539 Iteration 6Q: 3 clusters Score -1775875 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -1776155.500000 Penalty: 4615.602539 Iteration 7Q: 3 clusters Score -1776156 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -1776524.125000 Penalty: 4615.602539 Iteration 8F: 3 clusters Score -1776524 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -1776946.750000 Penalty: 4615.602539 Iteration 9F: 3 clusters Score -1776947 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -1777342.250000 Penalty: 4615.602539 Iteration 10F: 3 clusters Score -1777342 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -1777680.625000 Penalty: 4615.602539 Iteration 11Q: 3 clusters Score -1777681 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -1777915.000000 Penalty: 4615.602539 Iteration 12Q: 3 clusters Score -1777915 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -1778049.000000 Penalty: 4615.602539 Iteration 13Q: 3 clusters Score -1778049 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -1778139.250000 Penalty: 4615.602539 Iteration 14Q: 3 clusters Score -1778139 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -1778185.625000 Penalty: 4615.602539 Iteration 15Q: 3 clusters Score -1778186 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -1778218.250000 Penalty: 4615.602539 Iteration 16Q: 3 clusters Score -1778218 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1778247.750000 Penalty: 4615.602539 Iteration 17Q: 3 clusters Score -1778248 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -1778267.125000 Penalty: 4615.602539 Iteration 18Q: 3 clusters Score -1778267 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -1778274.500000 Penalty: 4615.602539 Iteration 19Q: 3 clusters Score -1778274 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -1778286.250000 Penalty: 4615.602539 Iteration 20F: 3 clusters Score -1778286 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1778295.875000 Penalty: 4615.602539 Iteration 21Q: 3 clusters Score -1778296 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1778307.625000 Penalty: 4615.602539 Iteration 22Q: 3 clusters Score -1778308 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -1778310.875000 Penalty: 4615.602539 Iteration 23Q: 3 clusters Score -1778311 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -1778321.500000 Penalty: 4615.602539 Iteration 24Q: 3 clusters Score -1778322 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1778328.125000 Penalty: 4615.602539 Iteration 25Q: 3 clusters Score -1778328 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1778338.750000 Penalty: 4615.602539 Iteration 26Q: 3 clusters Score -1778339 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -1778352.750000 Penalty: 4615.602539 Iteration 27Q: 3 clusters Score -1778353 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -1778359.750000 Penalty: 4615.602539 Iteration 28Q: 3 clusters Score -1778360 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -1778367.375000 Penalty: 4615.602539 Iteration 29Q: 3 clusters Score -1778367 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1778377.000000 Penalty: 4615.602539 Iteration 30Q: 3 clusters Score -1778377 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1778377.000000 Penalty: 4615.602539 Iteration 31Q: 3 clusters Score -1778377 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -1778381.750000 Penalty: 4615.602539 Iteration 32Q: 3 clusters Score -1778382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -1778381.000000 Penalty: 4615.602539 Iteration 33Q: 3 clusters Score -1778381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -1778382.625000 Penalty: 4615.602539 Iteration 34Q: 3 clusters Score -1778383 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 8901 members Entering Unmasked Estep Score: -1778384.750000 Penalty: 4615.602539 Iteration 35Q: 3 clusters Score -1778385 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -1778383.250000 Penalty: 4615.602539 Iteration 36Q: 3 clusters Score -1778383 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 8918 members Entering Unmasked Estep Score: -1778385.875000 Penalty: 4615.602539 Iteration 37Q: 3 clusters Score -1778386 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -1778384.625000 Penalty: 4615.602539 Iteration 38Q: 3 clusters Score -1778385 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 8953 members Entering Unmasked Estep Score: -1778393.000000 Penalty: 4615.602539 Iteration 39Q: 3 clusters Score -1778393 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -1778400.625000 Penalty: 4615.602539 Iteration 40F: 3 clusters Score -1778401 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -1778407.500000 Penalty: 4615.602539 Iteration 41Q: 3 clusters Score -1778408 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -1778421.125000 Penalty: 4615.602539 Iteration 42Q: 3 clusters Score -1778421 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -1778430.500000 Penalty: 4615.602539 Iteration 43Q: 3 clusters Score -1778430 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -1778443.000000 Penalty: 4615.602539 Iteration 44Q: 3 clusters Score -1778443 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -1778446.875000 Penalty: 4615.602539 Iteration 45Q: 3 clusters Score -1778447 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -1778450.125000 Penalty: 4615.602539 Iteration 46Q: 3 clusters Score -1778450 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1778456.500000 Penalty: 4615.602539 Iteration 47Q: 3 clusters Score -1778456 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -1778461.000000 Penalty: 4615.602539 Iteration 48Q: 3 clusters Score -1778461 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -1778463.000000 Penalty: 4615.602539 Iteration 49Q: 3 clusters Score -1778463 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -1778463.125000 Penalty: 4615.602539 Iteration 50Q: 3 clusters Score -1778463 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -1778466.625000 Penalty: 4615.602539 Iteration 51Q: 3 clusters Score -1778467 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -1778478.625000 Penalty: 4615.602539 Iteration 52Q: 3 clusters Score -1778479 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -1778482.125000 Penalty: 4615.602539 Iteration 53Q: 3 clusters Score -1778482 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -1778488.500000 Penalty: 4615.602539 Iteration 54Q: 3 clusters Score -1778488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -1778489.500000 Penalty: 4615.602539 Iteration 55Q: 3 clusters Score -1778490 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -1778496.375000 Penalty: 4615.602539 Iteration 56Q: 3 clusters Score -1778496 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -1778502.750000 Penalty: 4615.602539 Iteration 57Q: 3 clusters Score -1778503 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -1778504.125000 Penalty: 4615.602539 Iteration 58Q: 3 clusters Score -1778504 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -1778506.375000 Penalty: 4615.602539 Iteration 59Q: 3 clusters Score -1778506 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1778506.375000 Penalty: 4615.602539 Iteration 60F: 3 clusters Score -1778506 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1778510.125000 Penalty: 4615.602539 Iteration 61Q: 3 clusters Score -1778510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -1778514.750000 Penalty: 4615.602539 Iteration 62Q: 3 clusters Score -1778515 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 9315 members Entering Unmasked Estep Score: -1778512.375000 Penalty: 4615.602539 Iteration 63Q: 3 clusters Score -1778512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -1778515.375000 Penalty: 4615.602539 Iteration 64Q: 3 clusters Score -1778515 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -1778516.875000 Penalty: 4615.602539 Iteration 65Q: 3 clusters Score -1778517 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1778519.125000 Penalty: 4615.602539 Iteration 66Q: 3 clusters Score -1778519 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -1778518.125000 Penalty: 4615.602539 Iteration 67Q: 3 clusters Score -1778518 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -1778518.125000 Penalty: 4615.602539 Iteration 68Q: 3 clusters Score -1778518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -1778519.625000 Penalty: 4615.602539 Iteration 69Q: 3 clusters Score -1778520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -1778519.625000 Penalty: 4615.602539 Iteration 70Q: 3 clusters Score -1778520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1778521.250000 Penalty: 4615.602539 Iteration 71Q: 3 clusters Score -1778521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -1778520.500000 Penalty: 4615.602539 Iteration 72Q: 3 clusters Score -1778520 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1778523.250000 Penalty: 4615.602539 Iteration 73Q: 3 clusters Score -1778523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -1778524.500000 Penalty: 4615.602539 Iteration 74Q: 3 clusters Score -1778524 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -1778528.500000 Penalty: 4615.602539 Iteration 75Q: 3 clusters Score -1778528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1778529.625000 Penalty: 4615.602539 Iteration 76Q: 3 clusters Score -1778530 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -1778531.875000 Penalty: 4615.602539 Iteration 77Q: 3 clusters Score -1778532 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -1778535.625000 Penalty: 4615.602539 Iteration 78Q: 3 clusters Score -1778536 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -1778544.000000 Penalty: 4615.602539 Iteration 79Q: 3 clusters Score -1778544 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -1778542.500000 Penalty: 4615.602539 Iteration 80F: 3 clusters Score -1778542 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -1778548.875000 Penalty: 4615.602539 Iteration 81Q: 3 clusters Score -1778549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -1778552.000000 Penalty: 4615.602539 Iteration 82Q: 3 clusters Score -1778552 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -1778556.375000 Penalty: 4615.602539 Iteration 83Q: 3 clusters Score -1778556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -1778554.250000 Penalty: 4615.602539 Iteration 84Q: 3 clusters Score -1778554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -1778557.000000 Penalty: 4615.602539 Iteration 85Q: 3 clusters Score -1778557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -1778557.625000 Penalty: 4615.602539 Iteration 86Q: 3 clusters Score -1778558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1778553.125000 Penalty: 4615.602539 Iteration 87Q: 3 clusters Score -1778553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -1778555.500000 Penalty: 4615.602539 Iteration 88Q: 3 clusters Score -1778556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -1778556.250000 Penalty: 4615.602539 Iteration 89Q: 3 clusters Score -1778556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1778557.625000 Penalty: 4615.602539 Iteration 90Q: 3 clusters Score -1778558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -1778559.375000 Penalty: 4615.602539 Iteration 91Q: 3 clusters Score -1778559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -1778557.500000 Penalty: 4615.602539 Iteration 92Q: 3 clusters Score -1778558 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -1778557.500000 Penalty: 4615.602539 Iteration 93F: 3 clusters Score -1778558 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (23079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23079 members Entering Unmasked Estep Score: -3817301.250000 Penalty: 2491.576172 Iteration 0F: 2 clusters Score -3817301 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -3801393.750000 Penalty: 4983.152344 Iteration 0F: 3 clusters Score -3801394 nChanged 10210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -3807252.000000 Penalty: 4983.152344 Iteration 1F: 3 clusters Score -3807252 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11652 members Mstep: Class 2 contains 11427 members Entering Unmasked Estep Score: -3808064.000000 Penalty: 4983.152344 Iteration 2F: 3 clusters Score -3808064 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -3808896.000000 Penalty: 4983.152344 Iteration 3F: 3 clusters Score -3808896 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -3809765.000000 Penalty: 4983.152344 Iteration 4F: 3 clusters Score -3809765 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12292 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -3810542.250000 Penalty: 4983.152344 Iteration 5F: 3 clusters Score -3810542 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -3811142.250000 Penalty: 4983.152344 Iteration 6F: 3 clusters Score -3811142 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -3811561.000000 Penalty: 4983.152344 Iteration 7Q: 3 clusters Score -3811561 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13161 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -3811858.000000 Penalty: 4983.152344 Iteration 8Q: 3 clusters Score -3811858 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -3812100.750000 Penalty: 4983.152344 Iteration 9Q: 3 clusters Score -3812101 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -3812262.000000 Penalty: 4983.152344 Iteration 10Q: 3 clusters Score -3812262 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14202 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -3812378.250000 Penalty: 4983.152344 Iteration 11Q: 3 clusters Score -3812378 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14526 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -3812459.500000 Penalty: 4983.152344 Iteration 12Q: 3 clusters Score -3812460 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 8215 members Entering Unmasked Estep Score: -3812558.750000 Penalty: 4983.152344 Iteration 13Q: 3 clusters Score -3812559 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15217 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -3812657.750000 Penalty: 4983.152344 Iteration 14Q: 3 clusters Score -3812658 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -3812724.250000 Penalty: 4983.152344 Iteration 15Q: 3 clusters Score -3812724 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -3812800.000000 Penalty: 4983.152344 Iteration 16Q: 3 clusters Score -3812800 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16219 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -3812876.250000 Penalty: 4983.152344 Iteration 17Q: 3 clusters Score -3812876 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16537 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -3812961.500000 Penalty: 4983.152344 Iteration 18Q: 3 clusters Score -3812962 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16852 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -3813029.750000 Penalty: 4983.152344 Iteration 19Q: 3 clusters Score -3813030 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17148 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -3813100.000000 Penalty: 4983.152344 Iteration 20F: 3 clusters Score -3813100 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -3813169.250000 Penalty: 4983.152344 Iteration 21Q: 3 clusters Score -3813169 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17758 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -3813264.500000 Penalty: 4983.152344 Iteration 22Q: 3 clusters Score -3813264 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18129 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -3813377.000000 Penalty: 4983.152344 Iteration 23Q: 3 clusters Score -3813377 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -3813485.750000 Penalty: 4983.152344 Iteration 24Q: 3 clusters Score -3813486 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18821 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -3813603.500000 Penalty: 4983.152344 Iteration 25Q: 3 clusters Score -3813604 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19165 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -3813715.000000 Penalty: 4983.152344 Iteration 26Q: 3 clusters Score -3813715 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19512 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -3813871.000000 Penalty: 4983.152344 Iteration 27Q: 3 clusters Score -3813871 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19838 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -3813975.000000 Penalty: 4983.152344 Iteration 28Q: 3 clusters Score -3813975 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20169 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -3814118.500000 Penalty: 4983.152344 Iteration 29Q: 3 clusters Score -3814118 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20492 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -3814259.500000 Penalty: 4983.152344 Iteration 30Q: 3 clusters Score -3814260 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -3814376.500000 Penalty: 4983.152344 Iteration 31Q: 3 clusters Score -3814376 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21029 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -3814489.250000 Penalty: 4983.152344 Iteration 32Q: 3 clusters Score -3814489 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21239 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -3814589.250000 Penalty: 4983.152344 Iteration 33Q: 3 clusters Score -3814589 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -3814695.750000 Penalty: 4983.152344 Iteration 34Q: 3 clusters Score -3814696 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21614 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -3814793.000000 Penalty: 4983.152344 Iteration 35Q: 3 clusters Score -3814793 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21751 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -3814867.750000 Penalty: 4983.152344 Iteration 36Q: 3 clusters Score -3814868 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21869 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -3814946.250000 Penalty: 4983.152344 Iteration 37Q: 3 clusters Score -3814946 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21982 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -3814991.750000 Penalty: 4983.152344 Iteration 38Q: 3 clusters Score -3814992 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22059 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -3815029.500000 Penalty: 4983.152344 Iteration 39Q: 3 clusters Score -3815030 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22113 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -3815063.500000 Penalty: 4983.152344 Iteration 40F: 3 clusters Score -3815064 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22157 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -3815094.000000 Penalty: 4983.152344 Iteration 41Q: 3 clusters Score -3815094 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -3815107.250000 Penalty: 4983.152344 Iteration 42Q: 3 clusters Score -3815107 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22234 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -3815140.250000 Penalty: 4983.152344 Iteration 43Q: 3 clusters Score -3815140 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22271 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -3815161.250000 Penalty: 4983.152344 Iteration 44Q: 3 clusters Score -3815161 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -3815181.250000 Penalty: 4983.152344 Iteration 45Q: 3 clusters Score -3815181 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22333 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -3815199.250000 Penalty: 4983.152344 Iteration 46Q: 3 clusters Score -3815199 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22362 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -3815216.500000 Penalty: 4983.152344 Iteration 47Q: 3 clusters Score -3815216 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3815232.500000 Penalty: 4983.152344 Iteration 48Q: 3 clusters Score -3815232 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -3815249.250000 Penalty: 4983.152344 Iteration 49Q: 3 clusters Score -3815249 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -3815258.000000 Penalty: 4983.152344 Iteration 50Q: 3 clusters Score -3815258 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22439 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3815276.000000 Penalty: 4983.152344 Iteration 51Q: 3 clusters Score -3815276 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22453 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -3815284.000000 Penalty: 4983.152344 Iteration 52Q: 3 clusters Score -3815284 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22458 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -3815289.250000 Penalty: 4983.152344 Iteration 53Q: 3 clusters Score -3815289 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22462 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -3815292.000000 Penalty: 4983.152344 Iteration 54Q: 3 clusters Score -3815292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22467 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -3815299.500000 Penalty: 4983.152344 Iteration 55Q: 3 clusters Score -3815300 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22471 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -3815306.000000 Penalty: 4983.152344 Iteration 56Q: 3 clusters Score -3815306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22473 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -3815311.250000 Penalty: 4983.152344 Iteration 57Q: 3 clusters Score -3815311 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22477 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3815321.500000 Penalty: 4983.152344 Iteration 58Q: 3 clusters Score -3815322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22486 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -3815324.500000 Penalty: 4983.152344 Iteration 59Q: 3 clusters Score -3815324 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22493 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -3815333.500000 Penalty: 4983.152344 Iteration 60F: 3 clusters Score -3815334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22500 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -3815335.500000 Penalty: 4983.152344 Iteration 61Q: 3 clusters Score -3815336 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22505 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -3815336.750000 Penalty: 4983.152344 Iteration 62Q: 3 clusters Score -3815337 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22510 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -3815345.500000 Penalty: 4983.152344 Iteration 63Q: 3 clusters Score -3815346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22512 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -3815348.750000 Penalty: 4983.152344 Iteration 64Q: 3 clusters Score -3815349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22513 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -3815350.750000 Penalty: 4983.152344 Iteration 65Q: 3 clusters Score -3815351 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22514 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -3815352.000000 Penalty: 4983.152344 Iteration 66Q: 3 clusters Score -3815352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22514 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -3815349.500000 Penalty: 4983.152344 Iteration 67Q: 3 clusters Score -3815350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22513 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -3815349.000000 Penalty: 4983.152344 Iteration 68Q: 3 clusters Score -3815349 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22514 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -3815349.500000 Penalty: 4983.152344 Iteration 69Q: 3 clusters Score -3815350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22515 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -3815354.500000 Penalty: 4983.152344 Iteration 70Q: 3 clusters Score -3815354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22518 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -3815356.250000 Penalty: 4983.152344 Iteration 71Q: 3 clusters Score -3815356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22522 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -3815356.500000 Penalty: 4983.152344 Iteration 72Q: 3 clusters Score -3815356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22524 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -3815362.500000 Penalty: 4983.152344 Iteration 73Q: 3 clusters Score -3815362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22529 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -3815370.500000 Penalty: 4983.152344 Iteration 74Q: 3 clusters Score -3815370 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22533 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -3815372.500000 Penalty: 4983.152344 Iteration 75Q: 3 clusters Score -3815372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22535 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -3815374.500000 Penalty: 4983.152344 Iteration 76Q: 3 clusters Score -3815374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3815374.750000 Penalty: 4983.152344 Iteration 77Q: 3 clusters Score -3815375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22536 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -3815373.750000 Penalty: 4983.152344 Iteration 78Q: 3 clusters Score -3815374 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22536 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -3815373.750000 Penalty: 4983.152344 Iteration 79F: 3 clusters Score -3815374 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -67218.007812 Penalty: 1504.394897 Iteration 0F: 2 clusters Score -67218.01 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 232 members Entering Unmasked Estep Score: -65763.648438 Penalty: 3008.789795 Iteration 0F: 3 clusters Score -65763.65 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -65911.929688 Penalty: 3008.789795 Iteration 1F: 3 clusters Score -65911.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -65948.593750 Penalty: 3008.789795 Iteration 2Q: 3 clusters Score -65948.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -65980.609375 Penalty: 3008.789795 Iteration 3Q: 3 clusters Score -65980.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -65991.703125 Penalty: 3008.789795 Iteration 4Q: 3 clusters Score -65991.7 nChanged 4 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: -65999.023438 Penalty: 3008.789795 Iteration 5Q: 3 clusters Score -65999.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -66026.601562 Penalty: 3008.789795 Iteration 6Q: 3 clusters Score -66026.6 nChanged 6 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: -66057.437500 Penalty: 3008.789795 Iteration 7Q: 3 clusters Score -66057.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -66112.828125 Penalty: 3008.789795 Iteration 8Q: 3 clusters Score -66112.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -66150.203125 Penalty: 3008.789795 Iteration 9Q: 3 clusters Score -66150.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -66169.273438 Penalty: 3008.789795 Iteration 10Q: 3 clusters Score -66169.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -66179.984375 Penalty: 3008.789795 Iteration 11Q: 3 clusters Score -66179.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -66181.484375 Penalty: 3008.789795 Iteration 12Q: 3 clusters Score -66181.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -66181.484375 Penalty: 3008.789795 Iteration 13F: 3 clusters Score -66181.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Entering Unmasked Estep Score: -1135250.750000 Penalty: 2200.168213 Iteration 0F: 2 clusters Score -1135251 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -1129460.125000 Penalty: 4400.336426 Iteration 0F: 3 clusters Score -1129460 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1131011.875000 Penalty: 4400.336426 Iteration 1F: 3 clusters Score -1131012 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1131344.750000 Penalty: 4400.336426 Iteration 2F: 3 clusters Score -1131345 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1131587.625000 Penalty: 4400.336426 Iteration 3F: 3 clusters Score -1131588 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1131746.875000 Penalty: 4400.336426 Iteration 4Q: 3 clusters Score -1131747 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1131862.875000 Penalty: 4400.336426 Iteration 5Q: 3 clusters Score -1131863 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -1131947.125000 Penalty: 4400.336426 Iteration 6Q: 3 clusters Score -1131947 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1132025.125000 Penalty: 4400.336426 Iteration 7Q: 3 clusters Score -1132025 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1132071.875000 Penalty: 4400.336426 Iteration 8Q: 3 clusters Score -1132072 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1132113.625000 Penalty: 4400.336426 Iteration 9Q: 3 clusters Score -1132114 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1132157.250000 Penalty: 4400.336426 Iteration 10Q: 3 clusters Score -1132157 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1132197.250000 Penalty: 4400.336426 Iteration 11Q: 3 clusters Score -1132197 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -1132236.625000 Penalty: 4400.336426 Iteration 12Q: 3 clusters Score -1132237 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1132277.000000 Penalty: 4400.336426 Iteration 13Q: 3 clusters Score -1132277 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1132326.875000 Penalty: 4400.336426 Iteration 14Q: 3 clusters Score -1132327 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1132368.625000 Penalty: 4400.336426 Iteration 15Q: 3 clusters Score -1132369 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1132402.125000 Penalty: 4400.336426 Iteration 16Q: 3 clusters Score -1132402 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -1132433.625000 Penalty: 4400.336426 Iteration 17Q: 3 clusters Score -1132434 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1132455.875000 Penalty: 4400.336426 Iteration 18Q: 3 clusters Score -1132456 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1132474.625000 Penalty: 4400.336426 Iteration 19Q: 3 clusters Score -1132475 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1132491.125000 Penalty: 4400.336426 Iteration 20F: 3 clusters Score -1132491 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1132512.750000 Penalty: 4400.336426 Iteration 21Q: 3 clusters Score -1132513 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1132535.125000 Penalty: 4400.336426 Iteration 22Q: 3 clusters Score -1132535 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1132549.500000 Penalty: 4400.336426 Iteration 23Q: 3 clusters Score -1132550 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1132564.000000 Penalty: 4400.336426 Iteration 24Q: 3 clusters Score -1132564 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1132580.000000 Penalty: 4400.336426 Iteration 25Q: 3 clusters Score -1132580 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1132585.375000 Penalty: 4400.336426 Iteration 26Q: 3 clusters Score -1132585 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1132596.500000 Penalty: 4400.336426 Iteration 27Q: 3 clusters Score -1132596 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -1132610.875000 Penalty: 4400.336426 Iteration 28Q: 3 clusters Score -1132611 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1132626.375000 Penalty: 4400.336426 Iteration 29Q: 3 clusters Score -1132626 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1132642.125000 Penalty: 4400.336426 Iteration 30Q: 3 clusters Score -1132642 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1132665.250000 Penalty: 4400.336426 Iteration 31Q: 3 clusters Score -1132665 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1132683.500000 Penalty: 4400.336426 Iteration 32Q: 3 clusters Score -1132684 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1132704.625000 Penalty: 4400.336426 Iteration 33Q: 3 clusters Score -1132705 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1132728.250000 Penalty: 4400.336426 Iteration 34Q: 3 clusters Score -1132728 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1132752.750000 Penalty: 4400.336426 Iteration 35Q: 3 clusters Score -1132753 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -1132771.375000 Penalty: 4400.336426 Iteration 36Q: 3 clusters Score -1132771 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1132802.250000 Penalty: 4400.336426 Iteration 37Q: 3 clusters Score -1132802 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -1132820.625000 Penalty: 4400.336426 Iteration 38Q: 3 clusters Score -1132821 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1132839.500000 Penalty: 4400.336426 Iteration 39Q: 3 clusters Score -1132840 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1132858.875000 Penalty: 4400.336426 Iteration 40F: 3 clusters Score -1132859 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1132880.250000 Penalty: 4400.336426 Iteration 41Q: 3 clusters Score -1132880 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1132900.250000 Penalty: 4400.336426 Iteration 42Q: 3 clusters Score -1132900 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -1132918.750000 Penalty: 4400.336426 Iteration 43Q: 3 clusters Score -1132919 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1132931.750000 Penalty: 4400.336426 Iteration 44Q: 3 clusters Score -1132932 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1132942.625000 Penalty: 4400.336426 Iteration 45Q: 3 clusters Score -1132943 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1132960.500000 Penalty: 4400.336426 Iteration 46Q: 3 clusters Score -1132960 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1132975.750000 Penalty: 4400.336426 Iteration 47Q: 3 clusters Score -1132976 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1132989.375000 Penalty: 4400.336426 Iteration 48Q: 3 clusters Score -1132989 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1133008.000000 Penalty: 4400.336426 Iteration 49Q: 3 clusters Score -1133008 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1133017.875000 Penalty: 4400.336426 Iteration 50Q: 3 clusters Score -1133018 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -1133027.625000 Penalty: 4400.336426 Iteration 51Q: 3 clusters Score -1133028 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1133038.625000 Penalty: 4400.336426 Iteration 52Q: 3 clusters Score -1133039 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1133045.875000 Penalty: 4400.336426 Iteration 53Q: 3 clusters Score -1133046 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1133054.250000 Penalty: 4400.336426 Iteration 54Q: 3 clusters Score -1133054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1133067.000000 Penalty: 4400.336426 Iteration 55Q: 3 clusters Score -1133067 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1133075.000000 Penalty: 4400.336426 Iteration 56Q: 3 clusters Score -1133075 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1133086.250000 Penalty: 4400.336426 Iteration 57Q: 3 clusters Score -1133086 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1133093.125000 Penalty: 4400.336426 Iteration 58Q: 3 clusters Score -1133093 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1133101.500000 Penalty: 4400.336426 Iteration 59Q: 3 clusters Score -1133102 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1133119.250000 Penalty: 4400.336426 Iteration 60F: 3 clusters Score -1133119 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1133130.750000 Penalty: 4400.336426 Iteration 61Q: 3 clusters Score -1133131 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1133139.750000 Penalty: 4400.336426 Iteration 62Q: 3 clusters Score -1133140 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1133150.125000 Penalty: 4400.336426 Iteration 63Q: 3 clusters Score -1133150 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -1133157.125000 Penalty: 4400.336426 Iteration 64Q: 3 clusters Score -1133157 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1133163.750000 Penalty: 4400.336426 Iteration 65Q: 3 clusters Score -1133164 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1133172.750000 Penalty: 4400.336426 Iteration 66Q: 3 clusters Score -1133173 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1133174.000000 Penalty: 4400.336426 Iteration 67Q: 3 clusters Score -1133174 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1133175.500000 Penalty: 4400.336426 Iteration 68Q: 3 clusters Score -1133176 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1133180.250000 Penalty: 4400.336426 Iteration 69Q: 3 clusters Score -1133180 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1133187.500000 Penalty: 4400.336426 Iteration 70Q: 3 clusters Score -1133188 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1133192.375000 Penalty: 4400.336426 Iteration 71Q: 3 clusters Score -1133192 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1133201.625000 Penalty: 4400.336426 Iteration 72Q: 3 clusters Score -1133202 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1133210.375000 Penalty: 4400.336426 Iteration 73Q: 3 clusters Score -1133210 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1133213.500000 Penalty: 4400.336426 Iteration 74Q: 3 clusters Score -1133214 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1133222.500000 Penalty: 4400.336426 Iteration 75Q: 3 clusters Score -1133222 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1133230.125000 Penalty: 4400.336426 Iteration 76Q: 3 clusters Score -1133230 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1133240.250000 Penalty: 4400.336426 Iteration 77Q: 3 clusters Score -1133240 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1133255.875000 Penalty: 4400.336426 Iteration 78Q: 3 clusters Score -1133256 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1133270.000000 Penalty: 4400.336426 Iteration 79Q: 3 clusters Score -1133270 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1133290.500000 Penalty: 4400.336426 Iteration 80F: 3 clusters Score -1133290 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -1133307.125000 Penalty: 4400.336426 Iteration 81Q: 3 clusters Score -1133307 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1133318.375000 Penalty: 4400.336426 Iteration 82Q: 3 clusters Score -1133318 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1133339.000000 Penalty: 4400.336426 Iteration 83Q: 3 clusters Score -1133339 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1133355.375000 Penalty: 4400.336426 Iteration 84Q: 3 clusters Score -1133355 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1133368.750000 Penalty: 4400.336426 Iteration 85Q: 3 clusters Score -1133369 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1133382.000000 Penalty: 4400.336426 Iteration 86Q: 3 clusters Score -1133382 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1133394.500000 Penalty: 4400.336426 Iteration 87Q: 3 clusters Score -1133394 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1133407.625000 Penalty: 4400.336426 Iteration 88Q: 3 clusters Score -1133408 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1133419.500000 Penalty: 4400.336426 Iteration 89Q: 3 clusters Score -1133420 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1133427.500000 Penalty: 4400.336426 Iteration 90Q: 3 clusters Score -1133428 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1133431.500000 Penalty: 4400.336426 Iteration 91Q: 3 clusters Score -1133432 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1133435.750000 Penalty: 4400.336426 Iteration 92Q: 3 clusters Score -1133436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1133442.750000 Penalty: 4400.336426 Iteration 93Q: 3 clusters Score -1133443 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1133446.750000 Penalty: 4400.336426 Iteration 94Q: 3 clusters Score -1133447 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1133447.375000 Penalty: 4400.336426 Iteration 95Q: 3 clusters Score -1133447 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1133452.000000 Penalty: 4400.336426 Iteration 96Q: 3 clusters Score -1133452 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1133457.125000 Penalty: 4400.336426 Iteration 97Q: 3 clusters Score -1133457 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1133466.750000 Penalty: 4400.336426 Iteration 98Q: 3 clusters Score -1133467 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1133471.875000 Penalty: 4400.336426 Iteration 99Q: 3 clusters Score -1133472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1133477.125000 Penalty: 4400.336426 Iteration 100F: 3 clusters Score -1133477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1133480.250000 Penalty: 4400.336426 Iteration 101Q: 3 clusters Score -1133480 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1133482.000000 Penalty: 4400.336426 Iteration 102Q: 3 clusters Score -1133482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1133483.875000 Penalty: 4400.336426 Iteration 103Q: 3 clusters Score -1133484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1133486.000000 Penalty: 4400.336426 Iteration 104Q: 3 clusters Score -1133486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1133488.625000 Penalty: 4400.336426 Iteration 105Q: 3 clusters Score -1133489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1133486.875000 Penalty: 4400.336426 Iteration 106Q: 3 clusters Score -1133487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1133489.375000 Penalty: 4400.336426 Iteration 107Q: 3 clusters Score -1133489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1133491.750000 Penalty: 4400.336426 Iteration 108Q: 3 clusters Score -1133492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1133495.625000 Penalty: 4400.336426 Iteration 109Q: 3 clusters Score -1133496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1133497.750000 Penalty: 4400.336426 Iteration 110Q: 3 clusters Score -1133498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1133499.500000 Penalty: 4400.336426 Iteration 111Q: 3 clusters Score -1133500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1133499.625000 Penalty: 4400.336426 Iteration 112Q: 3 clusters Score -1133500 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1133501.250000 Penalty: 4400.336426 Iteration 113Q: 3 clusters Score -1133501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1133500.375000 Penalty: 4400.336426 Iteration 114Q: 3 clusters Score -1133500 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1133500.625000 Penalty: 4400.336426 Iteration 115Q: 3 clusters Score -1133501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1133500.875000 Penalty: 4400.336426 Iteration 116Q: 3 clusters Score -1133501 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1133500.875000 Penalty: 4400.336426 Iteration 117F: 3 clusters Score -1133501 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18330.240234 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18330.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -17417.593750 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17417.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -17516.328125 Penalty: 2447.499023 Iteration 1F: 3 clusters Score -17516.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17539.337891 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17539.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17539.337891 Penalty: 2447.499023 Iteration 3F: 3 clusters Score -17539.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (12575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Entering Unmasked Estep Score: -2019411.250000 Penalty: 2340.987793 Iteration 0F: 2 clusters Score -2019411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -2010022.625000 Penalty: 4681.975586 Iteration 0F: 3 clusters Score -2010023 nChanged 5422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -2013117.875000 Penalty: 4681.975586 Iteration 1F: 3 clusters Score -2013118 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -2013720.125000 Penalty: 4681.975586 Iteration 2F: 3 clusters Score -2013720 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -2014401.500000 Penalty: 4681.975586 Iteration 3F: 3 clusters Score -2014402 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -2015096.625000 Penalty: 4681.975586 Iteration 4F: 3 clusters Score -2015097 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -2015868.500000 Penalty: 4681.975586 Iteration 5F: 3 clusters Score -2015868 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -2016677.875000 Penalty: 4681.975586 Iteration 6F: 3 clusters Score -2016678 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -2017503.250000 Penalty: 4681.975586 Iteration 7F: 3 clusters Score -2017503 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -2018507.375000 Penalty: 4681.975586 Iteration 8F: 3 clusters Score -2018507 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -2019448.875000 Penalty: 4681.975586 Iteration 9F: 3 clusters Score -2019449 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -2020209.000000 Penalty: 4681.975586 Iteration 10Q: 3 clusters Score -2020209 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -2020655.375000 Penalty: 4681.975586 Iteration 11Q: 3 clusters Score -2020655 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -2020895.125000 Penalty: 4681.975586 Iteration 12Q: 3 clusters Score -2020895 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -2021002.750000 Penalty: 4681.975586 Iteration 13Q: 3 clusters Score -2021003 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -2021039.125000 Penalty: 4681.975586 Iteration 14Q: 3 clusters Score -2021039 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 8249 members Entering Unmasked Estep Score: -2021053.625000 Penalty: 4681.975586 Iteration 15Q: 3 clusters Score -2021054 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -2021060.250000 Penalty: 4681.975586 Iteration 16Q: 3 clusters Score -2021060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -2021063.000000 Penalty: 4681.975586 Iteration 17Q: 3 clusters Score -2021063 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -2021068.500000 Penalty: 4681.975586 Iteration 18Q: 3 clusters Score -2021068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -2021070.750000 Penalty: 4681.975586 Iteration 19Q: 3 clusters Score -2021071 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -2021070.000000 Penalty: 4681.975586 Iteration 20F: 3 clusters Score -2021070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -2021067.375000 Penalty: 4681.975586 Iteration 21Q: 3 clusters Score -2021067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -2021069.125000 Penalty: 4681.975586 Iteration 22Q: 3 clusters Score -2021069 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -2021069.125000 Penalty: 4681.975586 Iteration 23F: 3 clusters Score -2021069 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 21187 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 14363 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 9790 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Entering Unmasked Estep Score: -51802736.000000 Penalty: 91228.484375 Splitting cluster 13 changes total score from -51801688.000000 to -51802736.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 14 (21187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21187 members Entering Unmasked Estep Score: -3450051.250000 Penalty: 2470.363525 Iteration 0F: 2 clusters Score -3450051 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 10630 members Entering Unmasked Estep Score: -3435343.500000 Penalty: 4940.727051 Iteration 0F: 3 clusters Score -3435344 nChanged 9328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -3440405.250000 Penalty: 4940.727051 Iteration 1F: 3 clusters Score -3440405 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -3440964.000000 Penalty: 4940.727051 Iteration 2F: 3 clusters Score -3440964 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10224 members Mstep: Class 2 contains 10963 members Entering Unmasked Estep Score: -3441544.500000 Penalty: 4940.727051 Iteration 3F: 3 clusters Score -3441544 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -3442075.000000 Penalty: 4940.727051 Iteration 4Q: 3 clusters Score -3442075 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 11162 members Entering Unmasked Estep Score: -3442543.000000 Penalty: 4940.727051 Iteration 5Q: 3 clusters Score -3442543 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -3442919.250000 Penalty: 4940.727051 Iteration 6Q: 3 clusters Score -3442919 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 11299 members Entering Unmasked Estep Score: -3443258.750000 Penalty: 4940.727051 Iteration 7Q: 3 clusters Score -3443259 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -3443513.250000 Penalty: 4940.727051 Iteration 8Q: 3 clusters Score -3443513 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -3443740.000000 Penalty: 4940.727051 Iteration 9Q: 3 clusters Score -3443740 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -3443934.250000 Penalty: 4940.727051 Iteration 10Q: 3 clusters Score -3443934 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 11037 members Entering Unmasked Estep Score: -3444156.250000 Penalty: 4940.727051 Iteration 11Q: 3 clusters Score -3444156 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -3444371.500000 Penalty: 4940.727051 Iteration 12Q: 3 clusters Score -3444372 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10477 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -3444605.750000 Penalty: 4940.727051 Iteration 13Q: 3 clusters Score -3444606 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -3444893.750000 Penalty: 4940.727051 Iteration 14Q: 3 clusters Score -3444894 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -3445190.250000 Penalty: 4940.727051 Iteration 15Q: 3 clusters Score -3445190 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -3445507.000000 Penalty: 4940.727051 Iteration 16Q: 3 clusters Score -3445507 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -3445866.250000 Penalty: 4940.727051 Iteration 17Q: 3 clusters Score -3445866 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 10711 members Entering Unmasked Estep Score: -3446216.250000 Penalty: 4940.727051 Iteration 18Q: 3 clusters Score -3446216 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -3446528.750000 Penalty: 4940.727051 Iteration 19Q: 3 clusters Score -3446529 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -3446826.750000 Penalty: 4940.727051 Iteration 20F: 3 clusters Score -3446827 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -3447089.250000 Penalty: 4940.727051 Iteration 21Q: 3 clusters Score -3447089 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -3447322.750000 Penalty: 4940.727051 Iteration 22Q: 3 clusters Score -3447323 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 11931 members Entering Unmasked Estep Score: -3447470.750000 Penalty: 4940.727051 Iteration 23Q: 3 clusters Score -3447471 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -3447642.250000 Penalty: 4940.727051 Iteration 24Q: 3 clusters Score -3447642 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -3447766.750000 Penalty: 4940.727051 Iteration 25Q: 3 clusters Score -3447767 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -3447918.250000 Penalty: 4940.727051 Iteration 26Q: 3 clusters Score -3447918 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -3448130.500000 Penalty: 4940.727051 Iteration 27Q: 3 clusters Score -3448130 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -3448458.750000 Penalty: 4940.727051 Iteration 28Q: 3 clusters Score -3448459 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -3448965.000000 Penalty: 4940.727051 Iteration 29Q: 3 clusters Score -3448965 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -3449691.750000 Penalty: 4940.727051 Iteration 30Q: 3 clusters Score -3449692 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -3450487.000000 Penalty: 4940.727051 Iteration 31Q: 3 clusters Score -3450487 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 15400 members Entering Unmasked Estep Score: -3451035.750000 Penalty: 4940.727051 Iteration 32Q: 3 clusters Score -3451036 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 15656 members Entering Unmasked Estep Score: -3451280.000000 Penalty: 4940.727051 Iteration 33Q: 3 clusters Score -3451280 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 15821 members Entering Unmasked Estep Score: -3451367.750000 Penalty: 4940.727051 Iteration 34Q: 3 clusters Score -3451368 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 15925 members Entering Unmasked Estep Score: -3451407.750000 Penalty: 4940.727051 Iteration 35Q: 3 clusters Score -3451408 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 15995 members Entering Unmasked Estep Score: -3451424.000000 Penalty: 4940.727051 Iteration 36Q: 3 clusters Score -3451424 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 16036 members Entering Unmasked Estep Score: -3451437.250000 Penalty: 4940.727051 Iteration 37Q: 3 clusters Score -3451437 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 16067 members Entering Unmasked Estep Score: -3451441.500000 Penalty: 4940.727051 Iteration 38Q: 3 clusters Score -3451442 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -3451454.250000 Penalty: 4940.727051 Iteration 39Q: 3 clusters Score -3451454 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 16097 members Entering Unmasked Estep Score: -3451457.250000 Penalty: 4940.727051 Iteration 40F: 3 clusters Score -3451457 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 16109 members Entering Unmasked Estep Score: -3451469.500000 Penalty: 4940.727051 Iteration 41Q: 3 clusters Score -3451470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 16120 members Entering Unmasked Estep Score: -3451461.250000 Penalty: 4940.727051 Iteration 42Q: 3 clusters Score -3451461 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -3451463.750000 Penalty: 4940.727051 Iteration 43Q: 3 clusters Score -3451464 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 16144 members Entering Unmasked Estep Score: -3451471.250000 Penalty: 4940.727051 Iteration 44Q: 3 clusters Score -3451471 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 16153 members Entering Unmasked Estep Score: -3451465.500000 Penalty: 4940.727051 Iteration 45Q: 3 clusters Score -3451466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 16160 members Entering Unmasked Estep Score: -3451466.000000 Penalty: 4940.727051 Iteration 46Q: 3 clusters Score -3451466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 16166 members Entering Unmasked Estep Score: -3451472.250000 Penalty: 4940.727051 Iteration 47Q: 3 clusters Score -3451472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 16170 members Entering Unmasked Estep Score: -3451475.750000 Penalty: 4940.727051 Iteration 48Q: 3 clusters Score -3451476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 16176 members Entering Unmasked Estep Score: -3451479.500000 Penalty: 4940.727051 Iteration 49Q: 3 clusters Score -3451480 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 16180 members Entering Unmasked Estep Score: -3451481.250000 Penalty: 4940.727051 Iteration 50Q: 3 clusters Score -3451481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 16181 members Entering Unmasked Estep Score: -3451476.750000 Penalty: 4940.727051 Iteration 51Q: 3 clusters Score -3451477 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 16182 members Entering Unmasked Estep Score: -3451479.250000 Penalty: 4940.727051 Iteration 52Q: 3 clusters Score -3451479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -3451481.750000 Penalty: 4940.727051 Iteration 53Q: 3 clusters Score -3451482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -3451481.750000 Penalty: 4940.727051 Iteration 54F: 3 clusters Score -3451482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 733 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 14363 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 9790 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Entering Unmasked Estep Score: -51803508.000000 Penalty: 94374.296875 Splitting cluster 14 changes total score from -51801688.000000 to -51803508.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 15 (10263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Entering Unmasked Estep Score: -1761279.750000 Penalty: 2290.602539 Iteration 0F: 2 clusters Score -1761280 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1753436.250000 Penalty: 4581.205078 Iteration 0F: 3 clusters Score -1753436 nChanged 4276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -1755594.250000 Penalty: 4581.205078 Iteration 1F: 3 clusters Score -1755594 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1755860.125000 Penalty: 4581.205078 Iteration 2F: 3 clusters Score -1755860 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1756041.375000 Penalty: 4581.205078 Iteration 3Q: 3 clusters Score -1756041 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1756165.875000 Penalty: 4581.205078 Iteration 4Q: 3 clusters Score -1756166 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1756262.000000 Penalty: 4581.205078 Iteration 5Q: 3 clusters Score -1756262 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1756351.875000 Penalty: 4581.205078 Iteration 6Q: 3 clusters Score -1756352 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1756426.750000 Penalty: 4581.205078 Iteration 7Q: 3 clusters Score -1756427 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1756492.000000 Penalty: 4581.205078 Iteration 8Q: 3 clusters Score -1756492 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1756551.000000 Penalty: 4581.205078 Iteration 9Q: 3 clusters Score -1756551 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1756623.000000 Penalty: 4581.205078 Iteration 10Q: 3 clusters Score -1756623 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1756718.125000 Penalty: 4581.205078 Iteration 11Q: 3 clusters Score -1756718 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1756820.125000 Penalty: 4581.205078 Iteration 12Q: 3 clusters Score -1756820 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1756945.125000 Penalty: 4581.205078 Iteration 13Q: 3 clusters Score -1756945 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1757077.750000 Penalty: 4581.205078 Iteration 14Q: 3 clusters Score -1757078 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1757246.000000 Penalty: 4581.205078 Iteration 15Q: 3 clusters Score -1757246 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1757494.375000 Penalty: 4581.205078 Iteration 16Q: 3 clusters Score -1757494 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1757792.375000 Penalty: 4581.205078 Iteration 17Q: 3 clusters Score -1757792 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1758104.125000 Penalty: 4581.205078 Iteration 18Q: 3 clusters Score -1758104 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1758394.000000 Penalty: 4581.205078 Iteration 19Q: 3 clusters Score -1758394 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1758629.000000 Penalty: 4581.205078 Iteration 20F: 3 clusters Score -1758629 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1758827.625000 Penalty: 4581.205078 Iteration 21Q: 3 clusters Score -1758828 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1758985.625000 Penalty: 4581.205078 Iteration 22Q: 3 clusters Score -1758986 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1759081.375000 Penalty: 4581.205078 Iteration 23Q: 3 clusters Score -1759081 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1759143.000000 Penalty: 4581.205078 Iteration 24Q: 3 clusters Score -1759143 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1759181.125000 Penalty: 4581.205078 Iteration 25Q: 3 clusters Score -1759181 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1759204.000000 Penalty: 4581.205078 Iteration 26Q: 3 clusters Score -1759204 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1759216.250000 Penalty: 4581.205078 Iteration 27Q: 3 clusters Score -1759216 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1759224.125000 Penalty: 4581.205078 Iteration 28Q: 3 clusters Score -1759224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1759229.000000 Penalty: 4581.205078 Iteration 29Q: 3 clusters Score -1759229 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1759227.750000 Penalty: 4581.205078 Iteration 30Q: 3 clusters Score -1759228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1759227.750000 Penalty: 4581.205078 Iteration 31F: 3 clusters Score -1759228 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (56456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56456 members Entering Unmasked Estep Score: -9392381.000000 Penalty: 2713.421631 Iteration 0F: 2 clusters Score -9392381 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28028 members Mstep: Class 2 contains 28428 members Entering Unmasked Estep Score: -9355279.000000 Penalty: 5426.843262 Iteration 0F: 3 clusters Score -9355279 nChanged 26233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26041 members Mstep: Class 2 contains 30415 members Entering Unmasked Estep Score: -9370029.000000 Penalty: 5426.843262 Iteration 1F: 3 clusters Score -9370029 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24476 members Mstep: Class 2 contains 31980 members Entering Unmasked Estep Score: -9371162.000000 Penalty: 5426.843262 Iteration 2Q: 3 clusters Score -9371162 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22042 members Mstep: Class 2 contains 34414 members Entering Unmasked Estep Score: -9373306.000000 Penalty: 5426.843262 Iteration 3F: 3 clusters Score -9373306 nChanged 4358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18826 members Mstep: Class 2 contains 37630 members Entering Unmasked Estep Score: -9376659.000000 Penalty: 5426.843262 Iteration 4F: 3 clusters Score -9376659 nChanged 4880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 41060 members Entering Unmasked Estep Score: -9380817.000000 Penalty: 5426.843262 Iteration 5F: 3 clusters Score -9380817 nChanged 4258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12682 members Mstep: Class 2 contains 43774 members Entering Unmasked Estep Score: -9383917.000000 Penalty: 5426.843262 Iteration 6F: 3 clusters Score -9383917 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 45497 members Entering Unmasked Estep Score: -9385727.000000 Penalty: 5426.843262 Iteration 7F: 3 clusters Score -9385727 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 46634 members Entering Unmasked Estep Score: -9386716.000000 Penalty: 5426.843262 Iteration 8Q: 3 clusters Score -9386716 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 47491 members Entering Unmasked Estep Score: -9387456.000000 Penalty: 5426.843262 Iteration 9Q: 3 clusters Score -9387456 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 48138 members Entering Unmasked Estep Score: -9388039.000000 Penalty: 5426.843262 Iteration 10Q: 3 clusters Score -9388039 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 48656 members Entering Unmasked Estep Score: -9388388.000000 Penalty: 5426.843262 Iteration 11Q: 3 clusters Score -9388388 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 49036 members Entering Unmasked Estep Score: -9388712.000000 Penalty: 5426.843262 Iteration 12Q: 3 clusters Score -9388712 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 49353 members Entering Unmasked Estep Score: -9388946.000000 Penalty: 5426.843262 Iteration 13Q: 3 clusters Score -9388946 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 49661 members Entering Unmasked Estep Score: -9389171.000000 Penalty: 5426.843262 Iteration 14Q: 3 clusters Score -9389171 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 49946 members Entering Unmasked Estep Score: -9389332.000000 Penalty: 5426.843262 Iteration 15Q: 3 clusters Score -9389332 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 50199 members Entering Unmasked Estep Score: -9389427.000000 Penalty: 5426.843262 Iteration 16Q: 3 clusters Score -9389427 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 50441 members Entering Unmasked Estep Score: -9389566.000000 Penalty: 5426.843262 Iteration 17Q: 3 clusters Score -9389566 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 50703 members Entering Unmasked Estep Score: -9389660.000000 Penalty: 5426.843262 Iteration 18Q: 3 clusters Score -9389660 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 50934 members Entering Unmasked Estep Score: -9389746.000000 Penalty: 5426.843262 Iteration 19Q: 3 clusters Score -9389746 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 51143 members Entering Unmasked Estep Score: -9389808.000000 Penalty: 5426.843262 Iteration 20F: 3 clusters Score -9389808 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 51358 members Entering Unmasked Estep Score: -9389913.000000 Penalty: 5426.843262 Iteration 21Q: 3 clusters Score -9389913 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 51563 members Entering Unmasked Estep Score: -9389971.000000 Penalty: 5426.843262 Iteration 22Q: 3 clusters Score -9389971 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 51754 members Entering Unmasked Estep Score: -9390088.000000 Penalty: 5426.843262 Iteration 23Q: 3 clusters Score -9390088 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 51946 members Entering Unmasked Estep Score: -9390118.000000 Penalty: 5426.843262 Iteration 24Q: 3 clusters Score -9390118 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 52124 members Entering Unmasked Estep Score: -9390165.000000 Penalty: 5426.843262 Iteration 25Q: 3 clusters Score -9390165 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 52277 members Entering Unmasked Estep Score: -9390244.000000 Penalty: 5426.843262 Iteration 26Q: 3 clusters Score -9390244 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 52435 members Entering Unmasked Estep Score: -9390305.000000 Penalty: 5426.843262 Iteration 27Q: 3 clusters Score -9390305 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 52578 members Entering Unmasked Estep Score: -9390317.000000 Penalty: 5426.843262 Iteration 28Q: 3 clusters Score -9390317 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 52721 members Entering Unmasked Estep Score: -9390367.000000 Penalty: 5426.843262 Iteration 29Q: 3 clusters Score -9390367 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 52856 members Entering Unmasked Estep Score: -9390407.000000 Penalty: 5426.843262 Iteration 30Q: 3 clusters Score -9390407 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 52980 members Entering Unmasked Estep Score: -9390465.000000 Penalty: 5426.843262 Iteration 31Q: 3 clusters Score -9390465 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 53099 members Entering Unmasked Estep Score: -9390501.000000 Penalty: 5426.843262 Iteration 32Q: 3 clusters Score -9390501 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 53208 members Entering Unmasked Estep Score: -9390569.000000 Penalty: 5426.843262 Iteration 33Q: 3 clusters Score -9390569 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 53313 members Entering Unmasked Estep Score: -9390595.000000 Penalty: 5426.843262 Iteration 34Q: 3 clusters Score -9390595 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 53409 members Entering Unmasked Estep Score: -9390640.000000 Penalty: 5426.843262 Iteration 35Q: 3 clusters Score -9390640 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 53515 members Entering Unmasked Estep Score: -9390738.000000 Penalty: 5426.843262 Iteration 36Q: 3 clusters Score -9390738 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 53613 members Entering Unmasked Estep Score: -9390861.000000 Penalty: 5426.843262 Iteration 37Q: 3 clusters Score -9390861 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 53723 members Entering Unmasked Estep Score: -9391072.000000 Penalty: 5426.843262 Iteration 38Q: 3 clusters Score -9391072 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 53806 members Entering Unmasked Estep Score: -9391256.000000 Penalty: 5426.843262 Iteration 39Q: 3 clusters Score -9391256 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 53858 members Entering Unmasked Estep Score: -9391381.000000 Penalty: 5426.843262 Iteration 40F: 3 clusters Score -9391381 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 53911 members Entering Unmasked Estep Score: -9391468.000000 Penalty: 5426.843262 Iteration 41Q: 3 clusters Score -9391468 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 53949 members Entering Unmasked Estep Score: -9391524.000000 Penalty: 5426.843262 Iteration 42Q: 3 clusters Score -9391524 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 53976 members Entering Unmasked Estep Score: -9391556.000000 Penalty: 5426.843262 Iteration 43Q: 3 clusters Score -9391556 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 53987 members Entering Unmasked Estep Score: -9391568.000000 Penalty: 5426.843262 Iteration 44Q: 3 clusters Score -9391568 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 53999 members Entering Unmasked Estep Score: -9391572.000000 Penalty: 5426.843262 Iteration 45Q: 3 clusters Score -9391572 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 54005 members Entering Unmasked Estep Score: -9391572.000000 Penalty: 5426.843262 Iteration 46Q: 3 clusters Score -9391572 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 54008 members Entering Unmasked Estep Score: -9391587.000000 Penalty: 5426.843262 Iteration 47Q: 3 clusters Score -9391587 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 54018 members Entering Unmasked Estep Score: -9391583.000000 Penalty: 5426.843262 Iteration 48Q: 3 clusters Score -9391583 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 54022 members Entering Unmasked Estep Score: -9391588.000000 Penalty: 5426.843262 Iteration 49Q: 3 clusters Score -9391588 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 54028 members Entering Unmasked Estep Score: -9391601.000000 Penalty: 5426.843262 Iteration 50Q: 3 clusters Score -9391601 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 54033 members Entering Unmasked Estep Score: -9391595.000000 Penalty: 5426.843262 Iteration 51Q: 3 clusters Score -9391595 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 54034 members Entering Unmasked Estep Score: -9391605.000000 Penalty: 5426.843262 Iteration 52Q: 3 clusters Score -9391605 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 54037 members Entering Unmasked Estep Score: -9391614.000000 Penalty: 5426.843262 Iteration 53Q: 3 clusters Score -9391614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 54041 members Entering Unmasked Estep Score: -9391603.000000 Penalty: 5426.843262 Iteration 54Q: 3 clusters Score -9391603 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 54042 members Entering Unmasked Estep Score: -9391614.000000 Penalty: 5426.843262 Iteration 55Q: 3 clusters Score -9391614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 54042 members Entering Unmasked Estep Score: -9391600.000000 Penalty: 5426.843262 Iteration 56Q: 3 clusters Score -9391600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 54044 members Entering Unmasked Estep Score: -9391613.000000 Penalty: 5426.843262 Iteration 57Q: 3 clusters Score -9391613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 54042 members Entering Unmasked Estep Score: -9391600.000000 Penalty: 5426.843262 Iteration 58Q: 3 clusters Score -9391600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 54038 members Entering Unmasked Estep Score: -9391613.000000 Penalty: 5426.843262 Iteration 59Q: 3 clusters Score -9391613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 54036 members Entering Unmasked Estep Score: -9391609.000000 Penalty: 5426.843262 Iteration 60F: 3 clusters Score -9391609 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Entering Unmasked Estep Score: -110912.054688 Penalty: 1636.092041 Iteration 0F: 2 clusters Score -110912.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -109202.914062 Penalty: 3272.184082 Iteration 0F: 3 clusters Score -109202.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -109539.218750 Penalty: 3272.184082 Iteration 1F: 3 clusters Score -109539.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -109770.484375 Penalty: 3272.184082 Iteration 2F: 3 clusters Score -109770.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -110063.781250 Penalty: 3272.184082 Iteration 3F: 3 clusters Score -110063.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -110383.984375 Penalty: 3272.184082 Iteration 4F: 3 clusters Score -110384 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -110469.164062 Penalty: 3272.184082 Iteration 5Q: 3 clusters Score -110469.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -110505.710938 Penalty: 3272.184082 Iteration 6Q: 3 clusters Score -110505.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -110530.882812 Penalty: 3272.184082 Iteration 7Q: 3 clusters Score -110530.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -110552.609375 Penalty: 3272.184082 Iteration 8Q: 3 clusters Score -110552.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -110573.453125 Penalty: 3272.184082 Iteration 9Q: 3 clusters Score -110573.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -110587.093750 Penalty: 3272.184082 Iteration 10Q: 3 clusters Score -110587.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -110599.789062 Penalty: 3272.184082 Iteration 11Q: 3 clusters Score -110599.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -110606.164062 Penalty: 3272.184082 Iteration 12Q: 3 clusters Score -110606.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -110614.437500 Penalty: 3272.184082 Iteration 13Q: 3 clusters Score -110614.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -110619.257812 Penalty: 3272.184082 Iteration 14Q: 3 clusters Score -110619.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -110643.804688 Penalty: 3272.184082 Iteration 15Q: 3 clusters Score -110643.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -110671.679688 Penalty: 3272.184082 Iteration 16Q: 3 clusters Score -110671.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -110693.218750 Penalty: 3272.184082 Iteration 17Q: 3 clusters Score -110693.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -110718.367188 Penalty: 3272.184082 Iteration 18Q: 3 clusters Score -110718.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -110745.406250 Penalty: 3272.184082 Iteration 19Q: 3 clusters Score -110745.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -110753.593750 Penalty: 3272.184082 Iteration 20F: 3 clusters Score -110753.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -110757.359375 Penalty: 3272.184082 Iteration 21Q: 3 clusters Score -110757.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -110774.382812 Penalty: 3272.184082 Iteration 22Q: 3 clusters Score -110774.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -110795.984375 Penalty: 3272.184082 Iteration 23Q: 3 clusters Score -110796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -110828.757812 Penalty: 3272.184082 Iteration 24Q: 3 clusters Score -110828.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -110848.578125 Penalty: 3272.184082 Iteration 25Q: 3 clusters Score -110848.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -110937.601562 Penalty: 3272.184082 Iteration 26Q: 3 clusters Score -110937.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -111018.890625 Penalty: 3272.184082 Iteration 27Q: 3 clusters Score -111018.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -111037.250000 Penalty: 3272.184082 Iteration 28Q: 3 clusters Score -111037.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -111037.250000 Penalty: 3272.184082 Iteration 29F: 3 clusters Score -111037.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 840 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 14363 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 9790 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Entering Unmasked Estep Score: -51802096.000000 Penalty: 97520.109375 Splitting cluster 17 changes total score from -51801688.000000 to -51802096.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 18 (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: -111491.625000 Penalty: 1669.883667 Iteration 0F: 2 clusters Score -111491.6 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 403 members Entering Unmasked Estep Score: -110098.476562 Penalty: 3339.767334 Iteration 0F: 3 clusters Score -110098.5 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -112159.492188 Penalty: 3339.767334 Iteration 1F: 3 clusters Score -112159.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -115546.601562 Penalty: 3339.767334 Iteration 2F: 3 clusters Score -115546.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -118378.281250 Penalty: 3339.767334 Iteration 3F: 3 clusters Score -118378.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -118459.945312 Penalty: 3339.767334 Iteration 4Q: 3 clusters Score -118459.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -118516.898438 Penalty: 3339.767334 Iteration 5Q: 3 clusters Score -118516.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -118553.429688 Penalty: 3339.767334 Iteration 6Q: 3 clusters Score -118553.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -118598.148438 Penalty: 3339.767334 Iteration 7Q: 3 clusters Score -118598.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -118598.148438 Penalty: 3339.767334 Iteration 8F: 3 clusters Score -118598.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 14363 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 9790 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 121 members Entering Unmasked Estep Score: -51807756.000000 Penalty: 100665.914062 Splitting cluster 18 changes total score from -51801688.000000 to -51807756.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 19 (25566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25566 members Entering Unmasked Estep Score: -3954968.500000 Penalty: 2516.956543 Iteration 0F: 2 clusters Score -3954968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -3937476.250000 Penalty: 5033.913086 Iteration 0F: 3 clusters Score -3937476 nChanged 11309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -3943595.250000 Penalty: 5033.913086 Iteration 1F: 3 clusters Score -3943595 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 13856 members Entering Unmasked Estep Score: -3944288.750000 Penalty: 5033.913086 Iteration 2F: 3 clusters Score -3944289 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -3944950.000000 Penalty: 5033.913086 Iteration 3F: 3 clusters Score -3944950 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 14824 members Entering Unmasked Estep Score: -3945659.000000 Penalty: 5033.913086 Iteration 4F: 3 clusters Score -3945659 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 15503 members Entering Unmasked Estep Score: -3946471.750000 Penalty: 5033.913086 Iteration 5F: 3 clusters Score -3946472 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 16274 members Entering Unmasked Estep Score: -3947286.500000 Penalty: 5033.913086 Iteration 6F: 3 clusters Score -3947286 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 17186 members Entering Unmasked Estep Score: -3948194.750000 Penalty: 5033.913086 Iteration 7F: 3 clusters Score -3948195 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 18254 members Entering Unmasked Estep Score: -3949284.750000 Penalty: 5033.913086 Iteration 8F: 3 clusters Score -3949285 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 19366 members Entering Unmasked Estep Score: -3950382.250000 Penalty: 5033.913086 Iteration 9F: 3 clusters Score -3950382 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 20312 members Entering Unmasked Estep Score: -3951227.750000 Penalty: 5033.913086 Iteration 10Q: 3 clusters Score -3951228 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 21089 members Entering Unmasked Estep Score: -3951844.250000 Penalty: 5033.913086 Iteration 11Q: 3 clusters Score -3951844 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 21753 members Entering Unmasked Estep Score: -3952350.750000 Penalty: 5033.913086 Iteration 12Q: 3 clusters Score -3952351 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 22290 members Entering Unmasked Estep Score: -3952735.750000 Penalty: 5033.913086 Iteration 13Q: 3 clusters Score -3952736 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 22709 members Entering Unmasked Estep Score: -3953035.000000 Penalty: 5033.913086 Iteration 14Q: 3 clusters Score -3953035 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 23050 members Entering Unmasked Estep Score: -3953279.500000 Penalty: 5033.913086 Iteration 15Q: 3 clusters Score -3953280 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 23329 members Entering Unmasked Estep Score: -3953477.000000 Penalty: 5033.913086 Iteration 16Q: 3 clusters Score -3953477 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 23530 members Entering Unmasked Estep Score: -3953640.000000 Penalty: 5033.913086 Iteration 17Q: 3 clusters Score -3953640 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -3953754.250000 Penalty: 5033.913086 Iteration 18Q: 3 clusters Score -3953754 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 23815 members Entering Unmasked Estep Score: -3953886.250000 Penalty: 5033.913086 Iteration 19Q: 3 clusters Score -3953886 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 23917 members Entering Unmasked Estep Score: -3953962.250000 Penalty: 5033.913086 Iteration 20F: 3 clusters Score -3953962 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 24012 members Entering Unmasked Estep Score: -3954022.000000 Penalty: 5033.913086 Iteration 21Q: 3 clusters Score -3954022 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 24070 members Entering Unmasked Estep Score: -3954061.000000 Penalty: 5033.913086 Iteration 22Q: 3 clusters Score -3954061 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 24124 members Entering Unmasked Estep Score: -3954104.500000 Penalty: 5033.913086 Iteration 23Q: 3 clusters Score -3954104 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -3954123.500000 Penalty: 5033.913086 Iteration 24Q: 3 clusters Score -3954124 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -3954143.000000 Penalty: 5033.913086 Iteration 25Q: 3 clusters Score -3954143 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 24198 members Entering Unmasked Estep Score: -3954155.250000 Penalty: 5033.913086 Iteration 26Q: 3 clusters Score -3954155 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 24215 members Entering Unmasked Estep Score: -3954158.250000 Penalty: 5033.913086 Iteration 27Q: 3 clusters Score -3954158 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 24222 members Entering Unmasked Estep Score: -3954160.500000 Penalty: 5033.913086 Iteration 28Q: 3 clusters Score -3954160 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -3954154.750000 Penalty: 5033.913086 Iteration 29Q: 3 clusters Score -3954155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 24239 members Entering Unmasked Estep Score: -3954166.500000 Penalty: 5033.913086 Iteration 30Q: 3 clusters Score -3954166 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 24242 members Entering Unmasked Estep Score: -3954166.000000 Penalty: 5033.913086 Iteration 31Q: 3 clusters Score -3954166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24246 members Entering Unmasked Estep Score: -3954161.750000 Penalty: 5033.913086 Iteration 32Q: 3 clusters Score -3954162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -3954163.500000 Penalty: 5033.913086 Iteration 33Q: 3 clusters Score -3954164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -3954163.500000 Penalty: 5033.913086 Iteration 34F: 3 clusters Score -3954164 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Entering Unmasked Estep Score: -2365358.750000 Penalty: 2373.957764 Iteration 0F: 2 clusters Score -2365359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -2354924.250000 Penalty: 4747.915527 Iteration 0F: 3 clusters Score -2354924 nChanged 6085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -2358281.750000 Penalty: 4747.915527 Iteration 1F: 3 clusters Score -2358282 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -2358779.250000 Penalty: 4747.915527 Iteration 2F: 3 clusters Score -2358779 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -2359219.750000 Penalty: 4747.915527 Iteration 3F: 3 clusters Score -2359220 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -2359786.000000 Penalty: 4747.915527 Iteration 4F: 3 clusters Score -2359786 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -2360460.500000 Penalty: 4747.915527 Iteration 5F: 3 clusters Score -2360460 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -2361460.750000 Penalty: 4747.915527 Iteration 6F: 3 clusters Score -2361461 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -2362862.250000 Penalty: 4747.915527 Iteration 7F: 3 clusters Score -2362862 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -2364242.000000 Penalty: 4747.915527 Iteration 8F: 3 clusters Score -2364242 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -2365258.000000 Penalty: 4747.915527 Iteration 9F: 3 clusters Score -2365258 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -2366228.000000 Penalty: 4747.915527 Iteration 10Q: 3 clusters Score -2366228 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -2367142.000000 Penalty: 4747.915527 Iteration 11Q: 3 clusters Score -2367142 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -2367604.000000 Penalty: 4747.915527 Iteration 12Q: 3 clusters Score -2367604 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -2367804.000000 Penalty: 4747.915527 Iteration 13Q: 3 clusters Score -2367804 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -2367951.000000 Penalty: 4747.915527 Iteration 14Q: 3 clusters Score -2367951 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -2368102.000000 Penalty: 4747.915527 Iteration 15Q: 3 clusters Score -2368102 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -2368382.250000 Penalty: 4747.915527 Iteration 16Q: 3 clusters Score -2368382 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -2368811.500000 Penalty: 4747.915527 Iteration 17Q: 3 clusters Score -2368812 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -2369475.500000 Penalty: 4747.915527 Iteration 18Q: 3 clusters Score -2369476 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -2370406.750000 Penalty: 4747.915527 Iteration 19Q: 3 clusters Score -2370407 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -2371029.500000 Penalty: 4747.915527 Iteration 20F: 3 clusters Score -2371030 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -2371220.000000 Penalty: 4747.915527 Iteration 21Q: 3 clusters Score -2371220 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -2371274.000000 Penalty: 4747.915527 Iteration 22Q: 3 clusters Score -2371274 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -2371305.750000 Penalty: 4747.915527 Iteration 23Q: 3 clusters Score -2371306 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -2371308.750000 Penalty: 4747.915527 Iteration 24Q: 3 clusters Score -2371309 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -2371313.000000 Penalty: 4747.915527 Iteration 25Q: 3 clusters Score -2371313 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -2371312.500000 Penalty: 4747.915527 Iteration 26Q: 3 clusters Score -2371312 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -2371323.500000 Penalty: 4747.915527 Iteration 27Q: 3 clusters Score -2371324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -2371327.750000 Penalty: 4747.915527 Iteration 28Q: 3 clusters Score -2371328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -2371331.250000 Penalty: 4747.915527 Iteration 29Q: 3 clusters Score -2371331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -2371328.750000 Penalty: 4747.915527 Iteration 30Q: 3 clusters Score -2371329 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -2371328.750000 Penalty: 4747.915527 Iteration 31F: 3 clusters Score -2371329 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 9790 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 121 members Mstep: Class 33 contains 6197 members Entering Unmasked Estep Score: -51813168.000000 Penalty: 103811.726562 Splitting cluster 20 changes total score from -51801688.000000 to -51813168.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 21 (1442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Entering Unmasked Estep Score: -208002.359375 Penalty: 1803.899048 Iteration 0F: 2 clusters Score -208002.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -205849.906250 Penalty: 3607.798096 Iteration 0F: 3 clusters Score -205849.9 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -206769.140625 Penalty: 3607.798096 Iteration 1F: 3 clusters Score -206769.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -207464.812500 Penalty: 3607.798096 Iteration 2F: 3 clusters Score -207464.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -207976.187500 Penalty: 3607.798096 Iteration 3F: 3 clusters Score -207976.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -208295.859375 Penalty: 3607.798096 Iteration 4F: 3 clusters Score -208295.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -208575.281250 Penalty: 3607.798096 Iteration 5Q: 3 clusters Score -208575.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -208725.593750 Penalty: 3607.798096 Iteration 6Q: 3 clusters Score -208725.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -208836.062500 Penalty: 3607.798096 Iteration 7Q: 3 clusters Score -208836.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -208914.281250 Penalty: 3607.798096 Iteration 8Q: 3 clusters Score -208914.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -208994.515625 Penalty: 3607.798096 Iteration 9Q: 3 clusters Score -208994.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -209048.421875 Penalty: 3607.798096 Iteration 10Q: 3 clusters Score -209048.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -209091.500000 Penalty: 3607.798096 Iteration 11Q: 3 clusters Score -209091.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -209146.015625 Penalty: 3607.798096 Iteration 12Q: 3 clusters Score -209146 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -209193.390625 Penalty: 3607.798096 Iteration 13Q: 3 clusters Score -209193.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -209230.687500 Penalty: 3607.798096 Iteration 14Q: 3 clusters Score -209230.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -209260.500000 Penalty: 3607.798096 Iteration 15Q: 3 clusters Score -209260.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -209304.140625 Penalty: 3607.798096 Iteration 16Q: 3 clusters Score -209304.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -209372.000000 Penalty: 3607.798096 Iteration 17Q: 3 clusters Score -209372 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -209431.812500 Penalty: 3607.798096 Iteration 18Q: 3 clusters Score -209431.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -209474.812500 Penalty: 3607.798096 Iteration 19Q: 3 clusters Score -209474.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -209581.750000 Penalty: 3607.798096 Iteration 20F: 3 clusters Score -209581.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -209723.218750 Penalty: 3607.798096 Iteration 21Q: 3 clusters Score -209723.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -209879.234375 Penalty: 3607.798096 Iteration 22Q: 3 clusters Score -209879.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -209991.390625 Penalty: 3607.798096 Iteration 23Q: 3 clusters Score -209991.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -210059.375000 Penalty: 3607.798096 Iteration 24Q: 3 clusters Score -210059.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -210136.296875 Penalty: 3607.798096 Iteration 25Q: 3 clusters Score -210136.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -210159.687500 Penalty: 3607.798096 Iteration 26Q: 3 clusters Score -210159.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -210163.703125 Penalty: 3607.798096 Iteration 27Q: 3 clusters Score -210163.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -210163.703125 Penalty: 3607.798096 Iteration 28F: 3 clusters Score -210163.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 9790 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 121 members Mstep: Class 33 contains 6197 members Mstep: Class 34 contains 997 members Entering Unmasked Estep Score: -51813964.000000 Penalty: 106957.539062 Splitting cluster 21 changes total score from -51801688.000000 to -51813964.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 22 (9927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Entering Unmasked Estep Score: -1677042.250000 Penalty: 2282.347412 Iteration 0F: 2 clusters Score -1677042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1669404.250000 Penalty: 4564.694824 Iteration 0F: 3 clusters Score -1669404 nChanged 4113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1671663.000000 Penalty: 4564.694824 Iteration 1F: 3 clusters Score -1671663 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1671943.000000 Penalty: 4564.694824 Iteration 2F: 3 clusters Score -1671943 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1672175.000000 Penalty: 4564.694824 Iteration 3Q: 3 clusters Score -1672175 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1672394.125000 Penalty: 4564.694824 Iteration 4Q: 3 clusters Score -1672394 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -1672617.500000 Penalty: 4564.694824 Iteration 5Q: 3 clusters Score -1672618 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1672823.625000 Penalty: 4564.694824 Iteration 6Q: 3 clusters Score -1672824 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1673054.750000 Penalty: 4564.694824 Iteration 7Q: 3 clusters Score -1673055 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1673283.125000 Penalty: 4564.694824 Iteration 8Q: 3 clusters Score -1673283 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1673504.250000 Penalty: 4564.694824 Iteration 9Q: 3 clusters Score -1673504 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1673751.875000 Penalty: 4564.694824 Iteration 10Q: 3 clusters Score -1673752 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1673988.500000 Penalty: 4564.694824 Iteration 11Q: 3 clusters Score -1673988 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1674215.375000 Penalty: 4564.694824 Iteration 12Q: 3 clusters Score -1674215 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1674441.375000 Penalty: 4564.694824 Iteration 13Q: 3 clusters Score -1674441 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1674639.000000 Penalty: 4564.694824 Iteration 14Q: 3 clusters Score -1674639 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1674800.625000 Penalty: 4564.694824 Iteration 15Q: 3 clusters Score -1674801 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1674915.875000 Penalty: 4564.694824 Iteration 16Q: 3 clusters Score -1674916 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1675012.125000 Penalty: 4564.694824 Iteration 17Q: 3 clusters Score -1675012 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1675086.750000 Penalty: 4564.694824 Iteration 18Q: 3 clusters Score -1675087 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -1675141.875000 Penalty: 4564.694824 Iteration 19Q: 3 clusters Score -1675142 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1675182.250000 Penalty: 4564.694824 Iteration 20F: 3 clusters Score -1675182 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1675206.125000 Penalty: 4564.694824 Iteration 21Q: 3 clusters Score -1675206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1675218.750000 Penalty: 4564.694824 Iteration 22Q: 3 clusters Score -1675219 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1675237.500000 Penalty: 4564.694824 Iteration 23Q: 3 clusters Score -1675238 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1675248.625000 Penalty: 4564.694824 Iteration 24Q: 3 clusters Score -1675249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1675252.000000 Penalty: 4564.694824 Iteration 25Q: 3 clusters Score -1675252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1675254.625000 Penalty: 4564.694824 Iteration 26Q: 3 clusters Score -1675255 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -1675261.500000 Penalty: 4564.694824 Iteration 27Q: 3 clusters Score -1675262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1675263.625000 Penalty: 4564.694824 Iteration 28Q: 3 clusters Score -1675264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1675269.000000 Penalty: 4564.694824 Iteration 29Q: 3 clusters Score -1675269 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9434 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1675270.625000 Penalty: 4564.694824 Iteration 30Q: 3 clusters Score -1675271 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1675273.750000 Penalty: 4564.694824 Iteration 31Q: 3 clusters Score -1675274 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1675280.500000 Penalty: 4564.694824 Iteration 32Q: 3 clusters Score -1675280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1675283.125000 Penalty: 4564.694824 Iteration 33Q: 3 clusters Score -1675283 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1675289.125000 Penalty: 4564.694824 Iteration 34Q: 3 clusters Score -1675289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9454 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1675292.500000 Penalty: 4564.694824 Iteration 35Q: 3 clusters Score -1675292 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1675292.875000 Penalty: 4564.694824 Iteration 36Q: 3 clusters Score -1675293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1675292.875000 Penalty: 4564.694824 Iteration 37F: 3 clusters Score -1675293 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (9790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Entering Unmasked Estep Score: -1668744.500000 Penalty: 2278.900879 Iteration 0F: 2 clusters Score -1668744 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1661232.375000 Penalty: 4557.801758 Iteration 0F: 3 clusters Score -1661232 nChanged 4018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1663613.250000 Penalty: 4557.801758 Iteration 1F: 3 clusters Score -1663613 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1664702.000000 Penalty: 4557.801758 Iteration 2F: 3 clusters Score -1664702 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -1666752.625000 Penalty: 4557.801758 Iteration 3F: 3 clusters Score -1666753 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -1668641.750000 Penalty: 4557.801758 Iteration 4F: 3 clusters Score -1668642 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1669791.500000 Penalty: 4557.801758 Iteration 5F: 3 clusters Score -1669792 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1670287.250000 Penalty: 4557.801758 Iteration 6F: 3 clusters Score -1670287 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1670445.500000 Penalty: 4557.801758 Iteration 7Q: 3 clusters Score -1670446 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1670529.750000 Penalty: 4557.801758 Iteration 8Q: 3 clusters Score -1670530 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -1670592.000000 Penalty: 4557.801758 Iteration 9Q: 3 clusters Score -1670592 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -1670639.875000 Penalty: 4557.801758 Iteration 10Q: 3 clusters Score -1670640 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -1670684.250000 Penalty: 4557.801758 Iteration 11Q: 3 clusters Score -1670684 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -1670724.750000 Penalty: 4557.801758 Iteration 12Q: 3 clusters Score -1670725 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -1670748.375000 Penalty: 4557.801758 Iteration 13Q: 3 clusters Score -1670748 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -1670779.125000 Penalty: 4557.801758 Iteration 14Q: 3 clusters Score -1670779 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1670806.750000 Penalty: 4557.801758 Iteration 15Q: 3 clusters Score -1670807 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -1670814.625000 Penalty: 4557.801758 Iteration 16Q: 3 clusters Score -1670815 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -1670822.750000 Penalty: 4557.801758 Iteration 17Q: 3 clusters Score -1670823 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -1670829.875000 Penalty: 4557.801758 Iteration 18Q: 3 clusters Score -1670830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -1670831.000000 Penalty: 4557.801758 Iteration 19Q: 3 clusters Score -1670831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -1670832.375000 Penalty: 4557.801758 Iteration 20F: 3 clusters Score -1670832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1670833.500000 Penalty: 4557.801758 Iteration 21Q: 3 clusters Score -1670834 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -1670831.125000 Penalty: 4557.801758 Iteration 22Q: 3 clusters Score -1670831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -1670835.000000 Penalty: 4557.801758 Iteration 23Q: 3 clusters Score -1670835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -1670835.000000 Penalty: 4557.801758 Iteration 24F: 3 clusters Score -1670835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 1108 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 121 members Mstep: Class 33 contains 6197 members Mstep: Class 34 contains 997 members Mstep: Class 35 contains 8682 members Entering Unmasked Estep Score: -51815240.000000 Penalty: 110103.343750 Splitting cluster 23 changes total score from -51801688.000000 to -51815240.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 24 (15434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15434 members Entering Unmasked Estep Score: -2512704.500000 Penalty: 2391.793457 Iteration 0F: 2 clusters Score -2512704 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -2501726.250000 Penalty: 4783.586914 Iteration 0F: 3 clusters Score -2501726 nChanged 6676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -2505655.250000 Penalty: 4783.586914 Iteration 1F: 3 clusters Score -2505655 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -2506431.250000 Penalty: 4783.586914 Iteration 2F: 3 clusters Score -2506431 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -2507173.000000 Penalty: 4783.586914 Iteration 3F: 3 clusters Score -2507173 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -2507898.000000 Penalty: 4783.586914 Iteration 4F: 3 clusters Score -2507898 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -2508595.000000 Penalty: 4783.586914 Iteration 5F: 3 clusters Score -2508595 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -2509243.750000 Penalty: 4783.586914 Iteration 6F: 3 clusters Score -2509244 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -2509843.250000 Penalty: 4783.586914 Iteration 7Q: 3 clusters Score -2509843 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -2510346.000000 Penalty: 4783.586914 Iteration 8Q: 3 clusters Score -2510346 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12834 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -2510797.500000 Penalty: 4783.586914 Iteration 9Q: 3 clusters Score -2510798 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13070 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -2511142.000000 Penalty: 4783.586914 Iteration 10Q: 3 clusters Score -2511142 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -2511413.500000 Penalty: 4783.586914 Iteration 11Q: 3 clusters Score -2511414 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -2511620.250000 Penalty: 4783.586914 Iteration 12Q: 3 clusters Score -2511620 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13332 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -2511733.250000 Penalty: 4783.586914 Iteration 13Q: 3 clusters Score -2511733 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13324 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -2511812.000000 Penalty: 4783.586914 Iteration 14Q: 3 clusters Score -2511812 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -2511849.000000 Penalty: 4783.586914 Iteration 15Q: 3 clusters Score -2511849 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -2511884.250000 Penalty: 4783.586914 Iteration 16Q: 3 clusters Score -2511884 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13211 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -2511914.500000 Penalty: 4783.586914 Iteration 17Q: 3 clusters Score -2511914 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -2511935.250000 Penalty: 4783.586914 Iteration 18Q: 3 clusters Score -2511935 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -2511962.500000 Penalty: 4783.586914 Iteration 19Q: 3 clusters Score -2511962 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13097 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -2511963.750000 Penalty: 4783.586914 Iteration 20F: 3 clusters Score -2511964 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -2511967.250000 Penalty: 4783.586914 Iteration 21Q: 3 clusters Score -2511967 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13049 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -2511978.750000 Penalty: 4783.586914 Iteration 22Q: 3 clusters Score -2511979 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13025 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -2511984.500000 Penalty: 4783.586914 Iteration 23Q: 3 clusters Score -2511984 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -2511989.750000 Penalty: 4783.586914 Iteration 24Q: 3 clusters Score -2511990 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -2511999.500000 Penalty: 4783.586914 Iteration 25Q: 3 clusters Score -2512000 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -2512008.500000 Penalty: 4783.586914 Iteration 26Q: 3 clusters Score -2512008 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -2512012.750000 Penalty: 4783.586914 Iteration 27Q: 3 clusters Score -2512013 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -2512017.250000 Penalty: 4783.586914 Iteration 28Q: 3 clusters Score -2512017 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -2512023.000000 Penalty: 4783.586914 Iteration 29Q: 3 clusters Score -2512023 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12844 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -2512028.250000 Penalty: 4783.586914 Iteration 30Q: 3 clusters Score -2512028 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -2512028.000000 Penalty: 4783.586914 Iteration 31Q: 3 clusters Score -2512028 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12809 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -2512033.000000 Penalty: 4783.586914 Iteration 32Q: 3 clusters Score -2512033 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -2512035.750000 Penalty: 4783.586914 Iteration 33Q: 3 clusters Score -2512036 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -2512033.750000 Penalty: 4783.586914 Iteration 34Q: 3 clusters Score -2512034 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12773 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -2512035.250000 Penalty: 4783.586914 Iteration 35Q: 3 clusters Score -2512035 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -2512049.500000 Penalty: 4783.586914 Iteration 36Q: 3 clusters Score -2512050 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -2512054.500000 Penalty: 4783.586914 Iteration 37Q: 3 clusters Score -2512054 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12706 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -2512052.500000 Penalty: 4783.586914 Iteration 38Q: 3 clusters Score -2512052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -2512055.250000 Penalty: 4783.586914 Iteration 39Q: 3 clusters Score -2512055 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -2512060.750000 Penalty: 4783.586914 Iteration 40F: 3 clusters Score -2512061 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -2512065.500000 Penalty: 4783.586914 Iteration 41Q: 3 clusters Score -2512066 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12637 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -2512062.750000 Penalty: 4783.586914 Iteration 42Q: 3 clusters Score -2512063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -2512061.750000 Penalty: 4783.586914 Iteration 43Q: 3 clusters Score -2512062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12624 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -2512063.250000 Penalty: 4783.586914 Iteration 44Q: 3 clusters Score -2512063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -2512070.000000 Penalty: 4783.586914 Iteration 45Q: 3 clusters Score -2512070 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12605 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -2512067.250000 Penalty: 4783.586914 Iteration 46Q: 3 clusters Score -2512067 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -2512075.000000 Penalty: 4783.586914 Iteration 47Q: 3 clusters Score -2512075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -2512074.750000 Penalty: 4783.586914 Iteration 48Q: 3 clusters Score -2512075 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12587 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -2512078.750000 Penalty: 4783.586914 Iteration 49Q: 3 clusters Score -2512079 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12579 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -2512080.000000 Penalty: 4783.586914 Iteration 50Q: 3 clusters Score -2512080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12574 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -2512081.750000 Penalty: 4783.586914 Iteration 51Q: 3 clusters Score -2512082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -2512080.250000 Penalty: 4783.586914 Iteration 52Q: 3 clusters Score -2512080 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12566 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -2512081.500000 Penalty: 4783.586914 Iteration 53Q: 3 clusters Score -2512082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -2512087.250000 Penalty: 4783.586914 Iteration 54Q: 3 clusters Score -2512087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12557 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -2512080.000000 Penalty: 4783.586914 Iteration 55Q: 3 clusters Score -2512080 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -2512085.000000 Penalty: 4783.586914 Iteration 56Q: 3 clusters Score -2512085 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -2512088.000000 Penalty: 4783.586914 Iteration 57Q: 3 clusters Score -2512088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12541 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -2512086.750000 Penalty: 4783.586914 Iteration 58Q: 3 clusters Score -2512087 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -2512086.250000 Penalty: 4783.586914 Iteration 59Q: 3 clusters Score -2512086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -2512089.750000 Penalty: 4783.586914 Iteration 60F: 3 clusters Score -2512090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2512085.750000 Penalty: 4783.586914 Iteration 61Q: 3 clusters Score -2512086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -2512089.250000 Penalty: 4783.586914 Iteration 62Q: 3 clusters Score -2512089 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -2512098.000000 Penalty: 4783.586914 Iteration 63Q: 3 clusters Score -2512098 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -2512095.250000 Penalty: 4783.586914 Iteration 64Q: 3 clusters Score -2512095 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -2512091.500000 Penalty: 4783.586914 Iteration 65Q: 3 clusters Score -2512092 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12478 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -2512091.750000 Penalty: 4783.586914 Iteration 66Q: 3 clusters Score -2512092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -2512094.000000 Penalty: 4783.586914 Iteration 67Q: 3 clusters Score -2512094 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -2512091.500000 Penalty: 4783.586914 Iteration 68Q: 3 clusters Score -2512092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -2512094.500000 Penalty: 4783.586914 Iteration 69Q: 3 clusters Score -2512094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -2512093.750000 Penalty: 4783.586914 Iteration 70Q: 3 clusters Score -2512094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -2512093.750000 Penalty: 4783.586914 Iteration 71F: 3 clusters Score -2512094 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (25919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25919 members Entering Unmasked Estep Score: -4336350.000000 Penalty: 2520.357422 Iteration 0F: 2 clusters Score -4336350 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -4318581.000000 Penalty: 5040.714844 Iteration 0F: 3 clusters Score -4318581 nChanged 11462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -4324928.500000 Penalty: 5040.714844 Iteration 1F: 3 clusters Score -4324928 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12966 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -4325562.000000 Penalty: 5040.714844 Iteration 2F: 3 clusters Score -4325562 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 13135 members Entering Unmasked Estep Score: -4326210.000000 Penalty: 5040.714844 Iteration 3F: 3 clusters Score -4326210 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 13455 members Entering Unmasked Estep Score: -4327012.000000 Penalty: 5040.714844 Iteration 4F: 3 clusters Score -4327012 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 13903 members Entering Unmasked Estep Score: -4327879.500000 Penalty: 5040.714844 Iteration 5F: 3 clusters Score -4327880 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -4328754.500000 Penalty: 5040.714844 Iteration 6F: 3 clusters Score -4328754 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 14985 members Entering Unmasked Estep Score: -4329672.000000 Penalty: 5040.714844 Iteration 7F: 3 clusters Score -4329672 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 15527 members Entering Unmasked Estep Score: -4330393.500000 Penalty: 5040.714844 Iteration 8F: 3 clusters Score -4330394 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 16014 members Entering Unmasked Estep Score: -4330925.000000 Penalty: 5040.714844 Iteration 9Q: 3 clusters Score -4330925 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 16444 members Entering Unmasked Estep Score: -4331278.000000 Penalty: 5040.714844 Iteration 10Q: 3 clusters Score -4331278 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -4331520.500000 Penalty: 5040.714844 Iteration 11Q: 3 clusters Score -4331520 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -4331694.000000 Penalty: 5040.714844 Iteration 12Q: 3 clusters Score -4331694 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 17490 members Entering Unmasked Estep Score: -4331827.000000 Penalty: 5040.714844 Iteration 13Q: 3 clusters Score -4331827 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -4331963.500000 Penalty: 5040.714844 Iteration 14Q: 3 clusters Score -4331964 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 18228 members Entering Unmasked Estep Score: -4332079.500000 Penalty: 5040.714844 Iteration 15Q: 3 clusters Score -4332080 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 18590 members Entering Unmasked Estep Score: -4332160.500000 Penalty: 5040.714844 Iteration 16Q: 3 clusters Score -4332160 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 18993 members Entering Unmasked Estep Score: -4332280.000000 Penalty: 5040.714844 Iteration 17Q: 3 clusters Score -4332280 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 19384 members Entering Unmasked Estep Score: -4332390.000000 Penalty: 5040.714844 Iteration 18Q: 3 clusters Score -4332390 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 19798 members Entering Unmasked Estep Score: -4332511.000000 Penalty: 5040.714844 Iteration 19Q: 3 clusters Score -4332511 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 20204 members Entering Unmasked Estep Score: -4332637.500000 Penalty: 5040.714844 Iteration 20F: 3 clusters Score -4332638 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -4332799.000000 Penalty: 5040.714844 Iteration 21Q: 3 clusters Score -4332799 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 21060 members Entering Unmasked Estep Score: -4332969.500000 Penalty: 5040.714844 Iteration 22Q: 3 clusters Score -4332970 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 21493 members Entering Unmasked Estep Score: -4333127.500000 Penalty: 5040.714844 Iteration 23Q: 3 clusters Score -4333128 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 21865 members Entering Unmasked Estep Score: -4333257.000000 Penalty: 5040.714844 Iteration 24Q: 3 clusters Score -4333257 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 22201 members Entering Unmasked Estep Score: -4333391.500000 Penalty: 5040.714844 Iteration 25Q: 3 clusters Score -4333392 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 22523 members Entering Unmasked Estep Score: -4333534.000000 Penalty: 5040.714844 Iteration 26Q: 3 clusters Score -4333534 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 22830 members Entering Unmasked Estep Score: -4333645.500000 Penalty: 5040.714844 Iteration 27Q: 3 clusters Score -4333646 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -4333770.500000 Penalty: 5040.714844 Iteration 28Q: 3 clusters Score -4333770 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 23354 members Entering Unmasked Estep Score: -4333861.500000 Penalty: 5040.714844 Iteration 29Q: 3 clusters Score -4333862 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -4333936.000000 Penalty: 5040.714844 Iteration 30Q: 3 clusters Score -4333936 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 23732 members Entering Unmasked Estep Score: -4333995.500000 Penalty: 5040.714844 Iteration 31Q: 3 clusters Score -4333996 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 23902 members Entering Unmasked Estep Score: -4334055.500000 Penalty: 5040.714844 Iteration 32Q: 3 clusters Score -4334056 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 24056 members Entering Unmasked Estep Score: -4334143.000000 Penalty: 5040.714844 Iteration 33Q: 3 clusters Score -4334143 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 24184 members Entering Unmasked Estep Score: -4334198.500000 Penalty: 5040.714844 Iteration 34Q: 3 clusters Score -4334198 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 24286 members Entering Unmasked Estep Score: -4334239.500000 Penalty: 5040.714844 Iteration 35Q: 3 clusters Score -4334240 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 24370 members Entering Unmasked Estep Score: -4334275.000000 Penalty: 5040.714844 Iteration 36Q: 3 clusters Score -4334275 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 24434 members Entering Unmasked Estep Score: -4334288.500000 Penalty: 5040.714844 Iteration 37Q: 3 clusters Score -4334288 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 24495 members Entering Unmasked Estep Score: -4334314.000000 Penalty: 5040.714844 Iteration 38Q: 3 clusters Score -4334314 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 24537 members Entering Unmasked Estep Score: -4334332.500000 Penalty: 5040.714844 Iteration 39Q: 3 clusters Score -4334332 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 24585 members Entering Unmasked Estep Score: -4334355.000000 Penalty: 5040.714844 Iteration 40F: 3 clusters Score -4334355 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 24625 members Entering Unmasked Estep Score: -4334375.000000 Penalty: 5040.714844 Iteration 41Q: 3 clusters Score -4334375 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 24667 members Entering Unmasked Estep Score: -4334387.500000 Penalty: 5040.714844 Iteration 42Q: 3 clusters Score -4334388 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 24701 members Entering Unmasked Estep Score: -4334403.000000 Penalty: 5040.714844 Iteration 43Q: 3 clusters Score -4334403 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 24725 members Entering Unmasked Estep Score: -4334402.500000 Penalty: 5040.714844 Iteration 44Q: 3 clusters Score -4334402 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 24746 members Entering Unmasked Estep Score: -4334425.000000 Penalty: 5040.714844 Iteration 45Q: 3 clusters Score -4334425 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 24759 members Entering Unmasked Estep Score: -4334424.000000 Penalty: 5040.714844 Iteration 46Q: 3 clusters Score -4334424 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 24775 members Entering Unmasked Estep Score: -4334436.500000 Penalty: 5040.714844 Iteration 47Q: 3 clusters Score -4334436 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 24785 members Entering Unmasked Estep Score: -4334445.000000 Penalty: 5040.714844 Iteration 48Q: 3 clusters Score -4334445 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 24798 members Entering Unmasked Estep Score: -4334448.500000 Penalty: 5040.714844 Iteration 49Q: 3 clusters Score -4334448 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 24807 members Entering Unmasked Estep Score: -4334452.000000 Penalty: 5040.714844 Iteration 50Q: 3 clusters Score -4334452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 24818 members Entering Unmasked Estep Score: -4334460.000000 Penalty: 5040.714844 Iteration 51Q: 3 clusters Score -4334460 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 24824 members Entering Unmasked Estep Score: -4334468.500000 Penalty: 5040.714844 Iteration 52Q: 3 clusters Score -4334468 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 24831 members Entering Unmasked Estep Score: -4334470.000000 Penalty: 5040.714844 Iteration 53Q: 3 clusters Score -4334470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 24834 members Entering Unmasked Estep Score: -4334472.500000 Penalty: 5040.714844 Iteration 54Q: 3 clusters Score -4334472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 24836 members Entering Unmasked Estep Score: -4334473.500000 Penalty: 5040.714844 Iteration 55Q: 3 clusters Score -4334474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 24839 members Entering Unmasked Estep Score: -4334474.000000 Penalty: 5040.714844 Iteration 56Q: 3 clusters Score -4334474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 24842 members Entering Unmasked Estep Score: -4334475.500000 Penalty: 5040.714844 Iteration 57Q: 3 clusters Score -4334476 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 24844 members Entering Unmasked Estep Score: -4334478.000000 Penalty: 5040.714844 Iteration 58Q: 3 clusters Score -4334478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 24845 members Entering Unmasked Estep Score: -4334477.500000 Penalty: 5040.714844 Iteration 59Q: 3 clusters Score -4334478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 24848 members Entering Unmasked Estep Score: -4334484.500000 Penalty: 5040.714844 Iteration 60F: 3 clusters Score -4334484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 24851 members Entering Unmasked Estep Score: -4334475.500000 Penalty: 5040.714844 Iteration 61Q: 3 clusters Score -4334476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 24854 members Entering Unmasked Estep Score: -4334483.500000 Penalty: 5040.714844 Iteration 62Q: 3 clusters Score -4334484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 24855 members Entering Unmasked Estep Score: -4334483.500000 Penalty: 5040.714844 Iteration 63Q: 3 clusters Score -4334484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 24857 members Entering Unmasked Estep Score: -4334489.000000 Penalty: 5040.714844 Iteration 64Q: 3 clusters Score -4334489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -4334482.500000 Penalty: 5040.714844 Iteration 65Q: 3 clusters Score -4334482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 24860 members Entering Unmasked Estep Score: -4334481.500000 Penalty: 5040.714844 Iteration 66Q: 3 clusters Score -4334482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 24862 members Entering Unmasked Estep Score: -4334481.000000 Penalty: 5040.714844 Iteration 67Q: 3 clusters Score -4334481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 24861 members Entering Unmasked Estep Score: -4334478.000000 Penalty: 5040.714844 Iteration 68Q: 3 clusters Score -4334478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 24862 members Entering Unmasked Estep Score: -4334481.500000 Penalty: 5040.714844 Iteration 69Q: 3 clusters Score -4334482 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 24863 members Entering Unmasked Estep Score: -4334480.500000 Penalty: 5040.714844 Iteration 70Q: 3 clusters Score -4334480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 24863 members Entering Unmasked Estep Score: -4334480.500000 Penalty: 5040.714844 Iteration 71F: 3 clusters Score -4334480 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -29114.544922 Penalty: 1380.949463 Iteration 0F: 2 clusters Score -29114.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -28142.689453 Penalty: 2761.898926 Iteration 0F: 3 clusters Score -28142.69 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -28504.097656 Penalty: 2761.898926 Iteration 1F: 3 clusters Score -28504.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -28756.314453 Penalty: 2761.898926 Iteration 2F: 3 clusters Score -28756.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28831.886719 Penalty: 2761.898926 Iteration 3Q: 3 clusters Score -28831.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -28896.820312 Penalty: 2761.898926 Iteration 4Q: 3 clusters Score -28896.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -28936.396484 Penalty: 2761.898926 Iteration 5Q: 3 clusters Score -28936.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29030.152344 Penalty: 2761.898926 Iteration 6Q: 3 clusters Score -29030.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -29099.861328 Penalty: 2761.898926 Iteration 7Q: 3 clusters Score -29099.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29121.179688 Penalty: 2761.898926 Iteration 8Q: 3 clusters Score -29121.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -29143.224609 Penalty: 2761.898926 Iteration 9Q: 3 clusters Score -29143.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -29146.781250 Penalty: 2761.898926 Iteration 10Q: 3 clusters Score -29146.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -29155.294922 Penalty: 2761.898926 Iteration 11Q: 3 clusters Score -29155.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -29158.638672 Penalty: 2761.898926 Iteration 12F: 3 clusters Score -29158.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -29239.800781 Penalty: 2761.898926 Iteration 13Q: 3 clusters Score -29239.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -29278.835938 Penalty: 2761.898926 Iteration 14Q: 3 clusters Score -29278.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -29293.771484 Penalty: 2761.898926 Iteration 15Q: 3 clusters Score -29293.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -29293.771484 Penalty: 2761.898926 Iteration 16F: 3 clusters Score -29293.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 1108 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 88 members Mstep: Class 27 contains 4497 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 121 members Mstep: Class 33 contains 6197 members Mstep: Class 34 contains 997 members Mstep: Class 35 contains 8682 members Mstep: Class 36 contains 174 members Entering Unmasked Estep Score: -51813668.000000 Penalty: 113249.156250 Splitting cluster 26 changes total score from -51801688.000000 to -51813668.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 27 (4497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Entering Unmasked Estep Score: -690417.937500 Penalty: 2085.969238 Iteration 0F: 2 clusters Score -690417.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -686267.875000 Penalty: 4171.938477 Iteration 0F: 3 clusters Score -686267.9 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -687509.687500 Penalty: 4171.938477 Iteration 1F: 3 clusters Score -687509.7 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -687944.937500 Penalty: 4171.938477 Iteration 2F: 3 clusters Score -687944.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -688322.375000 Penalty: 4171.938477 Iteration 3F: 3 clusters Score -688322.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -688558.812500 Penalty: 4171.938477 Iteration 4F: 3 clusters Score -688558.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -688712.187500 Penalty: 4171.938477 Iteration 5Q: 3 clusters Score -688712.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -688833.500000 Penalty: 4171.938477 Iteration 6Q: 3 clusters Score -688833.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -688931.187500 Penalty: 4171.938477 Iteration 7Q: 3 clusters Score -688931.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -689018.187500 Penalty: 4171.938477 Iteration 8Q: 3 clusters Score -689018.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -689144.500000 Penalty: 4171.938477 Iteration 9Q: 3 clusters Score -689144.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -689278.250000 Penalty: 4171.938477 Iteration 10Q: 3 clusters Score -689278.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -689443.437500 Penalty: 4171.938477 Iteration 11Q: 3 clusters Score -689443.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -689572.187500 Penalty: 4171.938477 Iteration 12Q: 3 clusters Score -689572.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -689655.437500 Penalty: 4171.938477 Iteration 13Q: 3 clusters Score -689655.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -689716.187500 Penalty: 4171.938477 Iteration 14Q: 3 clusters Score -689716.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -689765.250000 Penalty: 4171.938477 Iteration 15Q: 3 clusters Score -689765.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -689808.562500 Penalty: 4171.938477 Iteration 16Q: 3 clusters Score -689808.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -689850.375000 Penalty: 4171.938477 Iteration 17Q: 3 clusters Score -689850.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -689888.187500 Penalty: 4171.938477 Iteration 18Q: 3 clusters Score -689888.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -689936.812500 Penalty: 4171.938477 Iteration 19Q: 3 clusters Score -689936.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -690016.750000 Penalty: 4171.938477 Iteration 20F: 3 clusters Score -690016.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -690109.312500 Penalty: 4171.938477 Iteration 21Q: 3 clusters Score -690109.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -690163.062500 Penalty: 4171.938477 Iteration 22Q: 3 clusters Score -690163.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -690201.187500 Penalty: 4171.938477 Iteration 23Q: 3 clusters Score -690201.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -690238.062500 Penalty: 4171.938477 Iteration 24Q: 3 clusters Score -690238.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -690266.687500 Penalty: 4171.938477 Iteration 25Q: 3 clusters Score -690266.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -690313.812500 Penalty: 4171.938477 Iteration 26Q: 3 clusters Score -690313.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -690359.312500 Penalty: 4171.938477 Iteration 27Q: 3 clusters Score -690359.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -690404.000000 Penalty: 4171.938477 Iteration 28Q: 3 clusters Score -690404 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -690429.312500 Penalty: 4171.938477 Iteration 29Q: 3 clusters Score -690429.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -690447.562500 Penalty: 4171.938477 Iteration 30Q: 3 clusters Score -690447.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -690470.937500 Penalty: 4171.938477 Iteration 31Q: 3 clusters Score -690470.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -690499.062500 Penalty: 4171.938477 Iteration 32Q: 3 clusters Score -690499.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -690522.062500 Penalty: 4171.938477 Iteration 33Q: 3 clusters Score -690522.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -690539.125000 Penalty: 4171.938477 Iteration 34Q: 3 clusters Score -690539.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -690545.625000 Penalty: 4171.938477 Iteration 35Q: 3 clusters Score -690545.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -690549.562500 Penalty: 4171.938477 Iteration 36Q: 3 clusters Score -690549.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -690557.562500 Penalty: 4171.938477 Iteration 37Q: 3 clusters Score -690557.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -690569.937500 Penalty: 4171.938477 Iteration 38Q: 3 clusters Score -690569.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -690577.375000 Penalty: 4171.938477 Iteration 39Q: 3 clusters Score -690577.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -690618.625000 Penalty: 4171.938477 Iteration 40F: 3 clusters Score -690618.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -690653.562500 Penalty: 4171.938477 Iteration 41Q: 3 clusters Score -690653.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -690663.750000 Penalty: 4171.938477 Iteration 42Q: 3 clusters Score -690663.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -690669.500000 Penalty: 4171.938477 Iteration 43Q: 3 clusters Score -690669.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -690674.687500 Penalty: 4171.938477 Iteration 44Q: 3 clusters Score -690674.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -690678.562500 Penalty: 4171.938477 Iteration 45Q: 3 clusters Score -690678.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -690679.875000 Penalty: 4171.938477 Iteration 46Q: 3 clusters Score -690679.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -690681.500000 Penalty: 4171.938477 Iteration 47Q: 3 clusters Score -690681.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -690683.687500 Penalty: 4171.938477 Iteration 48Q: 3 clusters Score -690683.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -690685.250000 Penalty: 4171.938477 Iteration 49Q: 3 clusters Score -690685.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -690684.937500 Penalty: 4171.938477 Iteration 50Q: 3 clusters Score -690684.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -690684.937500 Penalty: 4171.938477 Iteration 51F: 3 clusters Score -690684.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 1108 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 88 members Mstep: Class 27 contains 3236 members Mstep: Class 28 contains 47400 members Mstep: Class 29 contains 8302 members Mstep: Class 30 contains 16184 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 121 members Mstep: Class 33 contains 6197 members Mstep: Class 34 contains 997 members Mstep: Class 35 contains 8682 members Mstep: Class 36 contains 174 members Mstep: Class 37 contains 1261 members Entering Unmasked Estep Score: -51812860.000000 Penalty: 116394.960938 Splitting cluster 27 changes total score from -51801688.000000 to -51812860.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 28 (47400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47400 members Entering Unmasked Estep Score: -7734015.500000 Penalty: 2670.061523 Iteration 0F: 2 clusters Score -7734016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23879 members Mstep: Class 2 contains 23521 members Entering Unmasked Estep Score: -7702366.000000 Penalty: 5340.123047 Iteration 0F: 3 clusters Score -7702366 nChanged 21832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24725 members Mstep: Class 2 contains 22675 members Entering Unmasked Estep Score: -7714692.000000 Penalty: 5340.123047 Iteration 1F: 3 clusters Score -7714692 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25257 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -7715502.000000 Penalty: 5340.123047 Iteration 2Q: 3 clusters Score -7715502 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26011 members Mstep: Class 2 contains 21389 members Entering Unmasked Estep Score: -7716471.000000 Penalty: 5340.123047 Iteration 3Q: 3 clusters Score -7716471 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27059 members Mstep: Class 2 contains 20341 members Entering Unmasked Estep Score: -7717633.000000 Penalty: 5340.123047 Iteration 4Q: 3 clusters Score -7717633 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28488 members Mstep: Class 2 contains 18912 members Entering Unmasked Estep Score: -7718935.000000 Penalty: 5340.123047 Iteration 5F: 3 clusters Score -7718935 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30370 members Mstep: Class 2 contains 17030 members Entering Unmasked Estep Score: -7720798.000000 Penalty: 5340.123047 Iteration 6F: 3 clusters Score -7720798 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32419 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -7722844.500000 Penalty: 5340.123047 Iteration 7F: 3 clusters Score -7722844 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34379 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -7724948.000000 Penalty: 5340.123047 Iteration 8F: 3 clusters Score -7724948 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35984 members Mstep: Class 2 contains 11416 members Entering Unmasked Estep Score: -7726527.500000 Penalty: 5340.123047 Iteration 9Q: 3 clusters Score -7726528 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37206 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -7727645.000000 Penalty: 5340.123047 Iteration 10Q: 3 clusters Score -7727645 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38190 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -7728318.500000 Penalty: 5340.123047 Iteration 11Q: 3 clusters Score -7728318 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39040 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -7728833.000000 Penalty: 5340.123047 Iteration 12Q: 3 clusters Score -7728833 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39781 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -7729181.500000 Penalty: 5340.123047 Iteration 13Q: 3 clusters Score -7729182 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40455 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -7729517.000000 Penalty: 5340.123047 Iteration 14Q: 3 clusters Score -7729517 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41062 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -7729767.000000 Penalty: 5340.123047 Iteration 15Q: 3 clusters Score -7729767 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41612 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -7730029.500000 Penalty: 5340.123047 Iteration 16Q: 3 clusters Score -7730030 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42135 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -7730284.500000 Penalty: 5340.123047 Iteration 17Q: 3 clusters Score -7730284 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42658 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -7730485.500000 Penalty: 5340.123047 Iteration 18Q: 3 clusters Score -7730486 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43130 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -7730725.500000 Penalty: 5340.123047 Iteration 19Q: 3 clusters Score -7730726 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43545 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -7730925.000000 Penalty: 5340.123047 Iteration 20F: 3 clusters Score -7730925 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43899 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -7731084.500000 Penalty: 5340.123047 Iteration 21Q: 3 clusters Score -7731084 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44224 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -7731248.000000 Penalty: 5340.123047 Iteration 22Q: 3 clusters Score -7731248 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44497 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -7731385.000000 Penalty: 5340.123047 Iteration 23Q: 3 clusters Score -7731385 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44720 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -7731487.500000 Penalty: 5340.123047 Iteration 24Q: 3 clusters Score -7731488 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44916 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -7731557.000000 Penalty: 5340.123047 Iteration 25Q: 3 clusters Score -7731557 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45093 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -7731602.500000 Penalty: 5340.123047 Iteration 26Q: 3 clusters Score -7731602 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45224 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -7731660.500000 Penalty: 5340.123047 Iteration 27Q: 3 clusters Score -7731660 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45348 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -7731703.000000 Penalty: 5340.123047 Iteration 28Q: 3 clusters Score -7731703 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45433 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -7731722.500000 Penalty: 5340.123047 Iteration 29Q: 3 clusters Score -7731722 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45501 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -7731747.500000 Penalty: 5340.123047 Iteration 30Q: 3 clusters Score -7731748 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45564 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -7731776.000000 Penalty: 5340.123047 Iteration 31Q: 3 clusters Score -7731776 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45621 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -7731810.500000 Penalty: 5340.123047 Iteration 32Q: 3 clusters Score -7731810 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45679 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -7731819.000000 Penalty: 5340.123047 Iteration 33Q: 3 clusters Score -7731819 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45719 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -7731823.500000 Penalty: 5340.123047 Iteration 34Q: 3 clusters Score -7731824 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45749 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -7731833.000000 Penalty: 5340.123047 Iteration 35Q: 3 clusters Score -7731833 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45784 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -7731843.000000 Penalty: 5340.123047 Iteration 36Q: 3 clusters Score -7731843 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45812 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -7731860.500000 Penalty: 5340.123047 Iteration 37Q: 3 clusters Score -7731860 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45845 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -7731864.000000 Penalty: 5340.123047 Iteration 38Q: 3 clusters Score -7731864 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45868 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -7731857.000000 Penalty: 5340.123047 Iteration 39Q: 3 clusters Score -7731857 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45888 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -7731858.500000 Penalty: 5340.123047 Iteration 40F: 3 clusters Score -7731858 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45905 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -7731889.500000 Penalty: 5340.123047 Iteration 41Q: 3 clusters Score -7731890 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45918 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -7731885.000000 Penalty: 5340.123047 Iteration 42Q: 3 clusters Score -7731885 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45936 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -7731885.000000 Penalty: 5340.123047 Iteration 43Q: 3 clusters Score -7731885 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45950 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -7731876.500000 Penalty: 5340.123047 Iteration 44Q: 3 clusters Score -7731876 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45968 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -7731885.500000 Penalty: 5340.123047 Iteration 45Q: 3 clusters Score -7731886 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45985 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -7731905.000000 Penalty: 5340.123047 Iteration 46Q: 3 clusters Score -7731905 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45997 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -7731915.000000 Penalty: 5340.123047 Iteration 47Q: 3 clusters Score -7731915 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46011 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -7731904.000000 Penalty: 5340.123047 Iteration 48Q: 3 clusters Score -7731904 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46023 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -7731920.500000 Penalty: 5340.123047 Iteration 49Q: 3 clusters Score -7731920 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46032 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -7731926.500000 Penalty: 5340.123047 Iteration 50Q: 3 clusters Score -7731926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46039 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -7731934.500000 Penalty: 5340.123047 Iteration 51Q: 3 clusters Score -7731934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46045 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -7731921.500000 Penalty: 5340.123047 Iteration 52Q: 3 clusters Score -7731922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46051 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -7731918.000000 Penalty: 5340.123047 Iteration 53Q: 3 clusters Score -7731918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46058 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -7731925.000000 Penalty: 5340.123047 Iteration 54Q: 3 clusters Score -7731925 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46066 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -7731930.500000 Penalty: 5340.123047 Iteration 55Q: 3 clusters Score -7731930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46071 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -7731935.500000 Penalty: 5340.123047 Iteration 56Q: 3 clusters Score -7731936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46077 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -7731941.000000 Penalty: 5340.123047 Iteration 57Q: 3 clusters Score -7731941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46081 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -7731943.000000 Penalty: 5340.123047 Iteration 58Q: 3 clusters Score -7731943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46084 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -7731938.000000 Penalty: 5340.123047 Iteration 59Q: 3 clusters Score -7731938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46089 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -7731945.000000 Penalty: 5340.123047 Iteration 60F: 3 clusters Score -7731945 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46092 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -7731949.500000 Penalty: 5340.123047 Iteration 61Q: 3 clusters Score -7731950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46093 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -7731945.500000 Penalty: 5340.123047 Iteration 62Q: 3 clusters Score -7731946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46095 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -7731943.000000 Penalty: 5340.123047 Iteration 63Q: 3 clusters Score -7731943 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46099 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -7731950.500000 Penalty: 5340.123047 Iteration 64Q: 3 clusters Score -7731950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46106 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -7731942.500000 Penalty: 5340.123047 Iteration 65Q: 3 clusters Score -7731942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46113 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -7731946.500000 Penalty: 5340.123047 Iteration 66Q: 3 clusters Score -7731946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46115 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -7731948.500000 Penalty: 5340.123047 Iteration 67Q: 3 clusters Score -7731948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46116 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -7731937.500000 Penalty: 5340.123047 Iteration 68Q: 3 clusters Score -7731938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46117 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -7731945.500000 Penalty: 5340.123047 Iteration 69Q: 3 clusters Score -7731946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46118 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -7731943.500000 Penalty: 5340.123047 Iteration 70Q: 3 clusters Score -7731944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46120 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -7731936.000000 Penalty: 5340.123047 Iteration 71Q: 3 clusters Score -7731936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46122 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -7731937.500000 Penalty: 5340.123047 Iteration 72Q: 3 clusters Score -7731938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46125 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -7731933.500000 Penalty: 5340.123047 Iteration 73Q: 3 clusters Score -7731934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46127 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -7731939.000000 Penalty: 5340.123047 Iteration 74Q: 3 clusters Score -7731939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46129 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -7731935.500000 Penalty: 5340.123047 Iteration 75Q: 3 clusters Score -7731936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46130 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -7731934.500000 Penalty: 5340.123047 Iteration 76Q: 3 clusters Score -7731934 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46130 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -7731934.500000 Penalty: 5340.123047 Iteration 77F: 3 clusters Score -7731934 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3329 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 11000 members Mstep: Class 9 contains 23079 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 7127 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 56456 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25566 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 9927 members Mstep: Class 23 contains 1108 members Mstep: Class 24 contains 15434 members Mstep: Class 25 contains 25919 members Mstep: Class 26 contains 88 members Mstep: Class 27 contains 3236 members Mstep: Class 28 contains 47400 members Entering Unmasked Estep ConsiderDeletion Score: -51818304.000000 Penalty: 116394.960938 Iteration 79Q: 38 clusters Score -5.18183e+07 nChanged 4810 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 12686 members Mstep: Class 3 contains 3368 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3060 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 255 members Mstep: Class 8 contains 10931 members Mstep: Class 9 contains 23020 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 7355 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4234 members Mstep: Class 14 contains 5027 members Mstep: Class 15 contains 10273 members Mstep: Class 16 contains 56541 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 25545 members Mstep: Class 20 contains 7671 members Mstep: Class 21 contains 537 members Mstep: Class 22 contains 10042 members Mstep: Class 23 contains 1390 members Mstep: Class 24 contains 15489 members Mstep: Class 25 contains 25797 members Mstep: Class 26 contains 93 members Mstep: Class 27 contains 3547 members Mstep: Class 28 contains 48098 members Mstep: Class 29 contains 7859 members Mstep: Class 30 contains 15684 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 137 members Mstep: Class 33 contains 5898 members Mstep: Class 34 contains 983 members Mstep: Class 35 contains 8984 members Mstep: Class 36 contains 174 members Mstep: Class 37 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -51823436.000000 Penalty: 116394.960938 Iteration 80F: 38 clusters Score -5.182344e+07 nChanged 4742 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 3345 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3031 members Mstep: Class 6 contains 411 members Mstep: Class 7 contains 253 members Mstep: Class 8 contains 10805 members Mstep: Class 9 contains 22760 members Mstep: Class 10 contains 427 members Mstep: Class 11 contains 7528 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 4177 members Mstep: Class 14 contains 4984 members Mstep: Class 15 contains 10281 members Mstep: Class 16 contains 56322 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 24790 members Mstep: Class 20 contains 7474 members Mstep: Class 21 contains 553 members Mstep: Class 22 contains 10136 members Mstep: Class 23 contains 1482 members Mstep: Class 24 contains 15330 members Mstep: Class 25 contains 25610 members Mstep: Class 26 contains 89 members Mstep: Class 27 contains 3625 members Mstep: Class 28 contains 48146 members Mstep: Class 29 contains 8208 members Mstep: Class 30 contains 16175 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 148 members Mstep: Class 33 contains 6307 members Mstep: Class 34 contains 988 members Mstep: Class 35 contains 9138 members Mstep: Class 36 contains 180 members Mstep: Class 37 contains 1328 members Entering Unmasked Estep ConsiderDeletion Score: -51825800.000000 Penalty: 116394.960938 Iteration 81Q: 38 clusters Score -5.18258e+07 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 12688 members Mstep: Class 3 contains 3339 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3011 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 248 members Mstep: Class 8 contains 10723 members Mstep: Class 9 contains 22611 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 7721 members Mstep: Class 12 contains 138 members Mstep: Class 13 contains 4148 members Mstep: Class 14 contains 4986 members Mstep: Class 15 contains 10297 members Mstep: Class 16 contains 56200 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 720 members Mstep: Class 19 contains 24244 members Mstep: Class 20 contains 7394 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10189 members Mstep: Class 23 contains 1538 members Mstep: Class 24 contains 15268 members Mstep: Class 25 contains 25462 members Mstep: Class 26 contains 86 members Mstep: Class 27 contains 3702 members Mstep: Class 28 contains 48109 members Mstep: Class 29 contains 8369 members Mstep: Class 30 contains 16405 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 151 members Mstep: Class 33 contains 6584 members Mstep: Class 34 contains 992 members Mstep: Class 35 contains 9253 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1418 members Entering Unmasked Estep ConsiderDeletion Score: -51826496.000000 Penalty: 116394.960938 Iteration 82Q: 38 clusters Score -5.18265e+07 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 12689 members Mstep: Class 3 contains 3333 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3007 members Mstep: Class 6 contains 418 members Mstep: Class 7 contains 246 members Mstep: Class 8 contains 10682 members Mstep: Class 9 contains 22496 members Mstep: Class 10 contains 428 members Mstep: Class 11 contains 7900 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4138 members Mstep: Class 14 contains 4991 members Mstep: Class 15 contains 10308 members Mstep: Class 16 contains 56151 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 720 members Mstep: Class 19 contains 23827 members Mstep: Class 20 contains 7347 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10213 members Mstep: Class 23 contains 1570 members Mstep: Class 24 contains 15224 members Mstep: Class 25 contains 25339 members Mstep: Class 26 contains 86 members Mstep: Class 27 contains 3736 members Mstep: Class 28 contains 48051 members Mstep: Class 29 contains 8459 members Mstep: Class 30 contains 16584 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 152 members Mstep: Class 33 contains 6805 members Mstep: Class 34 contains 996 members Mstep: Class 35 contains 9337 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1468 members Entering Unmasked Estep ConsiderDeletion Score: -51827192.000000 Penalty: 116394.960938 Iteration 83Q: 38 clusters Score -5.182719e+07 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 12692 members Mstep: Class 3 contains 3325 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3006 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 10656 members Mstep: Class 9 contains 22394 members Mstep: Class 10 contains 428 members Mstep: Class 11 contains 8063 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 10326 members Mstep: Class 16 contains 56125 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 23517 members Mstep: Class 20 contains 7342 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10218 members Mstep: Class 23 contains 1583 members Mstep: Class 24 contains 15175 members Mstep: Class 25 contains 25244 members Mstep: Class 26 contains 86 members Mstep: Class 27 contains 3761 members Mstep: Class 28 contains 47954 members Mstep: Class 29 contains 8536 members Mstep: Class 30 contains 16681 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 150 members Mstep: Class 33 contains 6996 members Mstep: Class 34 contains 1001 members Mstep: Class 35 contains 9419 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1498 members Entering Unmasked Estep ConsiderDeletion Score: -51827460.000000 Penalty: 116394.960938 Iteration 84Q: 38 clusters Score -5.182746e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 12695 members Mstep: Class 3 contains 3321 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3001 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10641 members Mstep: Class 9 contains 22327 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 8216 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4144 members Mstep: Class 14 contains 5030 members Mstep: Class 15 contains 10340 members Mstep: Class 16 contains 56115 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 23266 members Mstep: Class 20 contains 7329 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10216 members Mstep: Class 23 contains 1594 members Mstep: Class 24 contains 15129 members Mstep: Class 25 contains 25159 members Mstep: Class 26 contains 86 members Mstep: Class 27 contains 3793 members Mstep: Class 28 contains 47888 members Mstep: Class 29 contains 8592 members Mstep: Class 30 contains 16721 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 151 members Mstep: Class 33 contains 7140 members Mstep: Class 34 contains 1003 members Mstep: Class 35 contains 9483 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1512 members Entering Unmasked Estep ConsiderDeletion Score: -51827624.000000 Penalty: 116394.960938 Iteration 85Q: 38 clusters Score -5.182762e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 12697 members Mstep: Class 3 contains 3318 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 3000 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10627 members Mstep: Class 9 contains 22266 members Mstep: Class 10 contains 428 members Mstep: Class 11 contains 8355 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4142 members Mstep: Class 14 contains 5040 members Mstep: Class 15 contains 10354 members Mstep: Class 16 contains 56099 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 23083 members Mstep: Class 20 contains 7318 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10221 members Mstep: Class 23 contains 1602 members Mstep: Class 24 contains 15091 members Mstep: Class 25 contains 25072 members Mstep: Class 26 contains 86 members Mstep: Class 27 contains 3825 members Mstep: Class 28 contains 47827 members Mstep: Class 29 contains 8644 members Mstep: Class 30 contains 16769 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 151 members Mstep: Class 33 contains 7239 members Mstep: Class 34 contains 1004 members Mstep: Class 35 contains 9535 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1530 members Entering Unmasked Estep ConsiderDeletion Score: -51827752.000000 Penalty: 116394.960938 Iteration 86Q: 38 clusters Score -5.182775e+07 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 12697 members Mstep: Class 3 contains 3308 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2993 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10610 members Mstep: Class 9 contains 22234 members Mstep: Class 10 contains 429 members Mstep: Class 11 contains 8475 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4142 members Mstep: Class 14 contains 5056 members Mstep: Class 15 contains 10365 members Mstep: Class 16 contains 56093 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22938 members Mstep: Class 20 contains 7309 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10221 members Mstep: Class 23 contains 1608 members Mstep: Class 24 contains 15052 members Mstep: Class 25 contains 25010 members Mstep: Class 26 contains 86 members Mstep: Class 27 contains 3837 members Mstep: Class 28 contains 47790 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16768 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 152 members Mstep: Class 33 contains 7324 members Mstep: Class 34 contains 1005 members Mstep: Class 35 contains 9580 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1538 members Entering Unmasked Estep ConsiderDeletion Score: -51827944.000000 Penalty: 116394.960938 Iteration 87Q: 38 clusters Score -5.182794e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 12697 members Mstep: Class 3 contains 3302 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2986 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10596 members Mstep: Class 9 contains 22200 members Mstep: Class 10 contains 427 members Mstep: Class 11 contains 8568 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 5073 members Mstep: Class 15 contains 10372 members Mstep: Class 16 contains 56079 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22811 members Mstep: Class 20 contains 7305 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10225 members Mstep: Class 23 contains 1617 members Mstep: Class 24 contains 15042 members Mstep: Class 25 contains 24955 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3856 members Mstep: Class 28 contains 47746 members Mstep: Class 29 contains 8745 members Mstep: Class 30 contains 16765 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7392 members Mstep: Class 34 contains 1006 members Mstep: Class 35 contains 9632 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1549 members Entering Unmasked Estep ConsiderDeletion Score: -51827932.000000 Penalty: 116394.960938 Iteration 88Q: 38 clusters Score -5.182793e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 12698 members Mstep: Class 3 contains 3302 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2981 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10576 members Mstep: Class 9 contains 22161 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 8647 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 5082 members Mstep: Class 15 contains 10378 members Mstep: Class 16 contains 56084 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22691 members Mstep: Class 20 contains 7297 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10227 members Mstep: Class 23 contains 1621 members Mstep: Class 24 contains 15023 members Mstep: Class 25 contains 24901 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3873 members Mstep: Class 28 contains 47727 members Mstep: Class 29 contains 8782 members Mstep: Class 30 contains 16766 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7452 members Mstep: Class 34 contains 1007 members Mstep: Class 35 contains 9678 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1563 members Entering Unmasked Estep ConsiderDeletion Score: -51827912.000000 Penalty: 116394.960938 Iteration 89Q: 38 clusters Score -5.182791e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 12699 members Mstep: Class 3 contains 3298 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2977 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10562 members Mstep: Class 9 contains 22127 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 8715 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4136 members Mstep: Class 14 contains 5092 members Mstep: Class 15 contains 10385 members Mstep: Class 16 contains 56078 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22599 members Mstep: Class 20 contains 7290 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1624 members Mstep: Class 24 contains 15003 members Mstep: Class 25 contains 24854 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3896 members Mstep: Class 28 contains 47735 members Mstep: Class 29 contains 8821 members Mstep: Class 30 contains 16746 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7493 members Mstep: Class 34 contains 1008 members Mstep: Class 35 contains 9718 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1570 members Entering Unmasked Estep ConsiderDeletion Score: -51827960.000000 Penalty: 116394.960938 Iteration 90Q: 38 clusters Score -5.182796e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 12702 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2975 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10554 members Mstep: Class 9 contains 22106 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 8779 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 5102 members Mstep: Class 15 contains 10388 members Mstep: Class 16 contains 56065 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22524 members Mstep: Class 20 contains 7289 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1627 members Mstep: Class 24 contains 15001 members Mstep: Class 25 contains 24812 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3896 members Mstep: Class 28 contains 47735 members Mstep: Class 29 contains 8844 members Mstep: Class 30 contains 16741 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7522 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9747 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1577 members Entering Unmasked Estep ConsiderDeletion Score: -51828140.000000 Penalty: 116394.960938 Iteration 91Q: 38 clusters Score -5.182814e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 12702 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2974 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10549 members Mstep: Class 9 contains 22076 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 8845 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4138 members Mstep: Class 14 contains 5112 members Mstep: Class 15 contains 10390 members Mstep: Class 16 contains 56059 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22431 members Mstep: Class 20 contains 7287 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1629 members Mstep: Class 24 contains 14990 members Mstep: Class 25 contains 24781 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3918 members Mstep: Class 28 contains 47744 members Mstep: Class 29 contains 8862 members Mstep: Class 30 contains 16734 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7548 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9776 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1578 members Entering Unmasked Estep ConsiderDeletion Score: -51828212.000000 Penalty: 116394.960938 Iteration 92Q: 38 clusters Score -5.182821e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 12703 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2974 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10528 members Mstep: Class 9 contains 22053 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 8894 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4138 members Mstep: Class 14 contains 5117 members Mstep: Class 15 contains 10393 members Mstep: Class 16 contains 56050 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22361 members Mstep: Class 20 contains 7283 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1630 members Mstep: Class 24 contains 14985 members Mstep: Class 25 contains 24754 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3942 members Mstep: Class 28 contains 47757 members Mstep: Class 29 contains 8878 members Mstep: Class 30 contains 16728 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7574 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9804 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1582 members Entering Unmasked Estep ConsiderDeletion Score: -51828120.000000 Penalty: 116394.960938 Iteration 93Q: 38 clusters Score -5.182812e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 12704 members Mstep: Class 3 contains 3288 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2976 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10521 members Mstep: Class 9 contains 22030 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 8936 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 5125 members Mstep: Class 15 contains 10396 members Mstep: Class 16 contains 56041 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22282 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1632 members Mstep: Class 24 contains 14988 members Mstep: Class 25 contains 24738 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3951 members Mstep: Class 28 contains 47767 members Mstep: Class 29 contains 8892 members Mstep: Class 30 contains 16721 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7599 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9826 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1592 members Entering Unmasked Estep ConsiderDeletion Score: -51828140.000000 Penalty: 116394.960938 Iteration 94Q: 38 clusters Score -5.182814e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 12705 members Mstep: Class 3 contains 3286 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2977 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10512 members Mstep: Class 9 contains 22018 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 8966 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4138 members Mstep: Class 14 contains 5126 members Mstep: Class 15 contains 10399 members Mstep: Class 16 contains 56036 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22200 members Mstep: Class 20 contains 7279 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1634 members Mstep: Class 24 contains 14990 members Mstep: Class 25 contains 24718 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3959 members Mstep: Class 28 contains 47784 members Mstep: Class 29 contains 8917 members Mstep: Class 30 contains 16719 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7615 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9843 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1603 members Entering Unmasked Estep ConsiderDeletion Score: -51828136.000000 Penalty: 116394.960938 Iteration 95Q: 38 clusters Score -5.182814e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 12706 members Mstep: Class 3 contains 3284 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2980 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10511 members Mstep: Class 9 contains 22001 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9004 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 5131 members Mstep: Class 15 contains 10401 members Mstep: Class 16 contains 56032 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22135 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1635 members Mstep: Class 24 contains 14993 members Mstep: Class 25 contains 24690 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3965 members Mstep: Class 28 contains 47792 members Mstep: Class 29 contains 8928 members Mstep: Class 30 contains 16713 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7628 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9862 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1614 members Entering Unmasked Estep ConsiderDeletion Score: -51828048.000000 Penalty: 116394.960938 Iteration 96Q: 38 clusters Score -5.182805e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 12705 members Mstep: Class 3 contains 3283 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2981 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10500 members Mstep: Class 9 contains 21984 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9055 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 5132 members Mstep: Class 15 contains 10404 members Mstep: Class 16 contains 56030 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22087 members Mstep: Class 20 contains 7281 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1638 members Mstep: Class 24 contains 14992 members Mstep: Class 25 contains 24663 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3978 members Mstep: Class 28 contains 47801 members Mstep: Class 29 contains 8931 members Mstep: Class 30 contains 16702 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7637 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9883 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1618 members Entering Unmasked Estep ConsiderDeletion Score: -51828028.000000 Penalty: 116394.960938 Iteration 97Q: 38 clusters Score -5.182803e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 12706 members Mstep: Class 3 contains 3283 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2983 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10484 members Mstep: Class 9 contains 21971 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9083 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 5135 members Mstep: Class 15 contains 10406 members Mstep: Class 16 contains 56030 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22052 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10230 members Mstep: Class 23 contains 1640 members Mstep: Class 24 contains 14993 members Mstep: Class 25 contains 24639 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 3991 members Mstep: Class 28 contains 47804 members Mstep: Class 29 contains 8937 members Mstep: Class 30 contains 16694 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7653 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9902 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -51828096.000000 Penalty: 116394.960938 Iteration 98Q: 38 clusters Score -5.18281e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 12706 members Mstep: Class 3 contains 3283 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2983 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10475 members Mstep: Class 9 contains 21952 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9111 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 5139 members Mstep: Class 15 contains 10407 members Mstep: Class 16 contains 56035 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 22010 members Mstep: Class 20 contains 7281 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1640 members Mstep: Class 24 contains 14994 members Mstep: Class 25 contains 24623 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 4001 members Mstep: Class 28 contains 47815 members Mstep: Class 29 contains 8939 members Mstep: Class 30 contains 16690 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7661 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9918 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1624 members Entering Unmasked Estep ConsiderDeletion Score: -51828072.000000 Penalty: 116394.960938 Iteration 99Q: 38 clusters Score -5.182807e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 12706 members Mstep: Class 3 contains 3282 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2982 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10465 members Mstep: Class 9 contains 21941 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 5143 members Mstep: Class 15 contains 10407 members Mstep: Class 16 contains 56034 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21977 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1640 members Mstep: Class 24 contains 14993 members Mstep: Class 25 contains 24612 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 4013 members Mstep: Class 28 contains 47831 members Mstep: Class 29 contains 8949 members Mstep: Class 30 contains 16684 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 154 members Mstep: Class 33 contains 7664 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9936 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1626 members Entering Unmasked Estep ConsiderDeletion Score: -51828312.000000 Penalty: 116394.960938 Iteration 100F: 38 clusters Score -5.182831e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 12706 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2980 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10456 members Mstep: Class 9 contains 21934 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9131 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 5147 members Mstep: Class 15 contains 10407 members Mstep: Class 16 contains 56036 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21934 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1650 members Mstep: Class 24 contains 14994 members Mstep: Class 25 contains 24598 members Mstep: Class 26 contains 85 members Mstep: Class 27 contains 4021 members Mstep: Class 28 contains 47835 members Mstep: Class 29 contains 8952 members Mstep: Class 30 contains 16688 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 157 members Mstep: Class 33 contains 7671 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9946 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1641 members Entering Unmasked Estep ConsiderDeletion Score: -51828468.000000 Penalty: 116394.960938 Iteration 101Q: 38 clusters Score -5.182847e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 12709 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2981 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10440 members Mstep: Class 9 contains 21925 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 9151 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4136 members Mstep: Class 14 contains 5150 members Mstep: Class 15 contains 10408 members Mstep: Class 16 contains 56038 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21887 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1658 members Mstep: Class 24 contains 14995 members Mstep: Class 25 contains 24586 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4026 members Mstep: Class 28 contains 47841 members Mstep: Class 29 contains 8955 members Mstep: Class 30 contains 16686 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7675 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9957 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1663 members Entering Unmasked Estep ConsiderDeletion Score: -51828516.000000 Penalty: 116394.960938 Iteration 102Q: 38 clusters Score -5.182852e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 12710 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2981 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10430 members Mstep: Class 9 contains 21907 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9169 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4138 members Mstep: Class 14 contains 5154 members Mstep: Class 15 contains 10409 members Mstep: Class 16 contains 56038 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21844 members Mstep: Class 20 contains 7280 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1661 members Mstep: Class 24 contains 15000 members Mstep: Class 25 contains 24570 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4036 members Mstep: Class 28 contains 47847 members Mstep: Class 29 contains 8952 members Mstep: Class 30 contains 16687 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7677 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9969 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1690 members Entering Unmasked Estep ConsiderDeletion Score: -51828528.000000 Penalty: 116394.960938 Iteration 103Q: 38 clusters Score -5.182853e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12711 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2982 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10411 members Mstep: Class 9 contains 21898 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9196 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 5156 members Mstep: Class 15 contains 10413 members Mstep: Class 16 contains 56038 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21804 members Mstep: Class 20 contains 7279 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1660 members Mstep: Class 24 contains 14994 members Mstep: Class 25 contains 24554 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4043 members Mstep: Class 28 contains 47863 members Mstep: Class 29 contains 8958 members Mstep: Class 30 contains 16690 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7680 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9980 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1704 members Entering Unmasked Estep ConsiderDeletion Score: -51828584.000000 Penalty: 116394.960938 Iteration 104Q: 38 clusters Score -5.182858e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2981 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10401 members Mstep: Class 9 contains 21886 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9231 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 5156 members Mstep: Class 15 contains 10417 members Mstep: Class 16 contains 56035 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21762 members Mstep: Class 20 contains 7276 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1662 members Mstep: Class 24 contains 14995 members Mstep: Class 25 contains 24540 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4051 members Mstep: Class 28 contains 47865 members Mstep: Class 29 contains 8959 members Mstep: Class 30 contains 16700 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7682 members Mstep: Class 34 contains 1009 members Mstep: Class 35 contains 9985 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1719 members Entering Unmasked Estep ConsiderDeletion Score: -51828676.000000 Penalty: 116394.960938 Iteration 105Q: 38 clusters Score -5.182868e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2979 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10385 members Mstep: Class 9 contains 21880 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9264 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4136 members Mstep: Class 14 contains 5156 members Mstep: Class 15 contains 10422 members Mstep: Class 16 contains 56037 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21728 members Mstep: Class 20 contains 7276 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1667 members Mstep: Class 24 contains 14997 members Mstep: Class 25 contains 24526 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4045 members Mstep: Class 28 contains 47867 members Mstep: Class 29 contains 8961 members Mstep: Class 30 contains 16708 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7681 members Mstep: Class 34 contains 1010 members Mstep: Class 35 contains 9991 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1733 members Entering Unmasked Estep ConsiderDeletion Score: -51828684.000000 Penalty: 116394.960938 Iteration 106Q: 38 clusters Score -5.182868e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3276 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2976 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10370 members Mstep: Class 9 contains 21870 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9288 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 5157 members Mstep: Class 15 contains 10425 members Mstep: Class 16 contains 56032 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21702 members Mstep: Class 20 contains 7275 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1668 members Mstep: Class 24 contains 14996 members Mstep: Class 25 contains 24513 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4052 members Mstep: Class 28 contains 47871 members Mstep: Class 29 contains 8963 members Mstep: Class 30 contains 16717 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7683 members Mstep: Class 34 contains 1012 members Mstep: Class 35 contains 9993 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1753 members Entering Unmasked Estep ConsiderDeletion Score: -51828592.000000 Penalty: 116394.960938 Iteration 107Q: 38 clusters Score -5.182859e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2976 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10365 members Mstep: Class 9 contains 21863 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9307 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5159 members Mstep: Class 15 contains 10425 members Mstep: Class 16 contains 56029 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21675 members Mstep: Class 20 contains 7272 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1669 members Mstep: Class 24 contains 15004 members Mstep: Class 25 contains 24501 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4054 members Mstep: Class 28 contains 47873 members Mstep: Class 29 contains 8963 members Mstep: Class 30 contains 16729 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7684 members Mstep: Class 34 contains 1012 members Mstep: Class 35 contains 9994 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1765 members Entering Unmasked Estep ConsiderDeletion Score: -51828592.000000 Penalty: 116394.960938 Iteration 108Q: 38 clusters Score -5.182859e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2974 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10362 members Mstep: Class 9 contains 21851 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9332 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5159 members Mstep: Class 15 contains 10425 members Mstep: Class 16 contains 56026 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21647 members Mstep: Class 20 contains 7271 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1671 members Mstep: Class 24 contains 15004 members Mstep: Class 25 contains 24486 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4062 members Mstep: Class 28 contains 47880 members Mstep: Class 29 contains 8964 members Mstep: Class 30 contains 16736 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7685 members Mstep: Class 34 contains 1013 members Mstep: Class 35 contains 9995 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1777 members Entering Unmasked Estep ConsiderDeletion Score: -51828628.000000 Penalty: 116394.960938 Iteration 109Q: 38 clusters Score -5.182863e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3276 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2972 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10359 members Mstep: Class 9 contains 21834 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9363 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5161 members Mstep: Class 15 contains 10426 members Mstep: Class 16 contains 56024 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21613 members Mstep: Class 20 contains 7268 members Mstep: Class 21 contains 554 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1672 members Mstep: Class 24 contains 15007 members Mstep: Class 25 contains 24470 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4068 members Mstep: Class 28 contains 47886 members Mstep: Class 29 contains 8968 members Mstep: Class 30 contains 16741 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7687 members Mstep: Class 34 contains 1016 members Mstep: Class 35 contains 9998 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1787 members Entering Unmasked Estep ConsiderDeletion Score: -51828608.000000 Penalty: 116394.960938 Iteration 110Q: 38 clusters Score -5.182861e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3276 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10349 members Mstep: Class 9 contains 21820 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9392 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5163 members Mstep: Class 15 contains 10427 members Mstep: Class 16 contains 56025 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21584 members Mstep: Class 20 contains 7267 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1672 members Mstep: Class 24 contains 15009 members Mstep: Class 25 contains 24453 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4071 members Mstep: Class 28 contains 47892 members Mstep: Class 29 contains 8972 members Mstep: Class 30 contains 16754 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7688 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 9999 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1796 members Entering Unmasked Estep ConsiderDeletion Score: -51828628.000000 Penalty: 116394.960938 Iteration 111Q: 38 clusters Score -5.182863e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10341 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 9426 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5162 members Mstep: Class 15 contains 10431 members Mstep: Class 16 contains 56024 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21548 members Mstep: Class 20 contains 7268 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1672 members Mstep: Class 24 contains 15013 members Mstep: Class 25 contains 24436 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4070 members Mstep: Class 28 contains 47904 members Mstep: Class 29 contains 8972 members Mstep: Class 30 contains 16767 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7690 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10000 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1805 members Entering Unmasked Estep ConsiderDeletion Score: -51828568.000000 Penalty: 116394.960938 Iteration 112Q: 38 clusters Score -5.182857e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10332 members Mstep: Class 9 contains 21786 members Mstep: Class 10 contains 436 members Mstep: Class 11 contains 9459 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5164 members Mstep: Class 15 contains 10433 members Mstep: Class 16 contains 56029 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21521 members Mstep: Class 20 contains 7266 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1673 members Mstep: Class 24 contains 15008 members Mstep: Class 25 contains 24415 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4079 members Mstep: Class 28 contains 47916 members Mstep: Class 29 contains 8971 members Mstep: Class 30 contains 16770 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7692 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10002 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1815 members Entering Unmasked Estep ConsiderDeletion Score: -51828520.000000 Penalty: 116394.960938 Iteration 113Q: 38 clusters Score -5.182852e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10312 members Mstep: Class 9 contains 21776 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9487 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5166 members Mstep: Class 15 contains 10436 members Mstep: Class 16 contains 56034 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21494 members Mstep: Class 20 contains 7266 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1675 members Mstep: Class 24 contains 15003 members Mstep: Class 25 contains 24393 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4094 members Mstep: Class 28 contains 47921 members Mstep: Class 29 contains 8972 members Mstep: Class 30 contains 16779 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7695 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10002 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1827 members Entering Unmasked Estep ConsiderDeletion Score: -51828560.000000 Penalty: 116394.960938 Iteration 114Q: 38 clusters Score -5.182856e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10300 members Mstep: Class 9 contains 21764 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9510 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5169 members Mstep: Class 15 contains 10437 members Mstep: Class 16 contains 56037 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21466 members Mstep: Class 20 contains 7266 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15006 members Mstep: Class 25 contains 24376 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4100 members Mstep: Class 28 contains 47938 members Mstep: Class 29 contains 8972 members Mstep: Class 30 contains 16781 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7698 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10003 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1827 members Entering Unmasked Estep ConsiderDeletion Score: -51828568.000000 Penalty: 116394.960938 Iteration 115Q: 38 clusters Score -5.182857e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10297 members Mstep: Class 9 contains 21742 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9533 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5173 members Mstep: Class 15 contains 10438 members Mstep: Class 16 contains 56038 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21460 members Mstep: Class 20 contains 7265 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15006 members Mstep: Class 25 contains 24359 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4113 members Mstep: Class 28 contains 47936 members Mstep: Class 29 contains 8975 members Mstep: Class 30 contains 16781 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7700 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10003 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1829 members Entering Unmasked Estep ConsiderDeletion Score: -51828564.000000 Penalty: 116394.960938 Iteration 116Q: 38 clusters Score -5.182856e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2974 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10285 members Mstep: Class 9 contains 21730 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9557 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5176 members Mstep: Class 15 contains 10438 members Mstep: Class 16 contains 56038 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21448 members Mstep: Class 20 contains 7263 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15014 members Mstep: Class 25 contains 24341 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4127 members Mstep: Class 28 contains 47930 members Mstep: Class 29 contains 8980 members Mstep: Class 30 contains 16780 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7702 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10004 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1832 members Entering Unmasked Estep ConsiderDeletion Score: -51828660.000000 Penalty: 116394.960938 Iteration 117Q: 38 clusters Score -5.182866e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10282 members Mstep: Class 9 contains 21719 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9587 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5182 members Mstep: Class 15 contains 10438 members Mstep: Class 16 contains 56043 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21433 members Mstep: Class 20 contains 7261 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15018 members Mstep: Class 25 contains 24319 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4131 members Mstep: Class 28 contains 47928 members Mstep: Class 29 contains 8984 members Mstep: Class 30 contains 16779 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7702 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10005 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1833 members Entering Unmasked Estep ConsiderDeletion Score: -51828676.000000 Penalty: 116394.960938 Iteration 118Q: 38 clusters Score -5.182868e+07 nChanged 121 Entering ConstructFrom: Score: -51828676.000000 Penalty: 116394.960938 Entering ConstructFrom: Trying to split cluster 1 (3854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Entering Unmasked Estep Score: -594347.125000 Penalty: 2047.702881 Iteration 0F: 2 clusters Score -594347.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -590531.312500 Penalty: 4095.405762 Iteration 0F: 3 clusters Score -590531.3 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -591740.062500 Penalty: 4095.405762 Iteration 1F: 3 clusters Score -591740.1 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -592280.875000 Penalty: 4095.405762 Iteration 2F: 3 clusters Score -592280.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -592607.187500 Penalty: 4095.405762 Iteration 3F: 3 clusters Score -592607.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -592834.125000 Penalty: 4095.405762 Iteration 4F: 3 clusters Score -592834.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -592966.875000 Penalty: 4095.405762 Iteration 5Q: 3 clusters Score -592966.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -593054.687500 Penalty: 4095.405762 Iteration 6Q: 3 clusters Score -593054.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -593111.687500 Penalty: 4095.405762 Iteration 7Q: 3 clusters Score -593111.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -593145.750000 Penalty: 4095.405762 Iteration 8Q: 3 clusters Score -593145.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -593164.750000 Penalty: 4095.405762 Iteration 9Q: 3 clusters Score -593164.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -593175.062500 Penalty: 4095.405762 Iteration 10Q: 3 clusters Score -593175.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -593183.187500 Penalty: 4095.405762 Iteration 11Q: 3 clusters Score -593183.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -593189.875000 Penalty: 4095.405762 Iteration 12Q: 3 clusters Score -593189.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -593198.562500 Penalty: 4095.405762 Iteration 13Q: 3 clusters Score -593198.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -593205.500000 Penalty: 4095.405762 Iteration 14Q: 3 clusters Score -593205.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -593212.125000 Penalty: 4095.405762 Iteration 15Q: 3 clusters Score -593212.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -593221.312500 Penalty: 4095.405762 Iteration 16Q: 3 clusters Score -593221.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -593227.687500 Penalty: 4095.405762 Iteration 17Q: 3 clusters Score -593227.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -593232.125000 Penalty: 4095.405762 Iteration 18Q: 3 clusters Score -593232.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -593235.250000 Penalty: 4095.405762 Iteration 19Q: 3 clusters Score -593235.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -593238.812500 Penalty: 4095.405762 Iteration 20F: 3 clusters Score -593238.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -593240.500000 Penalty: 4095.405762 Iteration 21Q: 3 clusters Score -593240.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -593241.375000 Penalty: 4095.405762 Iteration 22Q: 3 clusters Score -593241.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -593242.250000 Penalty: 4095.405762 Iteration 23Q: 3 clusters Score -593242.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -593242.937500 Penalty: 4095.405762 Iteration 24Q: 3 clusters Score -593242.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -593243.750000 Penalty: 4095.405762 Iteration 25Q: 3 clusters Score -593243.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -593244.812500 Penalty: 4095.405762 Iteration 26Q: 3 clusters Score -593244.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -593245.062500 Penalty: 4095.405762 Iteration 27Q: 3 clusters Score -593245.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -593246.000000 Penalty: 4095.405762 Iteration 28Q: 3 clusters Score -593246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -593247.375000 Penalty: 4095.405762 Iteration 29Q: 3 clusters Score -593247.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -593250.750000 Penalty: 4095.405762 Iteration 30Q: 3 clusters Score -593250.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -593253.125000 Penalty: 4095.405762 Iteration 31Q: 3 clusters Score -593253.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -593255.437500 Penalty: 4095.405762 Iteration 32Q: 3 clusters Score -593255.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -593259.812500 Penalty: 4095.405762 Iteration 33Q: 3 clusters Score -593259.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -593262.812500 Penalty: 4095.405762 Iteration 34Q: 3 clusters Score -593262.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -593266.000000 Penalty: 4095.405762 Iteration 35Q: 3 clusters Score -593266 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -593269.562500 Penalty: 4095.405762 Iteration 36Q: 3 clusters Score -593269.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -593276.375000 Penalty: 4095.405762 Iteration 37Q: 3 clusters Score -593276.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -593281.062500 Penalty: 4095.405762 Iteration 38Q: 3 clusters Score -593281.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -593283.562500 Penalty: 4095.405762 Iteration 39Q: 3 clusters Score -593283.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -593285.875000 Penalty: 4095.405762 Iteration 40F: 3 clusters Score -593285.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -593286.375000 Penalty: 4095.405762 Iteration 41Q: 3 clusters Score -593286.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -593288.625000 Penalty: 4095.405762 Iteration 42Q: 3 clusters Score -593288.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -593289.500000 Penalty: 4095.405762 Iteration 43Q: 3 clusters Score -593289.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -593289.750000 Penalty: 4095.405762 Iteration 44Q: 3 clusters Score -593289.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -593289.750000 Penalty: 4095.405762 Iteration 45F: 3 clusters Score -593289.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12712 members Entering Unmasked Estep Score: -2086811.625000 Penalty: 2343.674805 Iteration 0F: 2 clusters Score -2086812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -2077425.500000 Penalty: 4687.349609 Iteration 0F: 3 clusters Score -2077426 nChanged 5410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -2080478.125000 Penalty: 4687.349609 Iteration 1F: 3 clusters Score -2080478 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -2080839.375000 Penalty: 4687.349609 Iteration 2F: 3 clusters Score -2080839 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -2081175.875000 Penalty: 4687.349609 Iteration 3F: 3 clusters Score -2081176 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -2081568.000000 Penalty: 4687.349609 Iteration 4Q: 3 clusters Score -2081568 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -2082035.625000 Penalty: 4687.349609 Iteration 5F: 3 clusters Score -2082036 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -2082609.875000 Penalty: 4687.349609 Iteration 6F: 3 clusters Score -2082610 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -2083317.000000 Penalty: 4687.349609 Iteration 7F: 3 clusters Score -2083317 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7617 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -2084223.625000 Penalty: 4687.349609 Iteration 8F: 3 clusters Score -2084224 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -2085118.000000 Penalty: 4687.349609 Iteration 9F: 3 clusters Score -2085118 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -2085854.375000 Penalty: 4687.349609 Iteration 10F: 3 clusters Score -2085854 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -2086284.125000 Penalty: 4687.349609 Iteration 11Q: 3 clusters Score -2086284 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -2086488.625000 Penalty: 4687.349609 Iteration 12Q: 3 clusters Score -2086489 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2086599.250000 Penalty: 4687.349609 Iteration 13Q: 3 clusters Score -2086599 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -2086659.125000 Penalty: 4687.349609 Iteration 14Q: 3 clusters Score -2086659 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -2086683.500000 Penalty: 4687.349609 Iteration 15Q: 3 clusters Score -2086684 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -2086710.500000 Penalty: 4687.349609 Iteration 16Q: 3 clusters Score -2086710 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -2086717.875000 Penalty: 4687.349609 Iteration 17Q: 3 clusters Score -2086718 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -2086726.000000 Penalty: 4687.349609 Iteration 18Q: 3 clusters Score -2086726 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -2086734.125000 Penalty: 4687.349609 Iteration 19Q: 3 clusters Score -2086734 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -2086729.750000 Penalty: 4687.349609 Iteration 20F: 3 clusters Score -2086730 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -2086739.125000 Penalty: 4687.349609 Iteration 21Q: 3 clusters Score -2086739 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -2086743.875000 Penalty: 4687.349609 Iteration 22Q: 3 clusters Score -2086744 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -2086743.625000 Penalty: 4687.349609 Iteration 23Q: 3 clusters Score -2086744 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -2086740.750000 Penalty: 4687.349609 Iteration 24Q: 3 clusters Score -2086741 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -2086738.375000 Penalty: 4687.349609 Iteration 25Q: 3 clusters Score -2086738 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -2086739.125000 Penalty: 4687.349609 Iteration 26Q: 3 clusters Score -2086739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -2086740.750000 Penalty: 4687.349609 Iteration 27Q: 3 clusters Score -2086741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -2086740.750000 Penalty: 4687.349609 Iteration 28F: 3 clusters Score -2086741 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Entering Unmasked Estep Score: -540877.000000 Penalty: 2007.708374 Iteration 0F: 2 clusters Score -540877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -537420.187500 Penalty: 4015.416748 Iteration 0F: 3 clusters Score -537420.2 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -538106.062500 Penalty: 4015.416748 Iteration 1F: 3 clusters Score -538106.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -538288.062500 Penalty: 4015.416748 Iteration 2F: 3 clusters Score -538288.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -538429.750000 Penalty: 4015.416748 Iteration 3F: 3 clusters Score -538429.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -538556.312500 Penalty: 4015.416748 Iteration 4Q: 3 clusters Score -538556.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -538673.625000 Penalty: 4015.416748 Iteration 5Q: 3 clusters Score -538673.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -538784.375000 Penalty: 4015.416748 Iteration 6Q: 3 clusters Score -538784.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -538894.750000 Penalty: 4015.416748 Iteration 7Q: 3 clusters Score -538894.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -538983.312500 Penalty: 4015.416748 Iteration 8Q: 3 clusters Score -538983.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -539065.812500 Penalty: 4015.416748 Iteration 9Q: 3 clusters Score -539065.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -539152.687500 Penalty: 4015.416748 Iteration 10Q: 3 clusters Score -539152.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -539220.437500 Penalty: 4015.416748 Iteration 11Q: 3 clusters Score -539220.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -539274.687500 Penalty: 4015.416748 Iteration 12Q: 3 clusters Score -539274.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -539338.187500 Penalty: 4015.416748 Iteration 13Q: 3 clusters Score -539338.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -539414.437500 Penalty: 4015.416748 Iteration 14Q: 3 clusters Score -539414.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -539529.312500 Penalty: 4015.416748 Iteration 15Q: 3 clusters Score -539529.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -539694.875000 Penalty: 4015.416748 Iteration 16Q: 3 clusters Score -539694.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -539976.312500 Penalty: 4015.416748 Iteration 17Q: 3 clusters Score -539976.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -540171.375000 Penalty: 4015.416748 Iteration 18Q: 3 clusters Score -540171.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -540243.062500 Penalty: 4015.416748 Iteration 19Q: 3 clusters Score -540243.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -540270.500000 Penalty: 4015.416748 Iteration 20F: 3 clusters Score -540270.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -540281.000000 Penalty: 4015.416748 Iteration 21Q: 3 clusters Score -540281 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -540288.375000 Penalty: 4015.416748 Iteration 22Q: 3 clusters Score -540288.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -540300.000000 Penalty: 4015.416748 Iteration 23Q: 3 clusters Score -540300 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -540311.375000 Penalty: 4015.416748 Iteration 24Q: 3 clusters Score -540311.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -540316.625000 Penalty: 4015.416748 Iteration 25Q: 3 clusters Score -540316.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -540322.687500 Penalty: 4015.416748 Iteration 26Q: 3 clusters Score -540322.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -540329.500000 Penalty: 4015.416748 Iteration 27Q: 3 clusters Score -540329.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -540336.312500 Penalty: 4015.416748 Iteration 28Q: 3 clusters Score -540336.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -540343.187500 Penalty: 4015.416748 Iteration 29Q: 3 clusters Score -540343.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -540355.812500 Penalty: 4015.416748 Iteration 30Q: 3 clusters Score -540355.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -540361.937500 Penalty: 4015.416748 Iteration 31Q: 3 clusters Score -540361.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -540368.875000 Penalty: 4015.416748 Iteration 32Q: 3 clusters Score -540368.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -540373.625000 Penalty: 4015.416748 Iteration 33Q: 3 clusters Score -540373.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -540379.437500 Penalty: 4015.416748 Iteration 34Q: 3 clusters Score -540379.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -540385.250000 Penalty: 4015.416748 Iteration 35Q: 3 clusters Score -540385.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -540390.375000 Penalty: 4015.416748 Iteration 36Q: 3 clusters Score -540390.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -540395.187500 Penalty: 4015.416748 Iteration 37Q: 3 clusters Score -540395.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -540398.562500 Penalty: 4015.416748 Iteration 38Q: 3 clusters Score -540398.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -540400.562500 Penalty: 4015.416748 Iteration 39Q: 3 clusters Score -540400.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -540402.750000 Penalty: 4015.416748 Iteration 40F: 3 clusters Score -540402.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -42456.546875 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42456.55 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -42625.472656 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42625.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42674.980469 Penalty: 2832.371582 Iteration 2Q: 3 clusters Score -42674.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -42691.828125 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42691.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42695.441406 Penalty: 2832.371582 Iteration 4Q: 3 clusters Score -42695.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42697.476562 Penalty: 2832.371582 Iteration 5Q: 3 clusters Score -42697.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42702.273438 Penalty: 2832.371582 Iteration 6Q: 3 clusters Score -42702.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42702.273438 Penalty: 2832.371582 Iteration 7F: 3 clusters Score -42702.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Entering Unmasked Estep Score: -466895.531250 Penalty: 1983.337036 Iteration 0F: 2 clusters Score -466895.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -463661.437500 Penalty: 3966.674072 Iteration 0F: 3 clusters Score -463661.4 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -464405.812500 Penalty: 3966.674072 Iteration 1F: 3 clusters Score -464405.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -464613.031250 Penalty: 3966.674072 Iteration 2F: 3 clusters Score -464613 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -464790.656250 Penalty: 3966.674072 Iteration 3F: 3 clusters Score -464790.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -464940.562500 Penalty: 3966.674072 Iteration 4Q: 3 clusters Score -464940.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -465079.906250 Penalty: 3966.674072 Iteration 5Q: 3 clusters Score -465079.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -465211.750000 Penalty: 3966.674072 Iteration 6Q: 3 clusters Score -465211.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -465314.312500 Penalty: 3966.674072 Iteration 7Q: 3 clusters Score -465314.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -465387.750000 Penalty: 3966.674072 Iteration 8Q: 3 clusters Score -465387.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -465453.500000 Penalty: 3966.674072 Iteration 9Q: 3 clusters Score -465453.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -465503.437500 Penalty: 3966.674072 Iteration 10Q: 3 clusters Score -465503.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -465532.937500 Penalty: 3966.674072 Iteration 11Q: 3 clusters Score -465532.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -465555.156250 Penalty: 3966.674072 Iteration 12Q: 3 clusters Score -465555.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -465578.531250 Penalty: 3966.674072 Iteration 13Q: 3 clusters Score -465578.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -465590.125000 Penalty: 3966.674072 Iteration 14Q: 3 clusters Score -465590.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -465595.906250 Penalty: 3966.674072 Iteration 15Q: 3 clusters Score -465595.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -465603.906250 Penalty: 3966.674072 Iteration 16Q: 3 clusters Score -465603.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -465608.468750 Penalty: 3966.674072 Iteration 17Q: 3 clusters Score -465608.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -465613.937500 Penalty: 3966.674072 Iteration 18Q: 3 clusters Score -465613.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -465616.593750 Penalty: 3966.674072 Iteration 19Q: 3 clusters Score -465616.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -465617.500000 Penalty: 3966.674072 Iteration 20F: 3 clusters Score -465617.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -465618.812500 Penalty: 3966.674072 Iteration 21Q: 3 clusters Score -465618.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -465619.687500 Penalty: 3966.674072 Iteration 22Q: 3 clusters Score -465619.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -465619.718750 Penalty: 3966.674072 Iteration 23Q: 3 clusters Score -465619.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -465619.718750 Penalty: 3966.674072 Iteration 24F: 3 clusters Score -465619.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -63305.558594 Penalty: 1497.391968 Iteration 0F: 2 clusters Score -63305.56 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 214 members Entering Unmasked Estep Score: -61902.910156 Penalty: 2994.783936 Iteration 0F: 3 clusters Score -61902.91 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -62034.906250 Penalty: 2994.783936 Iteration 1F: 3 clusters Score -62034.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -62105.765625 Penalty: 2994.783936 Iteration 2Q: 3 clusters Score -62105.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -62214.156250 Penalty: 2994.783936 Iteration 3Q: 3 clusters Score -62214.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -62530.039062 Penalty: 2994.783936 Iteration 4Q: 3 clusters Score -62530.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -62576.363281 Penalty: 2994.783936 Iteration 5Q: 3 clusters Score -62576.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -62617.445312 Penalty: 2994.783936 Iteration 6Q: 3 clusters Score -62617.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -62644.738281 Penalty: 2994.783936 Iteration 7Q: 3 clusters Score -62644.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -62656.222656 Penalty: 2994.783936 Iteration 8Q: 3 clusters Score -62656.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -62669.785156 Penalty: 2994.783936 Iteration 9Q: 3 clusters Score -62669.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -62679.574219 Penalty: 2994.783936 Iteration 10Q: 3 clusters Score -62679.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -62685.914062 Penalty: 2994.783936 Iteration 11Q: 3 clusters Score -62685.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -62693.179688 Penalty: 2994.783936 Iteration 12Q: 3 clusters Score -62693.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -62693.179688 Penalty: 2994.783936 Iteration 13F: 3 clusters Score -62693.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -33911.660156 Penalty: 1364.312134 Iteration 0F: 2 clusters Score -33911.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -32817.675781 Penalty: 2728.624268 Iteration 0F: 3 clusters Score -32817.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -32918.363281 Penalty: 2728.624268 Iteration 1F: 3 clusters Score -32918.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -32956.601562 Penalty: 2728.624268 Iteration 2Q: 3 clusters Score -32956.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -33026.468750 Penalty: 2728.624268 Iteration 3Q: 3 clusters Score -33026.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -33069.417969 Penalty: 2728.624268 Iteration 4Q: 3 clusters Score -33069.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -33095.316406 Penalty: 2728.624268 Iteration 5Q: 3 clusters Score -33095.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -33133.667969 Penalty: 2728.624268 Iteration 6Q: 3 clusters Score -33133.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -33150.000000 Penalty: 2728.624268 Iteration 7Q: 3 clusters Score -33150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -33150.000000 Penalty: 2728.624268 Iteration 8F: 3 clusters Score -33150 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Entering Unmasked Estep Score: -1673217.875000 Penalty: 2290.940430 Iteration 0F: 2 clusters Score -1673218 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1665364.500000 Penalty: 4581.880859 Iteration 0F: 3 clusters Score -1665364 nChanged 4281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1667671.875000 Penalty: 4581.880859 Iteration 1F: 3 clusters Score -1667672 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1668016.000000 Penalty: 4581.880859 Iteration 2F: 3 clusters Score -1668016 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1668260.000000 Penalty: 4581.880859 Iteration 3F: 3 clusters Score -1668260 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1668444.500000 Penalty: 4581.880859 Iteration 4Q: 3 clusters Score -1668444 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1668633.750000 Penalty: 4581.880859 Iteration 5Q: 3 clusters Score -1668634 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1668830.125000 Penalty: 4581.880859 Iteration 6Q: 3 clusters Score -1668830 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1669023.125000 Penalty: 4581.880859 Iteration 7Q: 3 clusters Score -1669023 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1669222.500000 Penalty: 4581.880859 Iteration 8Q: 3 clusters Score -1669222 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1669429.125000 Penalty: 4581.880859 Iteration 9Q: 3 clusters Score -1669429 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1669643.750000 Penalty: 4581.880859 Iteration 10Q: 3 clusters Score -1669644 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1669875.000000 Penalty: 4581.880859 Iteration 11Q: 3 clusters Score -1669875 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1670077.500000 Penalty: 4581.880859 Iteration 12Q: 3 clusters Score -1670078 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1670251.500000 Penalty: 4581.880859 Iteration 13Q: 3 clusters Score -1670252 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1670385.250000 Penalty: 4581.880859 Iteration 14Q: 3 clusters Score -1670385 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1670486.500000 Penalty: 4581.880859 Iteration 15Q: 3 clusters Score -1670486 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1670560.500000 Penalty: 4581.880859 Iteration 16Q: 3 clusters Score -1670560 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -1670617.625000 Penalty: 4581.880859 Iteration 17Q: 3 clusters Score -1670618 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1670659.250000 Penalty: 4581.880859 Iteration 18Q: 3 clusters Score -1670659 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1670682.250000 Penalty: 4581.880859 Iteration 19Q: 3 clusters Score -1670682 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1670697.125000 Penalty: 4581.880859 Iteration 20F: 3 clusters Score -1670697 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -1670711.250000 Penalty: 4581.880859 Iteration 21Q: 3 clusters Score -1670711 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1670722.875000 Penalty: 4581.880859 Iteration 22Q: 3 clusters Score -1670723 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1670733.125000 Penalty: 4581.880859 Iteration 23Q: 3 clusters Score -1670733 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1670740.000000 Penalty: 4581.880859 Iteration 24Q: 3 clusters Score -1670740 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -1670748.500000 Penalty: 4581.880859 Iteration 25Q: 3 clusters Score -1670748 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1670757.875000 Penalty: 4581.880859 Iteration 26Q: 3 clusters Score -1670758 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1670760.375000 Penalty: 4581.880859 Iteration 27Q: 3 clusters Score -1670760 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1670773.500000 Penalty: 4581.880859 Iteration 28Q: 3 clusters Score -1670774 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1670776.125000 Penalty: 4581.880859 Iteration 29Q: 3 clusters Score -1670776 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -1670786.875000 Penalty: 4581.880859 Iteration 30Q: 3 clusters Score -1670787 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1670787.750000 Penalty: 4581.880859 Iteration 31Q: 3 clusters Score -1670788 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1670789.625000 Penalty: 4581.880859 Iteration 32Q: 3 clusters Score -1670790 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1670795.750000 Penalty: 4581.880859 Iteration 33Q: 3 clusters Score -1670796 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1670797.625000 Penalty: 4581.880859 Iteration 34Q: 3 clusters Score -1670798 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1670811.000000 Penalty: 4581.880859 Iteration 35Q: 3 clusters Score -1670811 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1670811.250000 Penalty: 4581.880859 Iteration 36Q: 3 clusters Score -1670811 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1670819.500000 Penalty: 4581.880859 Iteration 37Q: 3 clusters Score -1670820 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1670822.000000 Penalty: 4581.880859 Iteration 38Q: 3 clusters Score -1670822 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1670826.250000 Penalty: 4581.880859 Iteration 39Q: 3 clusters Score -1670826 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1670828.375000 Penalty: 4581.880859 Iteration 40F: 3 clusters Score -1670828 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1670832.125000 Penalty: 4581.880859 Iteration 41Q: 3 clusters Score -1670832 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1670840.250000 Penalty: 4581.880859 Iteration 42Q: 3 clusters Score -1670840 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1670841.500000 Penalty: 4581.880859 Iteration 43Q: 3 clusters Score -1670842 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1670845.250000 Penalty: 4581.880859 Iteration 44Q: 3 clusters Score -1670845 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1670847.250000 Penalty: 4581.880859 Iteration 45Q: 3 clusters Score -1670847 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1670851.000000 Penalty: 4581.880859 Iteration 46Q: 3 clusters Score -1670851 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1670854.500000 Penalty: 4581.880859 Iteration 47Q: 3 clusters Score -1670854 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1670861.875000 Penalty: 4581.880859 Iteration 48Q: 3 clusters Score -1670862 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1670865.125000 Penalty: 4581.880859 Iteration 49Q: 3 clusters Score -1670865 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1670872.375000 Penalty: 4581.880859 Iteration 50Q: 3 clusters Score -1670872 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1670877.125000 Penalty: 4581.880859 Iteration 51Q: 3 clusters Score -1670877 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1670882.750000 Penalty: 4581.880859 Iteration 52Q: 3 clusters Score -1670883 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1670885.125000 Penalty: 4581.880859 Iteration 53Q: 3 clusters Score -1670885 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1670896.625000 Penalty: 4581.880859 Iteration 54Q: 3 clusters Score -1670897 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1670898.625000 Penalty: 4581.880859 Iteration 55Q: 3 clusters Score -1670899 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1670910.125000 Penalty: 4581.880859 Iteration 56Q: 3 clusters Score -1670910 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1670913.250000 Penalty: 4581.880859 Iteration 57Q: 3 clusters Score -1670913 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1670920.875000 Penalty: 4581.880859 Iteration 58Q: 3 clusters Score -1670921 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1670926.250000 Penalty: 4581.880859 Iteration 59Q: 3 clusters Score -1670926 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1670930.500000 Penalty: 4581.880859 Iteration 60F: 3 clusters Score -1670930 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1670929.625000 Penalty: 4581.880859 Iteration 61Q: 3 clusters Score -1670930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1670938.875000 Penalty: 4581.880859 Iteration 62Q: 3 clusters Score -1670939 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1670938.625000 Penalty: 4581.880859 Iteration 63Q: 3 clusters Score -1670939 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8151 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1670945.000000 Penalty: 4581.880859 Iteration 64Q: 3 clusters Score -1670945 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1670942.625000 Penalty: 4581.880859 Iteration 65Q: 3 clusters Score -1670943 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1670947.375000 Penalty: 4581.880859 Iteration 66Q: 3 clusters Score -1670947 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1670946.000000 Penalty: 4581.880859 Iteration 67Q: 3 clusters Score -1670946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1670950.125000 Penalty: 4581.880859 Iteration 68Q: 3 clusters Score -1670950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1670951.000000 Penalty: 4581.880859 Iteration 69Q: 3 clusters Score -1670951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8228 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1670956.375000 Penalty: 4581.880859 Iteration 70Q: 3 clusters Score -1670956 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1670957.625000 Penalty: 4581.880859 Iteration 71Q: 3 clusters Score -1670958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -1670960.375000 Penalty: 4581.880859 Iteration 72Q: 3 clusters Score -1670960 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1670964.375000 Penalty: 4581.880859 Iteration 73Q: 3 clusters Score -1670964 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -1670966.250000 Penalty: 4581.880859 Iteration 74Q: 3 clusters Score -1670966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1670967.000000 Penalty: 4581.880859 Iteration 75Q: 3 clusters Score -1670967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1670970.625000 Penalty: 4581.880859 Iteration 76Q: 3 clusters Score -1670971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1670970.500000 Penalty: 4581.880859 Iteration 77Q: 3 clusters Score -1670970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1670969.750000 Penalty: 4581.880859 Iteration 78Q: 3 clusters Score -1670970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1670971.750000 Penalty: 4581.880859 Iteration 79Q: 3 clusters Score -1670972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1670974.000000 Penalty: 4581.880859 Iteration 80F: 3 clusters Score -1670974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1670972.375000 Penalty: 4581.880859 Iteration 81Q: 3 clusters Score -1670972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1670973.500000 Penalty: 4581.880859 Iteration 82Q: 3 clusters Score -1670974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1670974.625000 Penalty: 4581.880859 Iteration 83Q: 3 clusters Score -1670975 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1670974.250000 Penalty: 4581.880859 Iteration 84Q: 3 clusters Score -1670974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1670974.750000 Penalty: 4581.880859 Iteration 85Q: 3 clusters Score -1670975 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1670976.000000 Penalty: 4581.880859 Iteration 86Q: 3 clusters Score -1670976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1670978.625000 Penalty: 4581.880859 Iteration 87Q: 3 clusters Score -1670979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -1670979.250000 Penalty: 4581.880859 Iteration 88Q: 3 clusters Score -1670979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1670985.375000 Penalty: 4581.880859 Iteration 89Q: 3 clusters Score -1670985 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1670990.250000 Penalty: 4581.880859 Iteration 90Q: 3 clusters Score -1670990 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1670995.250000 Penalty: 4581.880859 Iteration 91Q: 3 clusters Score -1670995 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1671002.375000 Penalty: 4581.880859 Iteration 92Q: 3 clusters Score -1671002 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -1671004.875000 Penalty: 4581.880859 Iteration 93Q: 3 clusters Score -1671005 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1671006.125000 Penalty: 4581.880859 Iteration 94Q: 3 clusters Score -1671006 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1671010.625000 Penalty: 4581.880859 Iteration 95Q: 3 clusters Score -1671011 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1671016.250000 Penalty: 4581.880859 Iteration 96Q: 3 clusters Score -1671016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1671013.625000 Penalty: 4581.880859 Iteration 97Q: 3 clusters Score -1671014 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1671016.375000 Penalty: 4581.880859 Iteration 98Q: 3 clusters Score -1671016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1671018.125000 Penalty: 4581.880859 Iteration 99Q: 3 clusters Score -1671018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1671021.000000 Penalty: 4581.880859 Iteration 100F: 3 clusters Score -1671021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1671021.750000 Penalty: 4581.880859 Iteration 101Q: 3 clusters Score -1671022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -1671021.500000 Penalty: 4581.880859 Iteration 102Q: 3 clusters Score -1671022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1671022.375000 Penalty: 4581.880859 Iteration 103Q: 3 clusters Score -1671022 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1671026.625000 Penalty: 4581.880859 Iteration 104Q: 3 clusters Score -1671027 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1671026.500000 Penalty: 4581.880859 Iteration 105Q: 3 clusters Score -1671026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1671030.250000 Penalty: 4581.880859 Iteration 106Q: 3 clusters Score -1671030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -1671030.250000 Penalty: 4581.880859 Iteration 107Q: 3 clusters Score -1671030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -1671034.625000 Penalty: 4581.880859 Iteration 108Q: 3 clusters Score -1671035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1671033.625000 Penalty: 4581.880859 Iteration 109Q: 3 clusters Score -1671034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1671035.250000 Penalty: 4581.880859 Iteration 110Q: 3 clusters Score -1671035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1671039.125000 Penalty: 4581.880859 Iteration 111Q: 3 clusters Score -1671039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1671040.625000 Penalty: 4581.880859 Iteration 112Q: 3 clusters Score -1671041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1671038.500000 Penalty: 4581.880859 Iteration 113Q: 3 clusters Score -1671038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1671036.250000 Penalty: 4581.880859 Iteration 114Q: 3 clusters Score -1671036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1671038.625000 Penalty: 4581.880859 Iteration 115Q: 3 clusters Score -1671039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1671038.625000 Penalty: 4581.880859 Iteration 116F: 3 clusters Score -1671039 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21707 members Entering Unmasked Estep Score: -3595664.750000 Penalty: 2476.376709 Iteration 0F: 2 clusters Score -3595665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 10886 members Entering Unmasked Estep Score: -3580435.500000 Penalty: 4952.753418 Iteration 0F: 3 clusters Score -3580436 nChanged 9682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -3585665.750000 Penalty: 4952.753418 Iteration 1F: 3 clusters Score -3585666 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -3586264.000000 Penalty: 4952.753418 Iteration 2F: 3 clusters Score -3586264 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -3586885.000000 Penalty: 4952.753418 Iteration 3F: 3 clusters Score -3586885 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -3587602.250000 Penalty: 4952.753418 Iteration 4F: 3 clusters Score -3587602 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -3588274.750000 Penalty: 4952.753418 Iteration 5F: 3 clusters Score -3588275 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -3588923.000000 Penalty: 4952.753418 Iteration 6F: 3 clusters Score -3588923 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -3589478.250000 Penalty: 4952.753418 Iteration 7F: 3 clusters Score -3589478 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -3589926.750000 Penalty: 4952.753418 Iteration 8Q: 3 clusters Score -3589927 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 12780 members Entering Unmasked Estep Score: -3590265.000000 Penalty: 4952.753418 Iteration 9Q: 3 clusters Score -3590265 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -3590478.750000 Penalty: 4952.753418 Iteration 10Q: 3 clusters Score -3590479 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -3590658.750000 Penalty: 4952.753418 Iteration 11Q: 3 clusters Score -3590659 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -3590814.000000 Penalty: 4952.753418 Iteration 12Q: 3 clusters Score -3590814 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -3590936.250000 Penalty: 4952.753418 Iteration 13Q: 3 clusters Score -3590936 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -3591062.500000 Penalty: 4952.753418 Iteration 14Q: 3 clusters Score -3591062 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -3591182.750000 Penalty: 4952.753418 Iteration 15Q: 3 clusters Score -3591183 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -3591274.250000 Penalty: 4952.753418 Iteration 16Q: 3 clusters Score -3591274 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 15032 members Entering Unmasked Estep Score: -3591392.500000 Penalty: 4952.753418 Iteration 17Q: 3 clusters Score -3591392 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 15361 members Entering Unmasked Estep Score: -3591526.500000 Penalty: 4952.753418 Iteration 18Q: 3 clusters Score -3591526 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 15696 members Entering Unmasked Estep Score: -3591682.250000 Penalty: 4952.753418 Iteration 19Q: 3 clusters Score -3591682 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 16031 members Entering Unmasked Estep Score: -3591827.000000 Penalty: 4952.753418 Iteration 20F: 3 clusters Score -3591827 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -3591995.250000 Penalty: 4952.753418 Iteration 21Q: 3 clusters Score -3591995 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 16717 members Entering Unmasked Estep Score: -3592170.750000 Penalty: 4952.753418 Iteration 22Q: 3 clusters Score -3592171 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 17087 members Entering Unmasked Estep Score: -3592364.000000 Penalty: 4952.753418 Iteration 23Q: 3 clusters Score -3592364 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -3592539.000000 Penalty: 4952.753418 Iteration 24Q: 3 clusters Score -3592539 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 17804 members Entering Unmasked Estep Score: -3592715.250000 Penalty: 4952.753418 Iteration 25Q: 3 clusters Score -3592715 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 18145 members Entering Unmasked Estep Score: -3592881.000000 Penalty: 4952.753418 Iteration 26Q: 3 clusters Score -3592881 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 18464 members Entering Unmasked Estep Score: -3593058.750000 Penalty: 4952.753418 Iteration 27Q: 3 clusters Score -3593059 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -3593214.750000 Penalty: 4952.753418 Iteration 28Q: 3 clusters Score -3593215 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 19044 members Entering Unmasked Estep Score: -3593380.750000 Penalty: 4952.753418 Iteration 29Q: 3 clusters Score -3593381 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 19287 members Entering Unmasked Estep Score: -3593530.000000 Penalty: 4952.753418 Iteration 30Q: 3 clusters Score -3593530 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 19488 members Entering Unmasked Estep Score: -3593644.000000 Penalty: 4952.753418 Iteration 31Q: 3 clusters Score -3593644 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 19638 members Entering Unmasked Estep Score: -3593725.750000 Penalty: 4952.753418 Iteration 32Q: 3 clusters Score -3593726 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -3593786.000000 Penalty: 4952.753418 Iteration 33Q: 3 clusters Score -3593786 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 19864 members Entering Unmasked Estep Score: -3593828.500000 Penalty: 4952.753418 Iteration 34Q: 3 clusters Score -3593828 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 19944 members Entering Unmasked Estep Score: -3593850.250000 Penalty: 4952.753418 Iteration 35Q: 3 clusters Score -3593850 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 20011 members Entering Unmasked Estep Score: -3593885.000000 Penalty: 4952.753418 Iteration 36Q: 3 clusters Score -3593885 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -3593910.000000 Penalty: 4952.753418 Iteration 37Q: 3 clusters Score -3593910 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 20113 members Entering Unmasked Estep Score: -3593926.750000 Penalty: 4952.753418 Iteration 38Q: 3 clusters Score -3593927 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 20152 members Entering Unmasked Estep Score: -3593948.250000 Penalty: 4952.753418 Iteration 39Q: 3 clusters Score -3593948 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 20183 members Entering Unmasked Estep Score: -3593952.000000 Penalty: 4952.753418 Iteration 40F: 3 clusters Score -3593952 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 20207 members Entering Unmasked Estep Score: -3593955.500000 Penalty: 4952.753418 Iteration 41Q: 3 clusters Score -3593956 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 20227 members Entering Unmasked Estep Score: -3593968.000000 Penalty: 4952.753418 Iteration 42Q: 3 clusters Score -3593968 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 20241 members Entering Unmasked Estep Score: -3593970.250000 Penalty: 4952.753418 Iteration 43Q: 3 clusters Score -3593970 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 20259 members Entering Unmasked Estep Score: -3593977.250000 Penalty: 4952.753418 Iteration 44Q: 3 clusters Score -3593977 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 20278 members Entering Unmasked Estep Score: -3593985.500000 Penalty: 4952.753418 Iteration 45Q: 3 clusters Score -3593986 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 20293 members Entering Unmasked Estep Score: -3593988.250000 Penalty: 4952.753418 Iteration 46Q: 3 clusters Score -3593988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 20305 members Entering Unmasked Estep Score: -3593991.000000 Penalty: 4952.753418 Iteration 47Q: 3 clusters Score -3593991 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 20318 members Entering Unmasked Estep Score: -3593994.750000 Penalty: 4952.753418 Iteration 48Q: 3 clusters Score -3593995 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 20326 members Entering Unmasked Estep Score: -3593998.250000 Penalty: 4952.753418 Iteration 49Q: 3 clusters Score -3593998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 20333 members Entering Unmasked Estep Score: -3593998.500000 Penalty: 4952.753418 Iteration 50Q: 3 clusters Score -3593998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 20341 members Entering Unmasked Estep Score: -3594008.750000 Penalty: 4952.753418 Iteration 51Q: 3 clusters Score -3594009 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 20347 members Entering Unmasked Estep Score: -3594009.750000 Penalty: 4952.753418 Iteration 52Q: 3 clusters Score -3594010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 20352 members Entering Unmasked Estep Score: -3594006.000000 Penalty: 4952.753418 Iteration 53Q: 3 clusters Score -3594006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -3594008.000000 Penalty: 4952.753418 Iteration 54Q: 3 clusters Score -3594008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 20363 members Entering Unmasked Estep Score: -3594006.750000 Penalty: 4952.753418 Iteration 55Q: 3 clusters Score -3594007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 20367 members Entering Unmasked Estep Score: -3594025.500000 Penalty: 4952.753418 Iteration 56Q: 3 clusters Score -3594026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 20369 members Entering Unmasked Estep Score: -3594017.500000 Penalty: 4952.753418 Iteration 57Q: 3 clusters Score -3594018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 20371 members Entering Unmasked Estep Score: -3594017.500000 Penalty: 4952.753418 Iteration 58Q: 3 clusters Score -3594018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 20375 members Entering Unmasked Estep Score: -3594013.500000 Penalty: 4952.753418 Iteration 59Q: 3 clusters Score -3594014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 20376 members Entering Unmasked Estep Score: -3594015.000000 Penalty: 4952.753418 Iteration 60F: 3 clusters Score -3594015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -3594011.000000 Penalty: 4952.753418 Iteration 61Q: 3 clusters Score -3594011 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 20381 members Entering Unmasked Estep Score: -3594011.500000 Penalty: 4952.753418 Iteration 62Q: 3 clusters Score -3594012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 20381 members Entering Unmasked Estep Score: -3594011.500000 Penalty: 4952.753418 Iteration 63F: 3 clusters Score -3594012 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Entering Unmasked Estep Score: -68754.179688 Penalty: 1507.823486 Iteration 0F: 2 clusters Score -68754.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -67310.921875 Penalty: 3015.646973 Iteration 0F: 3 clusters Score -67310.92 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -67452.664062 Penalty: 3015.646973 Iteration 1F: 3 clusters Score -67452.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -67496.578125 Penalty: 3015.646973 Iteration 2Q: 3 clusters Score -67496.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -67514.148438 Penalty: 3015.646973 Iteration 3Q: 3 clusters Score -67514.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -67539.257812 Penalty: 3015.646973 Iteration 4Q: 3 clusters Score -67539.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -67572.968750 Penalty: 3015.646973 Iteration 5Q: 3 clusters Score -67572.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -67596.726562 Penalty: 3015.646973 Iteration 6Q: 3 clusters Score -67596.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -67645.976562 Penalty: 3015.646973 Iteration 7Q: 3 clusters Score -67645.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -67714.414062 Penalty: 3015.646973 Iteration 8Q: 3 clusters Score -67714.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -67771.328125 Penalty: 3015.646973 Iteration 9Q: 3 clusters Score -67771.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -67828.804688 Penalty: 3015.646973 Iteration 10Q: 3 clusters Score -67828.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -67879.109375 Penalty: 3015.646973 Iteration 11Q: 3 clusters Score -67879.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -67906.945312 Penalty: 3015.646973 Iteration 12Q: 3 clusters Score -67906.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -67942.906250 Penalty: 3015.646973 Iteration 13Q: 3 clusters Score -67942.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -68009.210938 Penalty: 3015.646973 Iteration 14Q: 3 clusters Score -68009.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -68081.117188 Penalty: 3015.646973 Iteration 15Q: 3 clusters Score -68081.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -68091.289062 Penalty: 3015.646973 Iteration 16Q: 3 clusters Score -68091.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -68096.046875 Penalty: 3015.646973 Iteration 17Q: 3 clusters Score -68096.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -68096.046875 Penalty: 3015.646973 Iteration 18F: 3 clusters Score -68096.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Entering Unmasked Estep Score: -1529573.375000 Penalty: 2274.350342 Iteration 0F: 2 clusters Score -1529573 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -1522136.250000 Penalty: 4548.700684 Iteration 0F: 3 clusters Score -1522136 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1524334.750000 Penalty: 4548.700684 Iteration 1F: 3 clusters Score -1524335 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1524687.875000 Penalty: 4548.700684 Iteration 2F: 3 clusters Score -1524688 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1524894.375000 Penalty: 4548.700684 Iteration 3F: 3 clusters Score -1524894 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1525054.375000 Penalty: 4548.700684 Iteration 4Q: 3 clusters Score -1525054 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1525171.875000 Penalty: 4548.700684 Iteration 5Q: 3 clusters Score -1525172 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1525259.000000 Penalty: 4548.700684 Iteration 6Q: 3 clusters Score -1525259 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1525367.375000 Penalty: 4548.700684 Iteration 7Q: 3 clusters Score -1525367 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1525475.750000 Penalty: 4548.700684 Iteration 8Q: 3 clusters Score -1525476 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -1525585.875000 Penalty: 4548.700684 Iteration 9Q: 3 clusters Score -1525586 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1525695.125000 Penalty: 4548.700684 Iteration 10Q: 3 clusters Score -1525695 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1525817.375000 Penalty: 4548.700684 Iteration 11Q: 3 clusters Score -1525817 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1525958.500000 Penalty: 4548.700684 Iteration 12Q: 3 clusters Score -1525958 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1526161.500000 Penalty: 4548.700684 Iteration 13Q: 3 clusters Score -1526162 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -1526417.375000 Penalty: 4548.700684 Iteration 14Q: 3 clusters Score -1526417 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1526674.000000 Penalty: 4548.700684 Iteration 15Q: 3 clusters Score -1526674 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1526977.250000 Penalty: 4548.700684 Iteration 16Q: 3 clusters Score -1526977 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1527233.500000 Penalty: 4548.700684 Iteration 17Q: 3 clusters Score -1527234 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1527412.375000 Penalty: 4548.700684 Iteration 18Q: 3 clusters Score -1527412 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1527555.500000 Penalty: 4548.700684 Iteration 19Q: 3 clusters Score -1527556 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1527641.500000 Penalty: 4548.700684 Iteration 20F: 3 clusters Score -1527642 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1527710.750000 Penalty: 4548.700684 Iteration 21Q: 3 clusters Score -1527711 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1527774.500000 Penalty: 4548.700684 Iteration 22Q: 3 clusters Score -1527774 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1527821.875000 Penalty: 4548.700684 Iteration 23Q: 3 clusters Score -1527822 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1527857.125000 Penalty: 4548.700684 Iteration 24Q: 3 clusters Score -1527857 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1527880.500000 Penalty: 4548.700684 Iteration 25Q: 3 clusters Score -1527880 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1527899.000000 Penalty: 4548.700684 Iteration 26Q: 3 clusters Score -1527899 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1527917.375000 Penalty: 4548.700684 Iteration 27Q: 3 clusters Score -1527917 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1527940.875000 Penalty: 4548.700684 Iteration 28Q: 3 clusters Score -1527941 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1527957.125000 Penalty: 4548.700684 Iteration 29Q: 3 clusters Score -1527957 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1527970.875000 Penalty: 4548.700684 Iteration 30Q: 3 clusters Score -1527971 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1527972.625000 Penalty: 4548.700684 Iteration 31Q: 3 clusters Score -1527973 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1527977.625000 Penalty: 4548.700684 Iteration 32Q: 3 clusters Score -1527978 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1527990.625000 Penalty: 4548.700684 Iteration 33Q: 3 clusters Score -1527991 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1527998.250000 Penalty: 4548.700684 Iteration 34Q: 3 clusters Score -1527998 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1527997.750000 Penalty: 4548.700684 Iteration 35Q: 3 clusters Score -1527998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1528002.750000 Penalty: 4548.700684 Iteration 36Q: 3 clusters Score -1528003 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1528005.375000 Penalty: 4548.700684 Iteration 37Q: 3 clusters Score -1528005 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1528005.500000 Penalty: 4548.700684 Iteration 38Q: 3 clusters Score -1528006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1528004.750000 Penalty: 4548.700684 Iteration 39Q: 3 clusters Score -1528005 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1528007.000000 Penalty: 4548.700684 Iteration 40F: 3 clusters Score -1528007 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18339.519531 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18339.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -17419.710938 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17419.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -17458.310547 Penalty: 2447.499023 Iteration 1Q: 3 clusters Score -17458.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -17486.662109 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17486.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -17496.160156 Penalty: 2447.499023 Iteration 3Q: 3 clusters Score -17496.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -17505.197266 Penalty: 2447.499023 Iteration 4Q: 3 clusters Score -17505.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -17505.197266 Penalty: 2447.499023 Iteration 5F: 3 clusters Score -17505.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Entering Unmasked Estep Score: -658676.187500 Penalty: 2064.976318 Iteration 0F: 2 clusters Score -658676.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -654705.750000 Penalty: 4129.952637 Iteration 0F: 3 clusters Score -654705.8 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -655648.812500 Penalty: 4129.952637 Iteration 1F: 3 clusters Score -655648.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -655919.250000 Penalty: 4129.952637 Iteration 2F: 3 clusters Score -655919.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -656138.562500 Penalty: 4129.952637 Iteration 3F: 3 clusters Score -656138.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -656294.000000 Penalty: 4129.952637 Iteration 4Q: 3 clusters Score -656294 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -656405.312500 Penalty: 4129.952637 Iteration 5Q: 3 clusters Score -656405.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -656490.437500 Penalty: 4129.952637 Iteration 6Q: 3 clusters Score -656490.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -656581.375000 Penalty: 4129.952637 Iteration 7Q: 3 clusters Score -656581.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -656663.062500 Penalty: 4129.952637 Iteration 8Q: 3 clusters Score -656663.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -656736.312500 Penalty: 4129.952637 Iteration 9Q: 3 clusters Score -656736.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -656802.812500 Penalty: 4129.952637 Iteration 10Q: 3 clusters Score -656802.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -656851.437500 Penalty: 4129.952637 Iteration 11Q: 3 clusters Score -656851.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -656878.500000 Penalty: 4129.952637 Iteration 12Q: 3 clusters Score -656878.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -656904.875000 Penalty: 4129.952637 Iteration 13Q: 3 clusters Score -656904.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -656924.875000 Penalty: 4129.952637 Iteration 14Q: 3 clusters Score -656924.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -656941.125000 Penalty: 4129.952637 Iteration 15Q: 3 clusters Score -656941.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -656955.187500 Penalty: 4129.952637 Iteration 16Q: 3 clusters Score -656955.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -656966.375000 Penalty: 4129.952637 Iteration 17Q: 3 clusters Score -656966.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -656985.500000 Penalty: 4129.952637 Iteration 18Q: 3 clusters Score -656985.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -657002.937500 Penalty: 4129.952637 Iteration 19Q: 3 clusters Score -657002.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -657012.937500 Penalty: 4129.952637 Iteration 20F: 3 clusters Score -657012.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -657022.500000 Penalty: 4129.952637 Iteration 21Q: 3 clusters Score -657022.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -657037.625000 Penalty: 4129.952637 Iteration 22Q: 3 clusters Score -657037.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -657046.000000 Penalty: 4129.952637 Iteration 23Q: 3 clusters Score -657046 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -657048.312500 Penalty: 4129.952637 Iteration 24Q: 3 clusters Score -657048.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -657052.750000 Penalty: 4129.952637 Iteration 25Q: 3 clusters Score -657052.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -657056.687500 Penalty: 4129.952637 Iteration 26Q: 3 clusters Score -657056.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -657061.687500 Penalty: 4129.952637 Iteration 27Q: 3 clusters Score -657061.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -657065.125000 Penalty: 4129.952637 Iteration 28Q: 3 clusters Score -657065.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -657067.937500 Penalty: 4129.952637 Iteration 29Q: 3 clusters Score -657067.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -657071.625000 Penalty: 4129.952637 Iteration 30Q: 3 clusters Score -657071.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -657072.500000 Penalty: 4129.952637 Iteration 31Q: 3 clusters Score -657072.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -657073.750000 Penalty: 4129.952637 Iteration 32Q: 3 clusters Score -657073.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -657074.500000 Penalty: 4129.952637 Iteration 33Q: 3 clusters Score -657074.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -657076.750000 Penalty: 4129.952637 Iteration 34Q: 3 clusters Score -657076.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -657077.250000 Penalty: 4129.952637 Iteration 35Q: 3 clusters Score -657077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -657077.250000 Penalty: 4129.952637 Iteration 36Q: 3 clusters Score -657077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -657077.875000 Penalty: 4129.952637 Iteration 37Q: 3 clusters Score -657077.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -657078.000000 Penalty: 4129.952637 Iteration 38Q: 3 clusters Score -657078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -657078.000000 Penalty: 4129.952637 Iteration 39F: 3 clusters Score -657078 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Entering Unmasked Estep Score: -862704.937500 Penalty: 2121.274170 Iteration 0F: 2 clusters Score -862704.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -858072.750000 Penalty: 4242.548340 Iteration 0F: 3 clusters Score -858072.8 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -859270.062500 Penalty: 4242.548340 Iteration 1F: 3 clusters Score -859270.1 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -859557.187500 Penalty: 4242.548340 Iteration 2F: 3 clusters Score -859557.2 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -859795.562500 Penalty: 4242.548340 Iteration 3F: 3 clusters Score -859795.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -859993.125000 Penalty: 4242.548340 Iteration 4F: 3 clusters Score -859993.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -860243.000000 Penalty: 4242.548340 Iteration 5F: 3 clusters Score -860243 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -860478.875000 Penalty: 4242.548340 Iteration 6F: 3 clusters Score -860478.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -860690.750000 Penalty: 4242.548340 Iteration 7Q: 3 clusters Score -860690.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -860850.937500 Penalty: 4242.548340 Iteration 8Q: 3 clusters Score -860850.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -860966.500000 Penalty: 4242.548340 Iteration 9Q: 3 clusters Score -860966.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -861036.187500 Penalty: 4242.548340 Iteration 10Q: 3 clusters Score -861036.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -861081.000000 Penalty: 4242.548340 Iteration 11Q: 3 clusters Score -861081 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -861111.625000 Penalty: 4242.548340 Iteration 12Q: 3 clusters Score -861111.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -861131.062500 Penalty: 4242.548340 Iteration 13Q: 3 clusters Score -861131.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -861146.750000 Penalty: 4242.548340 Iteration 14Q: 3 clusters Score -861146.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -861158.437500 Penalty: 4242.548340 Iteration 15Q: 3 clusters Score -861158.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -861166.875000 Penalty: 4242.548340 Iteration 16Q: 3 clusters Score -861166.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -861174.562500 Penalty: 4242.548340 Iteration 17Q: 3 clusters Score -861174.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -861179.250000 Penalty: 4242.548340 Iteration 18Q: 3 clusters Score -861179.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -861185.750000 Penalty: 4242.548340 Iteration 19Q: 3 clusters Score -861185.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -861191.062500 Penalty: 4242.548340 Iteration 20F: 3 clusters Score -861191.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -861194.562500 Penalty: 4242.548340 Iteration 21Q: 3 clusters Score -861194.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -861195.437500 Penalty: 4242.548340 Iteration 22Q: 3 clusters Score -861195.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -861198.125000 Penalty: 4242.548340 Iteration 23Q: 3 clusters Score -861198.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -861200.625000 Penalty: 4242.548340 Iteration 24Q: 3 clusters Score -861200.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -861202.750000 Penalty: 4242.548340 Iteration 25Q: 3 clusters Score -861202.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -861203.562500 Penalty: 4242.548340 Iteration 26Q: 3 clusters Score -861203.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -861203.875000 Penalty: 4242.548340 Iteration 27Q: 3 clusters Score -861203.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -861204.000000 Penalty: 4242.548340 Iteration 28Q: 3 clusters Score -861204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -861204.000000 Penalty: 4242.548340 Iteration 29F: 3 clusters Score -861204 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Entering Unmasked Estep Score: -1790447.125000 Penalty: 2294.819580 Iteration 0F: 2 clusters Score -1790447 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1782466.750000 Penalty: 4589.639160 Iteration 0F: 3 clusters Score -1782467 nChanged 4438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1784812.000000 Penalty: 4589.639160 Iteration 1F: 3 clusters Score -1784812 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1785145.750000 Penalty: 4589.639160 Iteration 2F: 3 clusters Score -1785146 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -1785436.000000 Penalty: 4589.639160 Iteration 3F: 3 clusters Score -1785436 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1785726.125000 Penalty: 4589.639160 Iteration 4F: 3 clusters Score -1785726 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1785986.625000 Penalty: 4589.639160 Iteration 5Q: 3 clusters Score -1785987 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1786231.250000 Penalty: 4589.639160 Iteration 6Q: 3 clusters Score -1786231 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1786491.125000 Penalty: 4589.639160 Iteration 7Q: 3 clusters Score -1786491 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1786739.750000 Penalty: 4589.639160 Iteration 8Q: 3 clusters Score -1786740 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1786993.000000 Penalty: 4589.639160 Iteration 9Q: 3 clusters Score -1786993 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -1787227.250000 Penalty: 4589.639160 Iteration 10Q: 3 clusters Score -1787227 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -1787430.875000 Penalty: 4589.639160 Iteration 11Q: 3 clusters Score -1787431 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1787604.000000 Penalty: 4589.639160 Iteration 12Q: 3 clusters Score -1787604 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -1787738.875000 Penalty: 4589.639160 Iteration 13Q: 3 clusters Score -1787739 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1787857.375000 Penalty: 4589.639160 Iteration 14Q: 3 clusters Score -1787857 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1787932.500000 Penalty: 4589.639160 Iteration 15Q: 3 clusters Score -1787932 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 9546 members Entering Unmasked Estep Score: -1787994.000000 Penalty: 4589.639160 Iteration 16Q: 3 clusters Score -1787994 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -1788058.625000 Penalty: 4589.639160 Iteration 17Q: 3 clusters Score -1788059 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -1788139.000000 Penalty: 4589.639160 Iteration 18Q: 3 clusters Score -1788139 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 9792 members Entering Unmasked Estep Score: -1788209.750000 Penalty: 4589.639160 Iteration 19Q: 3 clusters Score -1788210 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -1788272.000000 Penalty: 4589.639160 Iteration 20F: 3 clusters Score -1788272 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -1788319.500000 Penalty: 4589.639160 Iteration 21Q: 3 clusters Score -1788320 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1788355.750000 Penalty: 4589.639160 Iteration 22Q: 3 clusters Score -1788356 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1788372.500000 Penalty: 4589.639160 Iteration 23Q: 3 clusters Score -1788372 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1788395.125000 Penalty: 4589.639160 Iteration 24Q: 3 clusters Score -1788395 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -1788412.250000 Penalty: 4589.639160 Iteration 25Q: 3 clusters Score -1788412 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 10020 members Entering Unmasked Estep Score: -1788427.000000 Penalty: 4589.639160 Iteration 26Q: 3 clusters Score -1788427 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -1788437.500000 Penalty: 4589.639160 Iteration 27Q: 3 clusters Score -1788438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -1788443.750000 Penalty: 4589.639160 Iteration 28Q: 3 clusters Score -1788444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -1788452.250000 Penalty: 4589.639160 Iteration 29Q: 3 clusters Score -1788452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -1788453.625000 Penalty: 4589.639160 Iteration 30Q: 3 clusters Score -1788454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1788455.250000 Penalty: 4589.639160 Iteration 31Q: 3 clusters Score -1788455 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -1788461.000000 Penalty: 4589.639160 Iteration 32Q: 3 clusters Score -1788461 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -1788461.000000 Penalty: 4589.639160 Iteration 33F: 3 clusters Score -1788461 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (56044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56044 members Entering Unmasked Estep Score: -9323757.000000 Penalty: 2711.605225 Iteration 0F: 2 clusters Score -9323757 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27823 members Mstep: Class 2 contains 28221 members Entering Unmasked Estep Score: -9286981.000000 Penalty: 5423.210449 Iteration 0F: 3 clusters Score -9286981 nChanged 26054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 30629 members Entering Unmasked Estep Score: -9303085.000000 Penalty: 5423.210449 Iteration 1F: 3 clusters Score -9303085 nChanged 4193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23500 members Mstep: Class 2 contains 32544 members Entering Unmasked Estep Score: -9306411.000000 Penalty: 5423.210449 Iteration 2F: 3 clusters Score -9306411 nChanged 5117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21133 members Mstep: Class 2 contains 34911 members Entering Unmasked Estep Score: -9310688.000000 Penalty: 5423.210449 Iteration 3F: 3 clusters Score -9310688 nChanged 4826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19091 members Mstep: Class 2 contains 36953 members Entering Unmasked Estep Score: -9314197.000000 Penalty: 5423.210449 Iteration 4F: 3 clusters Score -9314197 nChanged 3733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18022 members Mstep: Class 2 contains 38022 members Entering Unmasked Estep Score: -9316315.000000 Penalty: 5423.210449 Iteration 5F: 3 clusters Score -9316315 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 38278 members Entering Unmasked Estep Score: -9317477.000000 Penalty: 5423.210449 Iteration 6Q: 3 clusters Score -9317477 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17891 members Mstep: Class 2 contains 38153 members Entering Unmasked Estep Score: -9318083.000000 Penalty: 5423.210449 Iteration 7Q: 3 clusters Score -9318083 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 37840 members Entering Unmasked Estep Score: -9318501.000000 Penalty: 5423.210449 Iteration 8Q: 3 clusters Score -9318501 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 37387 members Entering Unmasked Estep Score: -9318704.000000 Penalty: 5423.210449 Iteration 9Q: 3 clusters Score -9318704 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19070 members Mstep: Class 2 contains 36974 members Entering Unmasked Estep Score: -9318873.000000 Penalty: 5423.210449 Iteration 10Q: 3 clusters Score -9318873 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19523 members Mstep: Class 2 contains 36521 members Entering Unmasked Estep Score: -9318945.000000 Penalty: 5423.210449 Iteration 11Q: 3 clusters Score -9318945 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19938 members Mstep: Class 2 contains 36106 members Entering Unmasked Estep Score: -9319058.000000 Penalty: 5423.210449 Iteration 12Q: 3 clusters Score -9319058 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20413 members Mstep: Class 2 contains 35631 members Entering Unmasked Estep Score: -9319147.000000 Penalty: 5423.210449 Iteration 13Q: 3 clusters Score -9319147 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20950 members Mstep: Class 2 contains 35094 members Entering Unmasked Estep Score: -9319231.000000 Penalty: 5423.210449 Iteration 14Q: 3 clusters Score -9319231 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21530 members Mstep: Class 2 contains 34514 members Entering Unmasked Estep Score: -9319341.000000 Penalty: 5423.210449 Iteration 15Q: 3 clusters Score -9319341 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 33851 members Entering Unmasked Estep Score: -9319452.000000 Penalty: 5423.210449 Iteration 16Q: 3 clusters Score -9319452 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22879 members Mstep: Class 2 contains 33165 members Entering Unmasked Estep Score: -9319615.000000 Penalty: 5423.210449 Iteration 17Q: 3 clusters Score -9319615 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23669 members Mstep: Class 2 contains 32375 members Entering Unmasked Estep Score: -9319803.000000 Penalty: 5423.210449 Iteration 18Q: 3 clusters Score -9319803 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24554 members Mstep: Class 2 contains 31490 members Entering Unmasked Estep Score: -9319980.000000 Penalty: 5423.210449 Iteration 19Q: 3 clusters Score -9319980 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25570 members Mstep: Class 2 contains 30474 members Entering Unmasked Estep Score: -9320308.000000 Penalty: 5423.210449 Iteration 20F: 3 clusters Score -9320308 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26660 members Mstep: Class 2 contains 29384 members Entering Unmasked Estep Score: -9320646.000000 Penalty: 5423.210449 Iteration 21Q: 3 clusters Score -9320646 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27817 members Mstep: Class 2 contains 28227 members Entering Unmasked Estep Score: -9320916.000000 Penalty: 5423.210449 Iteration 22Q: 3 clusters Score -9320916 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29056 members Mstep: Class 2 contains 26988 members Entering Unmasked Estep Score: -9321233.000000 Penalty: 5423.210449 Iteration 23Q: 3 clusters Score -9321233 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30306 members Mstep: Class 2 contains 25738 members Entering Unmasked Estep Score: -9321622.000000 Penalty: 5423.210449 Iteration 24Q: 3 clusters Score -9321622 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31541 members Mstep: Class 2 contains 24503 members Entering Unmasked Estep Score: -9321971.000000 Penalty: 5423.210449 Iteration 25Q: 3 clusters Score -9321971 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32761 members Mstep: Class 2 contains 23283 members Entering Unmasked Estep Score: -9322280.000000 Penalty: 5423.210449 Iteration 26Q: 3 clusters Score -9322280 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33926 members Mstep: Class 2 contains 22118 members Entering Unmasked Estep Score: -9322609.000000 Penalty: 5423.210449 Iteration 27Q: 3 clusters Score -9322609 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35078 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -9322943.000000 Penalty: 5423.210449 Iteration 28Q: 3 clusters Score -9322943 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 19826 members Entering Unmasked Estep Score: -9323214.000000 Penalty: 5423.210449 Iteration 29Q: 3 clusters Score -9323214 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37278 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -9323481.000000 Penalty: 5423.210449 Iteration 30Q: 3 clusters Score -9323481 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38302 members Mstep: Class 2 contains 17742 members Entering Unmasked Estep Score: -9323747.000000 Penalty: 5423.210449 Iteration 31Q: 3 clusters Score -9323747 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39222 members Mstep: Class 2 contains 16822 members Entering Unmasked Estep Score: -9323973.000000 Penalty: 5423.210449 Iteration 32Q: 3 clusters Score -9323973 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40013 members Mstep: Class 2 contains 16031 members Entering Unmasked Estep Score: -9324097.000000 Penalty: 5423.210449 Iteration 33Q: 3 clusters Score -9324097 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40734 members Mstep: Class 2 contains 15310 members Entering Unmasked Estep Score: -9324248.000000 Penalty: 5423.210449 Iteration 34Q: 3 clusters Score -9324248 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41362 members Mstep: Class 2 contains 14682 members Entering Unmasked Estep Score: -9324366.000000 Penalty: 5423.210449 Iteration 35Q: 3 clusters Score -9324366 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41972 members Mstep: Class 2 contains 14072 members Entering Unmasked Estep Score: -9324471.000000 Penalty: 5423.210449 Iteration 36Q: 3 clusters Score -9324471 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42509 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -9324593.000000 Penalty: 5423.210449 Iteration 37Q: 3 clusters Score -9324593 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43008 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -9324674.000000 Penalty: 5423.210449 Iteration 38Q: 3 clusters Score -9324674 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43463 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -9324769.000000 Penalty: 5423.210449 Iteration 39Q: 3 clusters Score -9324769 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43864 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -9324785.000000 Penalty: 5423.210449 Iteration 40F: 3 clusters Score -9324785 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44202 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -9324840.000000 Penalty: 5423.210449 Iteration 41Q: 3 clusters Score -9324840 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44512 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -9324861.000000 Penalty: 5423.210449 Iteration 42Q: 3 clusters Score -9324861 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44787 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -9324899.000000 Penalty: 5423.210449 Iteration 43Q: 3 clusters Score -9324899 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45023 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -9324924.000000 Penalty: 5423.210449 Iteration 44Q: 3 clusters Score -9324924 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45208 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -9324940.000000 Penalty: 5423.210449 Iteration 45Q: 3 clusters Score -9324940 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45390 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -9324959.000000 Penalty: 5423.210449 Iteration 46Q: 3 clusters Score -9324959 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45537 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -9324985.000000 Penalty: 5423.210449 Iteration 47Q: 3 clusters Score -9324985 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45654 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -9324965.000000 Penalty: 5423.210449 Iteration 48Q: 3 clusters Score -9324965 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45757 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -9324972.000000 Penalty: 5423.210449 Iteration 49Q: 3 clusters Score -9324972 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45863 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -9324979.000000 Penalty: 5423.210449 Iteration 50Q: 3 clusters Score -9324979 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45967 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -9324973.000000 Penalty: 5423.210449 Iteration 51Q: 3 clusters Score -9324973 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46059 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -9324999.000000 Penalty: 5423.210449 Iteration 52Q: 3 clusters Score -9324999 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46148 members Mstep: Class 2 contains 9896 members Entering Unmasked Estep Score: -9324992.000000 Penalty: 5423.210449 Iteration 53Q: 3 clusters Score -9324992 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46234 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -9325009.000000 Penalty: 5423.210449 Iteration 54Q: 3 clusters Score -9325009 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46311 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -9325020.000000 Penalty: 5423.210449 Iteration 55Q: 3 clusters Score -9325020 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46377 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -9325009.000000 Penalty: 5423.210449 Iteration 56Q: 3 clusters Score -9325009 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46426 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -9325003.000000 Penalty: 5423.210449 Iteration 57Q: 3 clusters Score -9325003 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46461 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -9325031.000000 Penalty: 5423.210449 Iteration 58Q: 3 clusters Score -9325031 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46509 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -9325011.000000 Penalty: 5423.210449 Iteration 59Q: 3 clusters Score -9325011 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46559 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -9325020.000000 Penalty: 5423.210449 Iteration 60F: 3 clusters Score -9325020 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46608 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -9325034.000000 Penalty: 5423.210449 Iteration 61Q: 3 clusters Score -9325034 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46644 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -9325026.000000 Penalty: 5423.210449 Iteration 62Q: 3 clusters Score -9325026 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46676 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -9325029.000000 Penalty: 5423.210449 Iteration 63Q: 3 clusters Score -9325029 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46699 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -9325020.000000 Penalty: 5423.210449 Iteration 64Q: 3 clusters Score -9325020 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46719 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -9325035.000000 Penalty: 5423.210449 Iteration 65Q: 3 clusters Score -9325035 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46738 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -9325038.000000 Penalty: 5423.210449 Iteration 66Q: 3 clusters Score -9325038 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46759 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -9325027.000000 Penalty: 5423.210449 Iteration 67Q: 3 clusters Score -9325027 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46780 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -9325034.000000 Penalty: 5423.210449 Iteration 68Q: 3 clusters Score -9325034 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46793 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -9325029.000000 Penalty: 5423.210449 Iteration 69Q: 3 clusters Score -9325029 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46810 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -9325036.000000 Penalty: 5423.210449 Iteration 70Q: 3 clusters Score -9325036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46826 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -9325019.000000 Penalty: 5423.210449 Iteration 71Q: 3 clusters Score -9325019 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46840 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -9325022.000000 Penalty: 5423.210449 Iteration 72Q: 3 clusters Score -9325022 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46852 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -9325023.000000 Penalty: 5423.210449 Iteration 73Q: 3 clusters Score -9325023 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46864 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -9325029.000000 Penalty: 5423.210449 Iteration 74Q: 3 clusters Score -9325029 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46873 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -9325029.000000 Penalty: 5423.210449 Iteration 75Q: 3 clusters Score -9325029 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46882 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -9325026.000000 Penalty: 5423.210449 Iteration 76Q: 3 clusters Score -9325026 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46897 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -9325024.000000 Penalty: 5423.210449 Iteration 77Q: 3 clusters Score -9325024 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46906 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -9325018.000000 Penalty: 5423.210449 Iteration 78Q: 3 clusters Score -9325018 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46914 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -9325020.000000 Penalty: 5423.210449 Iteration 79Q: 3 clusters Score -9325020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46923 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -9325015.000000 Penalty: 5423.210449 Iteration 80F: 3 clusters Score -9325015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46927 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -9325023.000000 Penalty: 5423.210449 Iteration 81Q: 3 clusters Score -9325023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46930 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -9325022.000000 Penalty: 5423.210449 Iteration 82Q: 3 clusters Score -9325022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46933 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -9325015.000000 Penalty: 5423.210449 Iteration 83Q: 3 clusters Score -9325015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46937 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -9325011.000000 Penalty: 5423.210449 Iteration 84Q: 3 clusters Score -9325011 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46940 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -9325010.000000 Penalty: 5423.210449 Iteration 85Q: 3 clusters Score -9325010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46943 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -9325004.000000 Penalty: 5423.210449 Iteration 86Q: 3 clusters Score -9325004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46948 members Mstep: Class 2 contains 9096 members Entering Unmasked Estep Score: -9324998.000000 Penalty: 5423.210449 Iteration 87Q: 3 clusters Score -9324998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46953 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -9325003.000000 Penalty: 5423.210449 Iteration 88Q: 3 clusters Score -9325003 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46960 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -9325021.000000 Penalty: 5423.210449 Iteration 89Q: 3 clusters Score -9325021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46964 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -9325026.000000 Penalty: 5423.210449 Iteration 90Q: 3 clusters Score -9325026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46965 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -9325020.000000 Penalty: 5423.210449 Iteration 91Q: 3 clusters Score -9325020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46966 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -9325023.000000 Penalty: 5423.210449 Iteration 92Q: 3 clusters Score -9325023 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46966 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -9325023.000000 Penalty: 5423.210449 Iteration 93F: 3 clusters Score -9325023 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10277 members Mstep: Class 9 contains 21707 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9612 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5185 members Mstep: Class 15 contains 10439 members Mstep: Class 16 contains 46966 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21422 members Mstep: Class 20 contains 7259 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15027 members Mstep: Class 25 contains 24300 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4130 members Mstep: Class 28 contains 47928 members Mstep: Class 29 contains 8983 members Mstep: Class 30 contains 16787 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7701 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10007 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1835 members Mstep: Class 38 contains 9078 members Entering Unmasked Estep Score: -51829372.000000 Penalty: 119540.773438 Splitting cluster 16 changes total score from -51828676.000000 to -51829372.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 17 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -32455.439453 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -32455.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -31302.771484 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -31302.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -31353.335938 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -31353.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -31365.066406 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -31365.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -31365.066406 Penalty: 2659.200928 Iteration 3F: 3 clusters Score -31365.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -104896.437500 Penalty: 1632.342163 Iteration 0F: 2 clusters Score -104896.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -103237.671875 Penalty: 3264.684326 Iteration 0F: 3 clusters Score -103237.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -103755.398438 Penalty: 3264.684326 Iteration 1F: 3 clusters Score -103755.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -104351.781250 Penalty: 3264.684326 Iteration 2F: 3 clusters Score -104351.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -104716.796875 Penalty: 3264.684326 Iteration 3F: 3 clusters Score -104716.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -104862.648438 Penalty: 3264.684326 Iteration 4Q: 3 clusters Score -104862.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -104953.132812 Penalty: 3264.684326 Iteration 5Q: 3 clusters Score -104953.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -104984.445312 Penalty: 3264.684326 Iteration 6Q: 3 clusters Score -104984.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -105011.710938 Penalty: 3264.684326 Iteration 7Q: 3 clusters Score -105011.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -105050.101562 Penalty: 3264.684326 Iteration 8Q: 3 clusters Score -105050.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -105114.570312 Penalty: 3264.684326 Iteration 9Q: 3 clusters Score -105114.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -105185.195312 Penalty: 3264.684326 Iteration 10Q: 3 clusters Score -105185.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -105293.500000 Penalty: 3264.684326 Iteration 11Q: 3 clusters Score -105293.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -105443.171875 Penalty: 3264.684326 Iteration 12Q: 3 clusters Score -105443.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -105532.789062 Penalty: 3264.684326 Iteration 13Q: 3 clusters Score -105532.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -105552.671875 Penalty: 3264.684326 Iteration 14Q: 3 clusters Score -105552.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -105587.125000 Penalty: 3264.684326 Iteration 15Q: 3 clusters Score -105587.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -105598.664062 Penalty: 3264.684326 Iteration 16Q: 3 clusters Score -105598.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -105603.601562 Penalty: 3264.684326 Iteration 17Q: 3 clusters Score -105603.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -105603.601562 Penalty: 3264.684326 Iteration 18F: 3 clusters Score -105603.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10277 members Mstep: Class 9 contains 21707 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9612 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5185 members Mstep: Class 15 contains 10439 members Mstep: Class 16 contains 46966 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 323 members Mstep: Class 19 contains 21422 members Mstep: Class 20 contains 7259 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15027 members Mstep: Class 25 contains 24300 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4130 members Mstep: Class 28 contains 47928 members Mstep: Class 29 contains 8983 members Mstep: Class 30 contains 16787 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7701 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10007 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1835 members Mstep: Class 38 contains 9078 members Mstep: Class 39 contains 399 members Entering Unmasked Estep Score: -51828552.000000 Penalty: 122686.585938 Splitting cluster 18 changes total score from -51828676.000000 to -51828552.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (21422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21422 members Entering Unmasked Estep Score: -3310542.250000 Penalty: 2473.099121 Iteration 0F: 2 clusters Score -3310542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -3295586.500000 Penalty: 4946.198242 Iteration 0F: 3 clusters Score -3295586 nChanged 9417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -3301178.250000 Penalty: 4946.198242 Iteration 1F: 3 clusters Score -3301178 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -3302009.500000 Penalty: 4946.198242 Iteration 2F: 3 clusters Score -3302010 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -3302871.750000 Penalty: 4946.198242 Iteration 3F: 3 clusters Score -3302872 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -3303781.250000 Penalty: 4946.198242 Iteration 4F: 3 clusters Score -3303781 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -3304648.750000 Penalty: 4946.198242 Iteration 5F: 3 clusters Score -3304649 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -3305365.250000 Penalty: 4946.198242 Iteration 6F: 3 clusters Score -3305365 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13744 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -3305925.250000 Penalty: 4946.198242 Iteration 7Q: 3 clusters Score -3305925 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -3306352.000000 Penalty: 4946.198242 Iteration 8Q: 3 clusters Score -3306352 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14542 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -3306688.500000 Penalty: 4946.198242 Iteration 9Q: 3 clusters Score -3306688 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14911 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -3306977.500000 Penalty: 4946.198242 Iteration 10Q: 3 clusters Score -3306978 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -3307204.000000 Penalty: 4946.198242 Iteration 11Q: 3 clusters Score -3307204 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15468 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -3307368.500000 Penalty: 4946.198242 Iteration 12Q: 3 clusters Score -3307368 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -3307538.000000 Penalty: 4946.198242 Iteration 13Q: 3 clusters Score -3307538 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -3307661.750000 Penalty: 4946.198242 Iteration 14Q: 3 clusters Score -3307662 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16206 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -3307756.750000 Penalty: 4946.198242 Iteration 15Q: 3 clusters Score -3307757 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -3307830.000000 Penalty: 4946.198242 Iteration 16Q: 3 clusters Score -3307830 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16610 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -3307899.500000 Penalty: 4946.198242 Iteration 17Q: 3 clusters Score -3307900 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16778 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -3307944.750000 Penalty: 4946.198242 Iteration 18Q: 3 clusters Score -3307945 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16922 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -3308006.500000 Penalty: 4946.198242 Iteration 19Q: 3 clusters Score -3308006 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -3308044.250000 Penalty: 4946.198242 Iteration 20F: 3 clusters Score -3308044 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17214 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -3308096.750000 Penalty: 4946.198242 Iteration 21Q: 3 clusters Score -3308097 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17351 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -3308134.000000 Penalty: 4946.198242 Iteration 22Q: 3 clusters Score -3308134 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17480 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -3308173.500000 Penalty: 4946.198242 Iteration 23Q: 3 clusters Score -3308174 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17610 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -3308200.500000 Penalty: 4946.198242 Iteration 24Q: 3 clusters Score -3308200 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17731 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -3308247.000000 Penalty: 4946.198242 Iteration 25Q: 3 clusters Score -3308247 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -3308287.000000 Penalty: 4946.198242 Iteration 26Q: 3 clusters Score -3308287 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17983 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -3308328.250000 Penalty: 4946.198242 Iteration 27Q: 3 clusters Score -3308328 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18116 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -3308369.750000 Penalty: 4946.198242 Iteration 28Q: 3 clusters Score -3308370 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -3308410.750000 Penalty: 4946.198242 Iteration 29Q: 3 clusters Score -3308411 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18366 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -3308442.500000 Penalty: 4946.198242 Iteration 30Q: 3 clusters Score -3308442 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -3308488.250000 Penalty: 4946.198242 Iteration 31Q: 3 clusters Score -3308488 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18599 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -3308535.250000 Penalty: 4946.198242 Iteration 32Q: 3 clusters Score -3308535 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18722 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -3308582.500000 Penalty: 4946.198242 Iteration 33Q: 3 clusters Score -3308582 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18848 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -3308631.000000 Penalty: 4946.198242 Iteration 34Q: 3 clusters Score -3308631 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18946 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -3308678.500000 Penalty: 4946.198242 Iteration 35Q: 3 clusters Score -3308678 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19051 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -3308711.500000 Penalty: 4946.198242 Iteration 36Q: 3 clusters Score -3308712 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19140 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -3308749.500000 Penalty: 4946.198242 Iteration 37Q: 3 clusters Score -3308750 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19235 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -3308792.750000 Penalty: 4946.198242 Iteration 38Q: 3 clusters Score -3308793 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19330 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -3308857.250000 Penalty: 4946.198242 Iteration 39Q: 3 clusters Score -3308857 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -3308893.750000 Penalty: 4946.198242 Iteration 40F: 3 clusters Score -3308894 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19486 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -3308927.000000 Penalty: 4946.198242 Iteration 41Q: 3 clusters Score -3308927 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19552 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -3308957.250000 Penalty: 4946.198242 Iteration 42Q: 3 clusters Score -3308957 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -3308975.750000 Penalty: 4946.198242 Iteration 43Q: 3 clusters Score -3308976 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19657 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -3308994.000000 Penalty: 4946.198242 Iteration 44Q: 3 clusters Score -3308994 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19693 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -3308997.750000 Penalty: 4946.198242 Iteration 45Q: 3 clusters Score -3308998 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19725 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -3308997.000000 Penalty: 4946.198242 Iteration 46Q: 3 clusters Score -3308997 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19742 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -3309005.000000 Penalty: 4946.198242 Iteration 47Q: 3 clusters Score -3309005 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19763 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -3309017.000000 Penalty: 4946.198242 Iteration 48Q: 3 clusters Score -3309017 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19783 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -3309014.500000 Penalty: 4946.198242 Iteration 49Q: 3 clusters Score -3309014 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19804 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3309019.250000 Penalty: 4946.198242 Iteration 50Q: 3 clusters Score -3309019 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19817 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -3309024.500000 Penalty: 4946.198242 Iteration 51Q: 3 clusters Score -3309024 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19828 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3309025.250000 Penalty: 4946.198242 Iteration 52Q: 3 clusters Score -3309025 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19839 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -3309031.250000 Penalty: 4946.198242 Iteration 53Q: 3 clusters Score -3309031 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19852 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -3309032.500000 Penalty: 4946.198242 Iteration 54Q: 3 clusters Score -3309032 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19866 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -3309036.500000 Penalty: 4946.198242 Iteration 55Q: 3 clusters Score -3309036 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -3309045.500000 Penalty: 4946.198242 Iteration 56Q: 3 clusters Score -3309046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -3309059.250000 Penalty: 4946.198242 Iteration 57Q: 3 clusters Score -3309059 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -3309056.000000 Penalty: 4946.198242 Iteration 58Q: 3 clusters Score -3309056 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19927 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -3309058.750000 Penalty: 4946.198242 Iteration 59Q: 3 clusters Score -3309059 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -3309060.750000 Penalty: 4946.198242 Iteration 60F: 3 clusters Score -3309061 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -3309062.250000 Penalty: 4946.198242 Iteration 61Q: 3 clusters Score -3309062 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19956 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -3309061.000000 Penalty: 4946.198242 Iteration 62Q: 3 clusters Score -3309061 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19965 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -3309075.500000 Penalty: 4946.198242 Iteration 63Q: 3 clusters Score -3309076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3309076.250000 Penalty: 4946.198242 Iteration 64Q: 3 clusters Score -3309076 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19983 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -3309079.500000 Penalty: 4946.198242 Iteration 65Q: 3 clusters Score -3309080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19990 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3309077.750000 Penalty: 4946.198242 Iteration 66Q: 3 clusters Score -3309078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -3309083.500000 Penalty: 4946.198242 Iteration 67Q: 3 clusters Score -3309084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20004 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -3309083.250000 Penalty: 4946.198242 Iteration 68Q: 3 clusters Score -3309083 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -3309092.000000 Penalty: 4946.198242 Iteration 69Q: 3 clusters Score -3309092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -3309094.000000 Penalty: 4946.198242 Iteration 70Q: 3 clusters Score -3309094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20024 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -3309095.750000 Penalty: 4946.198242 Iteration 71Q: 3 clusters Score -3309096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20031 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -3309096.000000 Penalty: 4946.198242 Iteration 72Q: 3 clusters Score -3309096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -3309091.500000 Penalty: 4946.198242 Iteration 73Q: 3 clusters Score -3309092 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20043 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -3309095.750000 Penalty: 4946.198242 Iteration 74Q: 3 clusters Score -3309096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -3309100.750000 Penalty: 4946.198242 Iteration 75Q: 3 clusters Score -3309101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20065 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -3309099.500000 Penalty: 4946.198242 Iteration 76Q: 3 clusters Score -3309100 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -3309103.500000 Penalty: 4946.198242 Iteration 77Q: 3 clusters Score -3309104 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20086 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3309114.500000 Penalty: 4946.198242 Iteration 78Q: 3 clusters Score -3309114 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20100 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -3309113.000000 Penalty: 4946.198242 Iteration 79Q: 3 clusters Score -3309113 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20114 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -3309119.250000 Penalty: 4946.198242 Iteration 80F: 3 clusters Score -3309119 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20127 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -3309125.750000 Penalty: 4946.198242 Iteration 81Q: 3 clusters Score -3309126 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20134 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -3309121.500000 Penalty: 4946.198242 Iteration 82Q: 3 clusters Score -3309122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20142 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -3309127.000000 Penalty: 4946.198242 Iteration 83Q: 3 clusters Score -3309127 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20149 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -3309128.000000 Penalty: 4946.198242 Iteration 84Q: 3 clusters Score -3309128 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20154 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -3309131.000000 Penalty: 4946.198242 Iteration 85Q: 3 clusters Score -3309131 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20158 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -3309129.250000 Penalty: 4946.198242 Iteration 86Q: 3 clusters Score -3309129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20159 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -3309126.000000 Penalty: 4946.198242 Iteration 87Q: 3 clusters Score -3309126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20160 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -3309126.250000 Penalty: 4946.198242 Iteration 88Q: 3 clusters Score -3309126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20160 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -3309126.250000 Penalty: 4946.198242 Iteration 89F: 3 clusters Score -3309126 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Entering Unmasked Estep Score: -1193323.000000 Penalty: 2204.719482 Iteration 0F: 2 clusters Score -1193323 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1187420.375000 Penalty: 4409.438965 Iteration 0F: 3 clusters Score -1187420 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1189138.625000 Penalty: 4409.438965 Iteration 1F: 3 clusters Score -1189139 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1189531.250000 Penalty: 4409.438965 Iteration 2F: 3 clusters Score -1189531 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1189815.000000 Penalty: 4409.438965 Iteration 3F: 3 clusters Score -1189815 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1190047.125000 Penalty: 4409.438965 Iteration 4Q: 3 clusters Score -1190047 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1190271.000000 Penalty: 4409.438965 Iteration 5Q: 3 clusters Score -1190271 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1190508.250000 Penalty: 4409.438965 Iteration 6Q: 3 clusters Score -1190508 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1190761.875000 Penalty: 4409.438965 Iteration 7Q: 3 clusters Score -1190762 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1191031.625000 Penalty: 4409.438965 Iteration 8Q: 3 clusters Score -1191032 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1191300.625000 Penalty: 4409.438965 Iteration 9Q: 3 clusters Score -1191301 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1191556.625000 Penalty: 4409.438965 Iteration 10Q: 3 clusters Score -1191557 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1191731.625000 Penalty: 4409.438965 Iteration 11Q: 3 clusters Score -1191732 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1191846.375000 Penalty: 4409.438965 Iteration 12Q: 3 clusters Score -1191846 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1191920.625000 Penalty: 4409.438965 Iteration 13Q: 3 clusters Score -1191921 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1191966.500000 Penalty: 4409.438965 Iteration 14Q: 3 clusters Score -1191966 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1191996.250000 Penalty: 4409.438965 Iteration 15Q: 3 clusters Score -1191996 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1192013.500000 Penalty: 4409.438965 Iteration 16Q: 3 clusters Score -1192014 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1192023.375000 Penalty: 4409.438965 Iteration 17Q: 3 clusters Score -1192023 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1192034.125000 Penalty: 4409.438965 Iteration 18Q: 3 clusters Score -1192034 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1192039.875000 Penalty: 4409.438965 Iteration 19Q: 3 clusters Score -1192040 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1192050.625000 Penalty: 4409.438965 Iteration 20F: 3 clusters Score -1192051 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1192056.000000 Penalty: 4409.438965 Iteration 21Q: 3 clusters Score -1192056 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1192062.000000 Penalty: 4409.438965 Iteration 22Q: 3 clusters Score -1192062 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1192067.125000 Penalty: 4409.438965 Iteration 23Q: 3 clusters Score -1192067 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1192069.250000 Penalty: 4409.438965 Iteration 24Q: 3 clusters Score -1192069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1192071.250000 Penalty: 4409.438965 Iteration 25Q: 3 clusters Score -1192071 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1192076.125000 Penalty: 4409.438965 Iteration 26Q: 3 clusters Score -1192076 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1192077.500000 Penalty: 4409.438965 Iteration 27Q: 3 clusters Score -1192078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1192077.250000 Penalty: 4409.438965 Iteration 28Q: 3 clusters Score -1192077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1192080.250000 Penalty: 4409.438965 Iteration 29Q: 3 clusters Score -1192080 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1192081.750000 Penalty: 4409.438965 Iteration 30Q: 3 clusters Score -1192082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1192082.625000 Penalty: 4409.438965 Iteration 31Q: 3 clusters Score -1192083 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1192086.500000 Penalty: 4409.438965 Iteration 32Q: 3 clusters Score -1192086 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1192087.250000 Penalty: 4409.438965 Iteration 33Q: 3 clusters Score -1192087 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1192091.750000 Penalty: 4409.438965 Iteration 34Q: 3 clusters Score -1192092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1192092.625000 Penalty: 4409.438965 Iteration 35Q: 3 clusters Score -1192093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1192093.125000 Penalty: 4409.438965 Iteration 36Q: 3 clusters Score -1192093 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1192096.000000 Penalty: 4409.438965 Iteration 37Q: 3 clusters Score -1192096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1192097.500000 Penalty: 4409.438965 Iteration 38Q: 3 clusters Score -1192098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1192097.000000 Penalty: 4409.438965 Iteration 39Q: 3 clusters Score -1192097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1192098.750000 Penalty: 4409.438965 Iteration 40F: 3 clusters Score -1192099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1192097.375000 Penalty: 4409.438965 Iteration 41Q: 3 clusters Score -1192097 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -1192098.375000 Penalty: 4409.438965 Iteration 42Q: 3 clusters Score -1192098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -1192098.375000 Penalty: 4409.438965 Iteration 43F: 3 clusters Score -1192098 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Entering Unmasked Estep Score: -86364.875000 Penalty: 1567.104126 Iteration 0F: 2 clusters Score -86364.88 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 272 members Entering Unmasked Estep Score: -84791.914062 Penalty: 3134.208252 Iteration 0F: 3 clusters Score -84791.91 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -85026.351562 Penalty: 3134.208252 Iteration 1F: 3 clusters Score -85026.35 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -85137.078125 Penalty: 3134.208252 Iteration 2F: 3 clusters Score -85137.08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -85210.250000 Penalty: 3134.208252 Iteration 3Q: 3 clusters Score -85210.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -85250.585938 Penalty: 3134.208252 Iteration 4Q: 3 clusters Score -85250.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -85283.515625 Penalty: 3134.208252 Iteration 5Q: 3 clusters Score -85283.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -85303.781250 Penalty: 3134.208252 Iteration 6Q: 3 clusters Score -85303.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -85325.140625 Penalty: 3134.208252 Iteration 7Q: 3 clusters Score -85325.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -85330.203125 Penalty: 3134.208252 Iteration 8Q: 3 clusters Score -85330.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -85331.023438 Penalty: 3134.208252 Iteration 9Q: 3 clusters Score -85331.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -85331.023438 Penalty: 3134.208252 Iteration 10F: 3 clusters Score -85331.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Entering Unmasked Estep Score: -1727617.000000 Penalty: 2289.827881 Iteration 0F: 2 clusters Score -1727617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1719705.000000 Penalty: 4579.655762 Iteration 0F: 3 clusters Score -1719705 nChanged 4291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1721952.375000 Penalty: 4579.655762 Iteration 1F: 3 clusters Score -1721952 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1722255.125000 Penalty: 4579.655762 Iteration 2F: 3 clusters Score -1722255 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -1722498.000000 Penalty: 4579.655762 Iteration 3F: 3 clusters Score -1722498 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1722693.625000 Penalty: 4579.655762 Iteration 4Q: 3 clusters Score -1722694 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1722844.875000 Penalty: 4579.655762 Iteration 5Q: 3 clusters Score -1722845 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -1722968.000000 Penalty: 4579.655762 Iteration 6Q: 3 clusters Score -1722968 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1723103.375000 Penalty: 4579.655762 Iteration 7Q: 3 clusters Score -1723103 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1723235.125000 Penalty: 4579.655762 Iteration 8Q: 3 clusters Score -1723235 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1723362.875000 Penalty: 4579.655762 Iteration 9Q: 3 clusters Score -1723363 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1723491.250000 Penalty: 4579.655762 Iteration 10Q: 3 clusters Score -1723491 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1723653.125000 Penalty: 4579.655762 Iteration 11Q: 3 clusters Score -1723653 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1723810.875000 Penalty: 4579.655762 Iteration 12Q: 3 clusters Score -1723811 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1724026.875000 Penalty: 4579.655762 Iteration 13Q: 3 clusters Score -1724027 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1724259.750000 Penalty: 4579.655762 Iteration 14Q: 3 clusters Score -1724260 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1724489.125000 Penalty: 4579.655762 Iteration 15Q: 3 clusters Score -1724489 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -1724748.250000 Penalty: 4579.655762 Iteration 16Q: 3 clusters Score -1724748 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1725002.750000 Penalty: 4579.655762 Iteration 17Q: 3 clusters Score -1725003 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1725231.625000 Penalty: 4579.655762 Iteration 18Q: 3 clusters Score -1725232 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1725389.875000 Penalty: 4579.655762 Iteration 19Q: 3 clusters Score -1725390 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1725544.375000 Penalty: 4579.655762 Iteration 20F: 3 clusters Score -1725544 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1725643.375000 Penalty: 4579.655762 Iteration 21Q: 3 clusters Score -1725643 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1725695.125000 Penalty: 4579.655762 Iteration 22Q: 3 clusters Score -1725695 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1725728.250000 Penalty: 4579.655762 Iteration 23Q: 3 clusters Score -1725728 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1725743.625000 Penalty: 4579.655762 Iteration 24Q: 3 clusters Score -1725744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1725757.375000 Penalty: 4579.655762 Iteration 25Q: 3 clusters Score -1725757 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9461 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1725769.625000 Penalty: 4579.655762 Iteration 26Q: 3 clusters Score -1725770 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1725778.250000 Penalty: 4579.655762 Iteration 27Q: 3 clusters Score -1725778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1725783.875000 Penalty: 4579.655762 Iteration 28Q: 3 clusters Score -1725784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1725787.125000 Penalty: 4579.655762 Iteration 29Q: 3 clusters Score -1725787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1725787.000000 Penalty: 4579.655762 Iteration 30Q: 3 clusters Score -1725787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1725789.250000 Penalty: 4579.655762 Iteration 31Q: 3 clusters Score -1725789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1725789.750000 Penalty: 4579.655762 Iteration 32Q: 3 clusters Score -1725790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1725790.125000 Penalty: 4579.655762 Iteration 33Q: 3 clusters Score -1725790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -1725791.750000 Penalty: 4579.655762 Iteration 34Q: 3 clusters Score -1725792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1725792.375000 Penalty: 4579.655762 Iteration 35Q: 3 clusters Score -1725792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1725793.625000 Penalty: 4579.655762 Iteration 36Q: 3 clusters Score -1725794 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1725796.000000 Penalty: 4579.655762 Iteration 37Q: 3 clusters Score -1725796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1725796.750000 Penalty: 4579.655762 Iteration 38Q: 3 clusters Score -1725797 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1725798.625000 Penalty: 4579.655762 Iteration 39Q: 3 clusters Score -1725799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1725801.000000 Penalty: 4579.655762 Iteration 40F: 3 clusters Score -1725801 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1725802.250000 Penalty: 4579.655762 Iteration 41Q: 3 clusters Score -1725802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1725804.000000 Penalty: 4579.655762 Iteration 42Q: 3 clusters Score -1725804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9533 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1725810.500000 Penalty: 4579.655762 Iteration 43Q: 3 clusters Score -1725810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1725811.750000 Penalty: 4579.655762 Iteration 44Q: 3 clusters Score -1725812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1725813.500000 Penalty: 4579.655762 Iteration 45Q: 3 clusters Score -1725814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1725813.500000 Penalty: 4579.655762 Iteration 46F: 3 clusters Score -1725814 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Entering Unmasked Estep Score: -276860.125000 Penalty: 1841.636597 Iteration 0F: 2 clusters Score -276860.1 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 868 members Entering Unmasked Estep Score: -274418.812500 Penalty: 3683.273193 Iteration 0F: 3 clusters Score -274418.8 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -274824.875000 Penalty: 3683.273193 Iteration 1F: 3 clusters Score -274824.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -274917.937500 Penalty: 3683.273193 Iteration 2F: 3 clusters Score -274917.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -274976.062500 Penalty: 3683.273193 Iteration 3Q: 3 clusters Score -274976.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -275015.500000 Penalty: 3683.273193 Iteration 4Q: 3 clusters Score -275015.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -275032.875000 Penalty: 3683.273193 Iteration 5Q: 3 clusters Score -275032.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -275045.750000 Penalty: 3683.273193 Iteration 6Q: 3 clusters Score -275045.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -275056.781250 Penalty: 3683.273193 Iteration 7Q: 3 clusters Score -275056.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -275069.687500 Penalty: 3683.273193 Iteration 8Q: 3 clusters Score -275069.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -275076.406250 Penalty: 3683.273193 Iteration 9Q: 3 clusters Score -275076.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -275082.187500 Penalty: 3683.273193 Iteration 10Q: 3 clusters Score -275082.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -275091.500000 Penalty: 3683.273193 Iteration 11Q: 3 clusters Score -275091.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -275104.343750 Penalty: 3683.273193 Iteration 12Q: 3 clusters Score -275104.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -275117.906250 Penalty: 3683.273193 Iteration 13Q: 3 clusters Score -275117.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -275125.062500 Penalty: 3683.273193 Iteration 14Q: 3 clusters Score -275125.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -275129.218750 Penalty: 3683.273193 Iteration 15Q: 3 clusters Score -275129.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -275136.437500 Penalty: 3683.273193 Iteration 16Q: 3 clusters Score -275136.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -275143.312500 Penalty: 3683.273193 Iteration 17Q: 3 clusters Score -275143.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -275145.843750 Penalty: 3683.273193 Iteration 18Q: 3 clusters Score -275145.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -275147.375000 Penalty: 3683.273193 Iteration 19Q: 3 clusters Score -275147.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -275149.218750 Penalty: 3683.273193 Iteration 20F: 3 clusters Score -275149.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -275152.437500 Penalty: 3683.273193 Iteration 21Q: 3 clusters Score -275152.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -275155.062500 Penalty: 3683.273193 Iteration 22Q: 3 clusters Score -275155.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -275159.343750 Penalty: 3683.273193 Iteration 23Q: 3 clusters Score -275159.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -275163.781250 Penalty: 3683.273193 Iteration 24Q: 3 clusters Score -275163.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -275171.343750 Penalty: 3683.273193 Iteration 25Q: 3 clusters Score -275171.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -275175.843750 Penalty: 3683.273193 Iteration 26Q: 3 clusters Score -275175.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -275182.000000 Penalty: 3683.273193 Iteration 27Q: 3 clusters Score -275182 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -275186.687500 Penalty: 3683.273193 Iteration 28Q: 3 clusters Score -275186.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -275190.312500 Penalty: 3683.273193 Iteration 29Q: 3 clusters Score -275190.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -275191.125000 Penalty: 3683.273193 Iteration 30Q: 3 clusters Score -275191.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -275191.125000 Penalty: 3683.273193 Iteration 31F: 3 clusters Score -275191.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (15027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15027 members Entering Unmasked Estep Score: -2444770.250000 Penalty: 2385.165771 Iteration 0F: 2 clusters Score -2444770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -2433954.250000 Penalty: 4770.331543 Iteration 0F: 3 clusters Score -2433954 nChanged 6491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -2437676.750000 Penalty: 4770.331543 Iteration 1F: 3 clusters Score -2437677 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -2438138.250000 Penalty: 4770.331543 Iteration 2F: 3 clusters Score -2438138 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -2438512.000000 Penalty: 4770.331543 Iteration 3Q: 3 clusters Score -2438512 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -2438820.250000 Penalty: 4770.331543 Iteration 4Q: 3 clusters Score -2438820 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -2439073.250000 Penalty: 4770.331543 Iteration 5Q: 3 clusters Score -2439073 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -2439287.500000 Penalty: 4770.331543 Iteration 6Q: 3 clusters Score -2439288 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -2439457.750000 Penalty: 4770.331543 Iteration 7Q: 3 clusters Score -2439458 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -2439617.250000 Penalty: 4770.331543 Iteration 8Q: 3 clusters Score -2439617 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -2439757.250000 Penalty: 4770.331543 Iteration 9Q: 3 clusters Score -2439757 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -2439879.250000 Penalty: 4770.331543 Iteration 10Q: 3 clusters Score -2439879 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -2439999.000000 Penalty: 4770.331543 Iteration 11Q: 3 clusters Score -2439999 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -2440108.000000 Penalty: 4770.331543 Iteration 12Q: 3 clusters Score -2440108 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -2440219.500000 Penalty: 4770.331543 Iteration 13Q: 3 clusters Score -2440220 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -2440343.000000 Penalty: 4770.331543 Iteration 14Q: 3 clusters Score -2440343 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -2440492.750000 Penalty: 4770.331543 Iteration 15Q: 3 clusters Score -2440493 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -2440683.750000 Penalty: 4770.331543 Iteration 16Q: 3 clusters Score -2440684 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -2440860.500000 Penalty: 4770.331543 Iteration 17Q: 3 clusters Score -2440860 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -2441060.750000 Penalty: 4770.331543 Iteration 18Q: 3 clusters Score -2441061 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -2441272.000000 Penalty: 4770.331543 Iteration 19Q: 3 clusters Score -2441272 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -2441520.750000 Penalty: 4770.331543 Iteration 20F: 3 clusters Score -2441521 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -2441734.500000 Penalty: 4770.331543 Iteration 21Q: 3 clusters Score -2441734 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -2441997.500000 Penalty: 4770.331543 Iteration 22Q: 3 clusters Score -2441998 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 11897 members Entering Unmasked Estep Score: -2442199.500000 Penalty: 4770.331543 Iteration 23Q: 3 clusters Score -2442200 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -2442399.000000 Penalty: 4770.331543 Iteration 24Q: 3 clusters Score -2442399 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -2442582.250000 Penalty: 4770.331543 Iteration 25Q: 3 clusters Score -2442582 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -2442750.000000 Penalty: 4770.331543 Iteration 26Q: 3 clusters Score -2442750 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -2442900.500000 Penalty: 4770.331543 Iteration 27Q: 3 clusters Score -2442900 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -2443034.000000 Penalty: 4770.331543 Iteration 28Q: 3 clusters Score -2443034 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -2443122.750000 Penalty: 4770.331543 Iteration 29Q: 3 clusters Score -2443123 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -2443206.750000 Penalty: 4770.331543 Iteration 30Q: 3 clusters Score -2443207 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 13683 members Entering Unmasked Estep Score: -2443275.500000 Penalty: 4770.331543 Iteration 31Q: 3 clusters Score -2443276 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 13780 members Entering Unmasked Estep Score: -2443319.000000 Penalty: 4770.331543 Iteration 32Q: 3 clusters Score -2443319 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -2443362.000000 Penalty: 4770.331543 Iteration 33Q: 3 clusters Score -2443362 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 13906 members Entering Unmasked Estep Score: -2443386.500000 Penalty: 4770.331543 Iteration 34Q: 3 clusters Score -2443386 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -2443417.000000 Penalty: 4770.331543 Iteration 35Q: 3 clusters Score -2443417 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 13990 members Entering Unmasked Estep Score: -2443431.750000 Penalty: 4770.331543 Iteration 36Q: 3 clusters Score -2443432 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -2443448.250000 Penalty: 4770.331543 Iteration 37Q: 3 clusters Score -2443448 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 14053 members Entering Unmasked Estep Score: -2443458.500000 Penalty: 4770.331543 Iteration 38Q: 3 clusters Score -2443458 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 14070 members Entering Unmasked Estep Score: -2443473.750000 Penalty: 4770.331543 Iteration 39Q: 3 clusters Score -2443474 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -2443484.500000 Penalty: 4770.331543 Iteration 40F: 3 clusters Score -2443484 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 14115 members Entering Unmasked Estep Score: -2443491.250000 Penalty: 4770.331543 Iteration 41Q: 3 clusters Score -2443491 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 14132 members Entering Unmasked Estep Score: -2443505.500000 Penalty: 4770.331543 Iteration 42Q: 3 clusters Score -2443506 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -2443514.000000 Penalty: 4770.331543 Iteration 43Q: 3 clusters Score -2443514 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 14154 members Entering Unmasked Estep Score: -2443520.000000 Penalty: 4770.331543 Iteration 44Q: 3 clusters Score -2443520 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 14164 members Entering Unmasked Estep Score: -2443527.500000 Penalty: 4770.331543 Iteration 45Q: 3 clusters Score -2443528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -2443530.000000 Penalty: 4770.331543 Iteration 46Q: 3 clusters Score -2443530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 14174 members Entering Unmasked Estep Score: -2443531.000000 Penalty: 4770.331543 Iteration 47Q: 3 clusters Score -2443531 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -2443534.750000 Penalty: 4770.331543 Iteration 48Q: 3 clusters Score -2443535 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 14183 members Entering Unmasked Estep Score: -2443541.250000 Penalty: 4770.331543 Iteration 49Q: 3 clusters Score -2443541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -2443543.000000 Penalty: 4770.331543 Iteration 50Q: 3 clusters Score -2443543 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 14194 members Entering Unmasked Estep Score: -2443548.500000 Penalty: 4770.331543 Iteration 51Q: 3 clusters Score -2443548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 14198 members Entering Unmasked Estep Score: -2443545.250000 Penalty: 4770.331543 Iteration 52Q: 3 clusters Score -2443545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -2443548.250000 Penalty: 4770.331543 Iteration 53Q: 3 clusters Score -2443548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 14206 members Entering Unmasked Estep Score: -2443544.250000 Penalty: 4770.331543 Iteration 54Q: 3 clusters Score -2443544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 14207 members Entering Unmasked Estep Score: -2443541.500000 Penalty: 4770.331543 Iteration 55Q: 3 clusters Score -2443542 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -2443544.000000 Penalty: 4770.331543 Iteration 56Q: 3 clusters Score -2443544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 14210 members Entering Unmasked Estep Score: -2443544.250000 Penalty: 4770.331543 Iteration 57Q: 3 clusters Score -2443544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 14210 members Entering Unmasked Estep Score: -2443544.250000 Penalty: 4770.331543 Iteration 58F: 3 clusters Score -2443544 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (24300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24300 members Entering Unmasked Estep Score: -4077843.500000 Penalty: 2504.361328 Iteration 0F: 2 clusters Score -4077844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -4061065.750000 Penalty: 5008.722656 Iteration 0F: 3 clusters Score -4061066 nChanged 10786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12495 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -4067006.750000 Penalty: 5008.722656 Iteration 1F: 3 clusters Score -4067007 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12654 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -4067553.500000 Penalty: 5008.722656 Iteration 2F: 3 clusters Score -4067554 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12876 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -4067992.750000 Penalty: 5008.722656 Iteration 3Q: 3 clusters Score -4067993 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13174 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -4068450.250000 Penalty: 5008.722656 Iteration 4Q: 3 clusters Score -4068450 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -4068861.500000 Penalty: 5008.722656 Iteration 5Q: 3 clusters Score -4068862 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 10270 members Entering Unmasked Estep Score: -4069270.500000 Penalty: 5008.722656 Iteration 6Q: 3 clusters Score -4069270 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -4069763.750000 Penalty: 5008.722656 Iteration 7Q: 3 clusters Score -4069764 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -4070333.500000 Penalty: 5008.722656 Iteration 8Q: 3 clusters Score -4070334 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16103 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -4070971.750000 Penalty: 5008.722656 Iteration 9Q: 3 clusters Score -4070972 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -4071593.000000 Penalty: 5008.722656 Iteration 10Q: 3 clusters Score -4071593 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -4072184.000000 Penalty: 5008.722656 Iteration 11Q: 3 clusters Score -4072184 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18650 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -4072756.000000 Penalty: 5008.722656 Iteration 12Q: 3 clusters Score -4072756 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19409 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -4073240.500000 Penalty: 5008.722656 Iteration 13Q: 3 clusters Score -4073240 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -4073617.750000 Penalty: 5008.722656 Iteration 14Q: 3 clusters Score -4073618 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -4073982.250000 Penalty: 5008.722656 Iteration 15Q: 3 clusters Score -4073982 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21198 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -4074294.500000 Penalty: 5008.722656 Iteration 16Q: 3 clusters Score -4074294 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21641 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -4074559.500000 Penalty: 5008.722656 Iteration 17Q: 3 clusters Score -4074560 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22035 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -4074818.000000 Penalty: 5008.722656 Iteration 18Q: 3 clusters Score -4074818 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22365 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -4075045.500000 Penalty: 5008.722656 Iteration 19Q: 3 clusters Score -4075046 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22636 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -4075237.250000 Penalty: 5008.722656 Iteration 20F: 3 clusters Score -4075237 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22828 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -4075354.000000 Penalty: 5008.722656 Iteration 21Q: 3 clusters Score -4075354 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -4075466.500000 Penalty: 5008.722656 Iteration 22Q: 3 clusters Score -4075466 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23109 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -4075548.000000 Penalty: 5008.722656 Iteration 23Q: 3 clusters Score -4075548 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23204 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -4075603.000000 Penalty: 5008.722656 Iteration 24Q: 3 clusters Score -4075603 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23265 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -4075652.250000 Penalty: 5008.722656 Iteration 25Q: 3 clusters Score -4075652 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23317 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -4075689.000000 Penalty: 5008.722656 Iteration 26Q: 3 clusters Score -4075689 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -4075722.750000 Penalty: 5008.722656 Iteration 27Q: 3 clusters Score -4075723 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23407 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -4075744.000000 Penalty: 5008.722656 Iteration 28Q: 3 clusters Score -4075744 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23428 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -4075755.750000 Penalty: 5008.722656 Iteration 29Q: 3 clusters Score -4075756 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23443 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -4075775.250000 Penalty: 5008.722656 Iteration 30Q: 3 clusters Score -4075775 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23461 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -4075776.500000 Penalty: 5008.722656 Iteration 31Q: 3 clusters Score -4075776 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23476 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -4075791.500000 Penalty: 5008.722656 Iteration 32Q: 3 clusters Score -4075792 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -4075794.000000 Penalty: 5008.722656 Iteration 33Q: 3 clusters Score -4075794 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23504 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -4075804.250000 Penalty: 5008.722656 Iteration 34Q: 3 clusters Score -4075804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23510 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -4075806.250000 Penalty: 5008.722656 Iteration 35Q: 3 clusters Score -4075806 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23518 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -4075804.250000 Penalty: 5008.722656 Iteration 36Q: 3 clusters Score -4075804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23521 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -4075804.750000 Penalty: 5008.722656 Iteration 37Q: 3 clusters Score -4075805 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23525 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4075805.500000 Penalty: 5008.722656 Iteration 38Q: 3 clusters Score -4075806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23526 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -4075810.500000 Penalty: 5008.722656 Iteration 39Q: 3 clusters Score -4075810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -4075807.750000 Penalty: 5008.722656 Iteration 40F: 3 clusters Score -4075808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23528 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4075804.500000 Penalty: 5008.722656 Iteration 41Q: 3 clusters Score -4075804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23528 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4075810.250000 Penalty: 5008.722656 Iteration 42Q: 3 clusters Score -4075810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23529 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -4075806.250000 Penalty: 5008.722656 Iteration 43Q: 3 clusters Score -4075806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23529 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -4075806.250000 Penalty: 5008.722656 Iteration 44F: 3 clusters Score -4075806 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -9370.159180 Penalty: 1098.842529 Iteration 0F: 2 clusters Score -9370.159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -8963.564453 Penalty: 2197.685059 Iteration 0F: 3 clusters Score -8963.564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -8987.548828 Penalty: 2197.685059 Iteration 1Q: 3 clusters Score -8987.549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -9015.391602 Penalty: 2197.685059 Iteration 2Q: 3 clusters Score -9015.392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -9022.086914 Penalty: 2197.685059 Iteration 3Q: 3 clusters Score -9022.087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -9028.587891 Penalty: 2197.685059 Iteration 4Q: 3 clusters Score -9028.588 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -9028.587891 Penalty: 2197.685059 Iteration 5F: 3 clusters Score -9028.588 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Entering Unmasked Estep Score: -642314.875000 Penalty: 2064.856201 Iteration 0F: 2 clusters Score -642314.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -638393.812500 Penalty: 4129.712402 Iteration 0F: 3 clusters Score -638393.8 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -639406.125000 Penalty: 4129.712402 Iteration 1F: 3 clusters Score -639406.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -639725.250000 Penalty: 4129.712402 Iteration 2F: 3 clusters Score -639725.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -639944.937500 Penalty: 4129.712402 Iteration 3F: 3 clusters Score -639944.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -640089.937500 Penalty: 4129.712402 Iteration 4Q: 3 clusters Score -640089.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -640201.312500 Penalty: 4129.712402 Iteration 5Q: 3 clusters Score -640201.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -640303.812500 Penalty: 4129.712402 Iteration 6Q: 3 clusters Score -640303.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -640401.875000 Penalty: 4129.712402 Iteration 7Q: 3 clusters Score -640401.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -640470.187500 Penalty: 4129.712402 Iteration 8Q: 3 clusters Score -640470.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -640527.625000 Penalty: 4129.712402 Iteration 9Q: 3 clusters Score -640527.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -640586.812500 Penalty: 4129.712402 Iteration 10Q: 3 clusters Score -640586.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -640632.375000 Penalty: 4129.712402 Iteration 11Q: 3 clusters Score -640632.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -640671.687500 Penalty: 4129.712402 Iteration 12Q: 3 clusters Score -640671.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -640719.062500 Penalty: 4129.712402 Iteration 13Q: 3 clusters Score -640719.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -640765.375000 Penalty: 4129.712402 Iteration 14Q: 3 clusters Score -640765.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -640803.750000 Penalty: 4129.712402 Iteration 15Q: 3 clusters Score -640803.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -640835.812500 Penalty: 4129.712402 Iteration 16Q: 3 clusters Score -640835.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -640866.812500 Penalty: 4129.712402 Iteration 17Q: 3 clusters Score -640866.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -640892.875000 Penalty: 4129.712402 Iteration 18Q: 3 clusters Score -640892.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -640917.625000 Penalty: 4129.712402 Iteration 19Q: 3 clusters Score -640917.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -640940.875000 Penalty: 4129.712402 Iteration 20F: 3 clusters Score -640940.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -640967.437500 Penalty: 4129.712402 Iteration 21Q: 3 clusters Score -640967.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -640979.937500 Penalty: 4129.712402 Iteration 22Q: 3 clusters Score -640979.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -640994.937500 Penalty: 4129.712402 Iteration 23Q: 3 clusters Score -640994.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -641009.125000 Penalty: 4129.712402 Iteration 24Q: 3 clusters Score -641009.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -641027.125000 Penalty: 4129.712402 Iteration 25Q: 3 clusters Score -641027.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -641041.875000 Penalty: 4129.712402 Iteration 26Q: 3 clusters Score -641041.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -641052.437500 Penalty: 4129.712402 Iteration 27Q: 3 clusters Score -641052.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -641059.562500 Penalty: 4129.712402 Iteration 28Q: 3 clusters Score -641059.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -641064.562500 Penalty: 4129.712402 Iteration 29Q: 3 clusters Score -641064.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -641070.875000 Penalty: 4129.712402 Iteration 30Q: 3 clusters Score -641070.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -641076.812500 Penalty: 4129.712402 Iteration 31Q: 3 clusters Score -641076.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -641078.812500 Penalty: 4129.712402 Iteration 32Q: 3 clusters Score -641078.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -641080.125000 Penalty: 4129.712402 Iteration 33Q: 3 clusters Score -641080.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -641081.250000 Penalty: 4129.712402 Iteration 34Q: 3 clusters Score -641081.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -641081.000000 Penalty: 4129.712402 Iteration 35Q: 3 clusters Score -641081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -641081.000000 Penalty: 4129.712402 Iteration 36F: 3 clusters Score -641081 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (47928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47928 members Entering Unmasked Estep Score: -7822149.500000 Penalty: 2672.808838 Iteration 0F: 2 clusters Score -7822150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24191 members Mstep: Class 2 contains 23737 members Entering Unmasked Estep Score: -7789979.500000 Penalty: 5345.617676 Iteration 0F: 3 clusters Score -7789980 nChanged 22140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26137 members Mstep: Class 2 contains 21791 members Entering Unmasked Estep Score: -7802434.500000 Penalty: 5345.617676 Iteration 1F: 3 clusters Score -7802434 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27495 members Mstep: Class 2 contains 20433 members Entering Unmasked Estep Score: -7803262.500000 Penalty: 5345.617676 Iteration 2Q: 3 clusters Score -7803262 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29453 members Mstep: Class 2 contains 18475 members Entering Unmasked Estep Score: -7804401.000000 Penalty: 5345.617676 Iteration 3F: 3 clusters Score -7804401 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32153 members Mstep: Class 2 contains 15775 members Entering Unmasked Estep Score: -7806139.500000 Penalty: 5345.617676 Iteration 4F: 3 clusters Score -7806140 nChanged 3625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35650 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -7808901.500000 Penalty: 5345.617676 Iteration 5F: 3 clusters Score -7808902 nChanged 3991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39599 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -7812342.000000 Penalty: 5345.617676 Iteration 6F: 3 clusters Score -7812342 nChanged 3617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43184 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -7815759.000000 Penalty: 5345.617676 Iteration 7F: 3 clusters Score -7815759 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45498 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -7817899.000000 Penalty: 5345.617676 Iteration 8Q: 3 clusters Score -7817899 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46659 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -7818982.000000 Penalty: 5345.617676 Iteration 9Q: 3 clusters Score -7818982 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47128 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -7819420.500000 Penalty: 5345.617676 Iteration 10Q: 3 clusters Score -7819420 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47300 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -7819652.500000 Penalty: 5345.617676 Iteration 11Q: 3 clusters Score -7819652 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47383 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -7819789.500000 Penalty: 5345.617676 Iteration 12Q: 3 clusters Score -7819790 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47419 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -7819852.500000 Penalty: 5345.617676 Iteration 13Q: 3 clusters Score -7819852 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47433 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -7819922.000000 Penalty: 5345.617676 Iteration 14Q: 3 clusters Score -7819922 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47438 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -7819939.000000 Penalty: 5345.617676 Iteration 15Q: 3 clusters Score -7819939 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47439 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -7819954.500000 Penalty: 5345.617676 Iteration 16Q: 3 clusters Score -7819954 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47446 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -7819971.000000 Penalty: 5345.617676 Iteration 17Q: 3 clusters Score -7819971 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47445 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -7819988.500000 Penalty: 5345.617676 Iteration 18Q: 3 clusters Score -7819988 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47448 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -7819997.000000 Penalty: 5345.617676 Iteration 19Q: 3 clusters Score -7819997 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47444 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -7820007.000000 Penalty: 5345.617676 Iteration 20F: 3 clusters Score -7820007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -7820018.500000 Penalty: 5345.617676 Iteration 21Q: 3 clusters Score -7820018 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47439 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -7820032.500000 Penalty: 5345.617676 Iteration 22Q: 3 clusters Score -7820032 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -7820040.500000 Penalty: 5345.617676 Iteration 23Q: 3 clusters Score -7820040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47447 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -7820038.000000 Penalty: 5345.617676 Iteration 24Q: 3 clusters Score -7820038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47448 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -7820041.000000 Penalty: 5345.617676 Iteration 25Q: 3 clusters Score -7820041 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47446 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -7820043.500000 Penalty: 5345.617676 Iteration 26Q: 3 clusters Score -7820044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47444 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -7820053.000000 Penalty: 5345.617676 Iteration 27Q: 3 clusters Score -7820053 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47446 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -7820052.500000 Penalty: 5345.617676 Iteration 28Q: 3 clusters Score -7820052 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47450 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -7820049.500000 Penalty: 5345.617676 Iteration 29Q: 3 clusters Score -7820050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47452 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -7820050.500000 Penalty: 5345.617676 Iteration 30Q: 3 clusters Score -7820050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47453 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -7820051.500000 Penalty: 5345.617676 Iteration 31Q: 3 clusters Score -7820052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47452 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -7820053.500000 Penalty: 5345.617676 Iteration 32Q: 3 clusters Score -7820054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47452 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -7820053.500000 Penalty: 5345.617676 Iteration 33F: 3 clusters Score -7820054 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Entering Unmasked Estep Score: -1463671.000000 Penalty: 2257.566162 Iteration 0F: 2 clusters Score -1463671 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1456701.625000 Penalty: 4515.132324 Iteration 0F: 3 clusters Score -1456702 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1458660.750000 Penalty: 4515.132324 Iteration 1F: 3 clusters Score -1458661 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1458939.750000 Penalty: 4515.132324 Iteration 2F: 3 clusters Score -1458940 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -1459152.750000 Penalty: 4515.132324 Iteration 3Q: 3 clusters Score -1459153 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1459331.250000 Penalty: 4515.132324 Iteration 4Q: 3 clusters Score -1459331 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1459501.250000 Penalty: 4515.132324 Iteration 5Q: 3 clusters Score -1459501 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1459633.250000 Penalty: 4515.132324 Iteration 6Q: 3 clusters Score -1459633 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1459765.625000 Penalty: 4515.132324 Iteration 7Q: 3 clusters Score -1459766 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1459925.000000 Penalty: 4515.132324 Iteration 8Q: 3 clusters Score -1459925 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1460131.250000 Penalty: 4515.132324 Iteration 9Q: 3 clusters Score -1460131 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1460364.125000 Penalty: 4515.132324 Iteration 10Q: 3 clusters Score -1460364 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1460610.750000 Penalty: 4515.132324 Iteration 11Q: 3 clusters Score -1460611 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1460853.750000 Penalty: 4515.132324 Iteration 12Q: 3 clusters Score -1460854 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1461084.375000 Penalty: 4515.132324 Iteration 13Q: 3 clusters Score -1461084 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1461272.000000 Penalty: 4515.132324 Iteration 14Q: 3 clusters Score -1461272 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1461371.625000 Penalty: 4515.132324 Iteration 15Q: 3 clusters Score -1461372 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1461446.000000 Penalty: 4515.132324 Iteration 16Q: 3 clusters Score -1461446 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1461486.375000 Penalty: 4515.132324 Iteration 17Q: 3 clusters Score -1461486 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1461523.750000 Penalty: 4515.132324 Iteration 18Q: 3 clusters Score -1461524 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1461552.125000 Penalty: 4515.132324 Iteration 19Q: 3 clusters Score -1461552 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1461582.375000 Penalty: 4515.132324 Iteration 20F: 3 clusters Score -1461582 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1461607.875000 Penalty: 4515.132324 Iteration 21Q: 3 clusters Score -1461608 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1461628.000000 Penalty: 4515.132324 Iteration 22Q: 3 clusters Score -1461628 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1461645.500000 Penalty: 4515.132324 Iteration 23Q: 3 clusters Score -1461646 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1461668.375000 Penalty: 4515.132324 Iteration 24Q: 3 clusters Score -1461668 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1461681.500000 Penalty: 4515.132324 Iteration 25Q: 3 clusters Score -1461682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1461686.750000 Penalty: 4515.132324 Iteration 26Q: 3 clusters Score -1461687 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1461689.125000 Penalty: 4515.132324 Iteration 27Q: 3 clusters Score -1461689 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1461689.000000 Penalty: 4515.132324 Iteration 28Q: 3 clusters Score -1461689 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1461689.000000 Penalty: 4515.132324 Iteration 29F: 3 clusters Score -1461689 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (16787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Entering Unmasked Estep Score: -2718471.250000 Penalty: 2412.633301 Iteration 0F: 2 clusters Score -2718471 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -2706490.750000 Penalty: 4825.266602 Iteration 0F: 3 clusters Score -2706491 nChanged 7295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -2710396.000000 Penalty: 4825.266602 Iteration 1F: 3 clusters Score -2710396 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -2710945.000000 Penalty: 4825.266602 Iteration 2F: 3 clusters Score -2710945 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -2711584.250000 Penalty: 4825.266602 Iteration 3F: 3 clusters Score -2711584 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -2712197.000000 Penalty: 4825.266602 Iteration 4F: 3 clusters Score -2712197 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -2712691.750000 Penalty: 4825.266602 Iteration 5F: 3 clusters Score -2712692 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -2713116.500000 Penalty: 4825.266602 Iteration 6Q: 3 clusters Score -2713116 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -2713485.000000 Penalty: 4825.266602 Iteration 7Q: 3 clusters Score -2713485 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -2713798.750000 Penalty: 4825.266602 Iteration 8Q: 3 clusters Score -2713799 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12338 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -2714116.000000 Penalty: 4825.266602 Iteration 9Q: 3 clusters Score -2714116 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -2714419.500000 Penalty: 4825.266602 Iteration 10Q: 3 clusters Score -2714420 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -2714710.250000 Penalty: 4825.266602 Iteration 11Q: 3 clusters Score -2714710 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13664 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -2714985.500000 Penalty: 4825.266602 Iteration 12Q: 3 clusters Score -2714986 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14051 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -2715222.500000 Penalty: 4825.266602 Iteration 13Q: 3 clusters Score -2715222 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14411 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -2715430.000000 Penalty: 4825.266602 Iteration 14Q: 3 clusters Score -2715430 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -2715610.750000 Penalty: 4825.266602 Iteration 15Q: 3 clusters Score -2715611 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15025 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -2715792.250000 Penalty: 4825.266602 Iteration 16Q: 3 clusters Score -2715792 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15258 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -2715921.500000 Penalty: 4825.266602 Iteration 17Q: 3 clusters Score -2715922 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -2716037.500000 Penalty: 4825.266602 Iteration 18Q: 3 clusters Score -2716038 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -2716127.000000 Penalty: 4825.266602 Iteration 19Q: 3 clusters Score -2716127 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -2716203.000000 Penalty: 4825.266602 Iteration 20F: 3 clusters Score -2716203 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2716279.750000 Penalty: 4825.266602 Iteration 21Q: 3 clusters Score -2716280 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -2716305.750000 Penalty: 4825.266602 Iteration 22Q: 3 clusters Score -2716306 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15950 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -2716338.500000 Penalty: 4825.266602 Iteration 23Q: 3 clusters Score -2716338 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15988 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -2716368.000000 Penalty: 4825.266602 Iteration 24Q: 3 clusters Score -2716368 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -2716403.750000 Penalty: 4825.266602 Iteration 25Q: 3 clusters Score -2716404 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16063 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -2716420.250000 Penalty: 4825.266602 Iteration 26Q: 3 clusters Score -2716420 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -2716443.250000 Penalty: 4825.266602 Iteration 27Q: 3 clusters Score -2716443 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16107 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -2716451.000000 Penalty: 4825.266602 Iteration 28Q: 3 clusters Score -2716451 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16119 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -2716456.750000 Penalty: 4825.266602 Iteration 29Q: 3 clusters Score -2716457 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16129 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -2716459.500000 Penalty: 4825.266602 Iteration 30Q: 3 clusters Score -2716460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -2716467.750000 Penalty: 4825.266602 Iteration 31Q: 3 clusters Score -2716468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -2716462.750000 Penalty: 4825.266602 Iteration 32Q: 3 clusters Score -2716463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -2716462.750000 Penalty: 4825.266602 Iteration 33F: 3 clusters Score -2716463 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -80004.265625 Penalty: 1552.849976 Iteration 0F: 2 clusters Score -80004.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -78517.312500 Penalty: 3105.699951 Iteration 0F: 3 clusters Score -78517.31 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -78716.054688 Penalty: 3105.699951 Iteration 1F: 3 clusters Score -78716.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -78771.773438 Penalty: 3105.699951 Iteration 2Q: 3 clusters Score -78771.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -78795.101562 Penalty: 3105.699951 Iteration 3Q: 3 clusters Score -78795.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -78807.984375 Penalty: 3105.699951 Iteration 4Q: 3 clusters Score -78807.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -78831.429688 Penalty: 3105.699951 Iteration 5Q: 3 clusters Score -78831.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -78858.156250 Penalty: 3105.699951 Iteration 6Q: 3 clusters Score -78858.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -78892.718750 Penalty: 3105.699951 Iteration 7Q: 3 clusters Score -78892.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -78922.843750 Penalty: 3105.699951 Iteration 8Q: 3 clusters Score -78922.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -78942.859375 Penalty: 3105.699951 Iteration 9Q: 3 clusters Score -78942.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -78952.812500 Penalty: 3105.699951 Iteration 10Q: 3 clusters Score -78952.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -78976.093750 Penalty: 3105.699951 Iteration 11Q: 3 clusters Score -78976.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -79011.851562 Penalty: 3105.699951 Iteration 12Q: 3 clusters Score -79011.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -79027.687500 Penalty: 3105.699951 Iteration 13Q: 3 clusters Score -79027.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -79043.703125 Penalty: 3105.699951 Iteration 14Q: 3 clusters Score -79043.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -79060.015625 Penalty: 3105.699951 Iteration 15Q: 3 clusters Score -79060.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -79076.281250 Penalty: 3105.699951 Iteration 16Q: 3 clusters Score -79076.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -79084.500000 Penalty: 3105.699951 Iteration 17Q: 3 clusters Score -79084.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -79090.500000 Penalty: 3105.699951 Iteration 18Q: 3 clusters Score -79090.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -79090.500000 Penalty: 3105.699951 Iteration 19F: 3 clusters Score -79090.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Entering Unmasked Estep Score: -19157.833984 Penalty: 1255.523560 Iteration 0F: 2 clusters Score -19157.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -18438.615234 Penalty: 2511.047119 Iteration 0F: 3 clusters Score -18438.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18521.660156 Penalty: 2511.047119 Iteration 1F: 3 clusters Score -18521.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -18547.134766 Penalty: 2511.047119 Iteration 2Q: 3 clusters Score -18547.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -18565.449219 Penalty: 2511.047119 Iteration 3Q: 3 clusters Score -18565.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -18582.554688 Penalty: 2511.047119 Iteration 4Q: 3 clusters Score -18582.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -18582.554688 Penalty: 2511.047119 Iteration 5F: 3 clusters Score -18582.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Entering Unmasked Estep Score: -1280572.375000 Penalty: 2219.378174 Iteration 0F: 2 clusters Score -1280572 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1274439.375000 Penalty: 4438.756348 Iteration 0F: 3 clusters Score -1274439 nChanged 3028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1276178.000000 Penalty: 4438.756348 Iteration 1F: 3 clusters Score -1276178 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1276646.000000 Penalty: 4438.756348 Iteration 2F: 3 clusters Score -1276646 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -1277124.375000 Penalty: 4438.756348 Iteration 3F: 3 clusters Score -1277124 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -1277551.750000 Penalty: 4438.756348 Iteration 4F: 3 clusters Score -1277552 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1277916.375000 Penalty: 4438.756348 Iteration 5F: 3 clusters Score -1277916 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1278155.625000 Penalty: 4438.756348 Iteration 6Q: 3 clusters Score -1278156 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1278308.875000 Penalty: 4438.756348 Iteration 7Q: 3 clusters Score -1278309 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -1278395.750000 Penalty: 4438.756348 Iteration 8Q: 3 clusters Score -1278396 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1278465.000000 Penalty: 4438.756348 Iteration 9Q: 3 clusters Score -1278465 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1278518.500000 Penalty: 4438.756348 Iteration 10Q: 3 clusters Score -1278518 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1278560.000000 Penalty: 4438.756348 Iteration 11Q: 3 clusters Score -1278560 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1278589.125000 Penalty: 4438.756348 Iteration 12Q: 3 clusters Score -1278589 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1278614.500000 Penalty: 4438.756348 Iteration 13Q: 3 clusters Score -1278614 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -1278653.875000 Penalty: 4438.756348 Iteration 14Q: 3 clusters Score -1278654 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1278684.000000 Penalty: 4438.756348 Iteration 15Q: 3 clusters Score -1278684 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1278720.750000 Penalty: 4438.756348 Iteration 16Q: 3 clusters Score -1278721 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1278757.750000 Penalty: 4438.756348 Iteration 17Q: 3 clusters Score -1278758 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1278788.500000 Penalty: 4438.756348 Iteration 18Q: 3 clusters Score -1278788 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1278815.500000 Penalty: 4438.756348 Iteration 19Q: 3 clusters Score -1278816 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1278844.125000 Penalty: 4438.756348 Iteration 20F: 3 clusters Score -1278844 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1278877.000000 Penalty: 4438.756348 Iteration 21Q: 3 clusters Score -1278877 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1278901.000000 Penalty: 4438.756348 Iteration 22Q: 3 clusters Score -1278901 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1278938.625000 Penalty: 4438.756348 Iteration 23Q: 3 clusters Score -1278939 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1278970.250000 Penalty: 4438.756348 Iteration 24Q: 3 clusters Score -1278970 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1279004.125000 Penalty: 4438.756348 Iteration 25Q: 3 clusters Score -1279004 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1279037.500000 Penalty: 4438.756348 Iteration 26Q: 3 clusters Score -1279038 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1279072.625000 Penalty: 4438.756348 Iteration 27Q: 3 clusters Score -1279073 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1279102.250000 Penalty: 4438.756348 Iteration 28Q: 3 clusters Score -1279102 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1279138.250000 Penalty: 4438.756348 Iteration 29Q: 3 clusters Score -1279138 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1279164.250000 Penalty: 4438.756348 Iteration 30Q: 3 clusters Score -1279164 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1279189.250000 Penalty: 4438.756348 Iteration 31Q: 3 clusters Score -1279189 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1279211.875000 Penalty: 4438.756348 Iteration 32Q: 3 clusters Score -1279212 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -1279234.750000 Penalty: 4438.756348 Iteration 33Q: 3 clusters Score -1279235 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1279261.000000 Penalty: 4438.756348 Iteration 34Q: 3 clusters Score -1279261 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1279282.000000 Penalty: 4438.756348 Iteration 35Q: 3 clusters Score -1279282 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -1279306.250000 Penalty: 4438.756348 Iteration 36Q: 3 clusters Score -1279306 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -1279327.000000 Penalty: 4438.756348 Iteration 37Q: 3 clusters Score -1279327 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1279348.500000 Penalty: 4438.756348 Iteration 38Q: 3 clusters Score -1279348 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1279365.750000 Penalty: 4438.756348 Iteration 39Q: 3 clusters Score -1279366 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1279385.375000 Penalty: 4438.756348 Iteration 40F: 3 clusters Score -1279385 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -1279396.625000 Penalty: 4438.756348 Iteration 41Q: 3 clusters Score -1279397 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -1279412.375000 Penalty: 4438.756348 Iteration 42Q: 3 clusters Score -1279412 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1279423.875000 Penalty: 4438.756348 Iteration 43Q: 3 clusters Score -1279424 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1279432.750000 Penalty: 4438.756348 Iteration 44Q: 3 clusters Score -1279433 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1279444.125000 Penalty: 4438.756348 Iteration 45Q: 3 clusters Score -1279444 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1279457.875000 Penalty: 4438.756348 Iteration 46Q: 3 clusters Score -1279458 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1279467.125000 Penalty: 4438.756348 Iteration 47Q: 3 clusters Score -1279467 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1279473.375000 Penalty: 4438.756348 Iteration 48Q: 3 clusters Score -1279473 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1279477.750000 Penalty: 4438.756348 Iteration 49Q: 3 clusters Score -1279478 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1279481.000000 Penalty: 4438.756348 Iteration 50Q: 3 clusters Score -1279481 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1279487.000000 Penalty: 4438.756348 Iteration 51Q: 3 clusters Score -1279487 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1279490.500000 Penalty: 4438.756348 Iteration 52Q: 3 clusters Score -1279490 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1279496.000000 Penalty: 4438.756348 Iteration 53Q: 3 clusters Score -1279496 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -1279497.750000 Penalty: 4438.756348 Iteration 54Q: 3 clusters Score -1279498 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1279497.000000 Penalty: 4438.756348 Iteration 55Q: 3 clusters Score -1279497 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1279502.875000 Penalty: 4438.756348 Iteration 56Q: 3 clusters Score -1279503 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1279508.375000 Penalty: 4438.756348 Iteration 57Q: 3 clusters Score -1279508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1279505.500000 Penalty: 4438.756348 Iteration 58Q: 3 clusters Score -1279506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1279507.875000 Penalty: 4438.756348 Iteration 59Q: 3 clusters Score -1279508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1279507.375000 Penalty: 4438.756348 Iteration 60F: 3 clusters Score -1279507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -1279509.750000 Penalty: 4438.756348 Iteration 61Q: 3 clusters Score -1279510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1279508.250000 Penalty: 4438.756348 Iteration 62Q: 3 clusters Score -1279508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1279507.500000 Penalty: 4438.756348 Iteration 63Q: 3 clusters Score -1279508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1279507.875000 Penalty: 4438.756348 Iteration 64Q: 3 clusters Score -1279508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1279511.750000 Penalty: 4438.756348 Iteration 65Q: 3 clusters Score -1279512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -1279512.500000 Penalty: 4438.756348 Iteration 66Q: 3 clusters Score -1279512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1279515.875000 Penalty: 4438.756348 Iteration 67Q: 3 clusters Score -1279516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1279520.750000 Penalty: 4438.756348 Iteration 68Q: 3 clusters Score -1279521 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1279523.750000 Penalty: 4438.756348 Iteration 69Q: 3 clusters Score -1279524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1279524.125000 Penalty: 4438.756348 Iteration 70Q: 3 clusters Score -1279524 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1279528.375000 Penalty: 4438.756348 Iteration 71Q: 3 clusters Score -1279528 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1279527.750000 Penalty: 4438.756348 Iteration 72Q: 3 clusters Score -1279528 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1279527.875000 Penalty: 4438.756348 Iteration 73Q: 3 clusters Score -1279528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -1279532.250000 Penalty: 4438.756348 Iteration 74Q: 3 clusters Score -1279532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1279535.625000 Penalty: 4438.756348 Iteration 75Q: 3 clusters Score -1279536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1279536.375000 Penalty: 4438.756348 Iteration 76Q: 3 clusters Score -1279536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1279537.875000 Penalty: 4438.756348 Iteration 77Q: 3 clusters Score -1279538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1279539.000000 Penalty: 4438.756348 Iteration 78Q: 3 clusters Score -1279539 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1279539.250000 Penalty: 4438.756348 Iteration 79Q: 3 clusters Score -1279539 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -1279539.250000 Penalty: 4438.756348 Iteration 80F: 3 clusters Score -1279539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1279541.500000 Penalty: 4438.756348 Iteration 81Q: 3 clusters Score -1279542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1279545.000000 Penalty: 4438.756348 Iteration 82Q: 3 clusters Score -1279545 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1279544.750000 Penalty: 4438.756348 Iteration 83Q: 3 clusters Score -1279545 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1279545.875000 Penalty: 4438.756348 Iteration 84Q: 3 clusters Score -1279546 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -1279544.875000 Penalty: 4438.756348 Iteration 85Q: 3 clusters Score -1279545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1279545.500000 Penalty: 4438.756348 Iteration 86Q: 3 clusters Score -1279546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1279547.875000 Penalty: 4438.756348 Iteration 87Q: 3 clusters Score -1279548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1279550.000000 Penalty: 4438.756348 Iteration 88Q: 3 clusters Score -1279550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1279548.625000 Penalty: 4438.756348 Iteration 89Q: 3 clusters Score -1279549 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1279548.625000 Penalty: 4438.756348 Iteration 90F: 3 clusters Score -1279549 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Entering Unmasked Estep Score: -146435.609375 Penalty: 1717.791138 Iteration 0F: 2 clusters Score -146435.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -144549.531250 Penalty: 3435.582275 Iteration 0F: 3 clusters Score -144549.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -144983.062500 Penalty: 3435.582275 Iteration 1F: 3 clusters Score -144983.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -145229.984375 Penalty: 3435.582275 Iteration 2F: 3 clusters Score -145230 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -145459.656250 Penalty: 3435.582275 Iteration 3F: 3 clusters Score -145459.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -145637.781250 Penalty: 3435.582275 Iteration 4F: 3 clusters Score -145637.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -145755.328125 Penalty: 3435.582275 Iteration 5Q: 3 clusters Score -145755.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -145830.906250 Penalty: 3435.582275 Iteration 6Q: 3 clusters Score -145830.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -145895.328125 Penalty: 3435.582275 Iteration 7Q: 3 clusters Score -145895.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -145926.078125 Penalty: 3435.582275 Iteration 8Q: 3 clusters Score -145926.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -145936.953125 Penalty: 3435.582275 Iteration 9Q: 3 clusters Score -145937 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -145939.937500 Penalty: 3435.582275 Iteration 10Q: 3 clusters Score -145939.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -145942.109375 Penalty: 3435.582275 Iteration 11Q: 3 clusters Score -145942.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -145943.375000 Penalty: 3435.582275 Iteration 12Q: 3 clusters Score -145943.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -145943.375000 Penalty: 3435.582275 Iteration 13F: 3 clusters Score -145943.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (10007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Entering Unmasked Estep Score: -1711337.000000 Penalty: 2284.338135 Iteration 0F: 2 clusters Score -1711337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1703665.250000 Penalty: 4568.676270 Iteration 0F: 3 clusters Score -1703665 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1705810.125000 Penalty: 4568.676270 Iteration 1F: 3 clusters Score -1705810 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -1706113.625000 Penalty: 4568.676270 Iteration 2F: 3 clusters Score -1706114 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1706306.500000 Penalty: 4568.676270 Iteration 3Q: 3 clusters Score -1706306 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1706445.125000 Penalty: 4568.676270 Iteration 4Q: 3 clusters Score -1706445 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1706561.500000 Penalty: 4568.676270 Iteration 5Q: 3 clusters Score -1706562 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1706677.000000 Penalty: 4568.676270 Iteration 6Q: 3 clusters Score -1706677 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1706799.875000 Penalty: 4568.676270 Iteration 7Q: 3 clusters Score -1706800 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1706919.625000 Penalty: 4568.676270 Iteration 8Q: 3 clusters Score -1706920 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1707043.750000 Penalty: 4568.676270 Iteration 9Q: 3 clusters Score -1707044 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1707192.250000 Penalty: 4568.676270 Iteration 10Q: 3 clusters Score -1707192 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1707366.000000 Penalty: 4568.676270 Iteration 11Q: 3 clusters Score -1707366 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1707576.000000 Penalty: 4568.676270 Iteration 12Q: 3 clusters Score -1707576 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1707801.500000 Penalty: 4568.676270 Iteration 13Q: 3 clusters Score -1707802 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1708077.500000 Penalty: 4568.676270 Iteration 14Q: 3 clusters Score -1708078 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1708348.250000 Penalty: 4568.676270 Iteration 15Q: 3 clusters Score -1708348 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1708612.500000 Penalty: 4568.676270 Iteration 16Q: 3 clusters Score -1708612 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1708844.625000 Penalty: 4568.676270 Iteration 17Q: 3 clusters Score -1708845 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1708999.625000 Penalty: 4568.676270 Iteration 18Q: 3 clusters Score -1709000 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1709114.125000 Penalty: 4568.676270 Iteration 19Q: 3 clusters Score -1709114 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1709188.500000 Penalty: 4568.676270 Iteration 20F: 3 clusters Score -1709188 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1709244.125000 Penalty: 4568.676270 Iteration 21Q: 3 clusters Score -1709244 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1709280.250000 Penalty: 4568.676270 Iteration 22Q: 3 clusters Score -1709280 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1709314.875000 Penalty: 4568.676270 Iteration 23Q: 3 clusters Score -1709315 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1709341.500000 Penalty: 4568.676270 Iteration 24Q: 3 clusters Score -1709342 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1709359.000000 Penalty: 4568.676270 Iteration 25Q: 3 clusters Score -1709359 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -1709373.750000 Penalty: 4568.676270 Iteration 26Q: 3 clusters Score -1709374 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1709382.875000 Penalty: 4568.676270 Iteration 27Q: 3 clusters Score -1709383 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1709390.125000 Penalty: 4568.676270 Iteration 28Q: 3 clusters Score -1709390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1709397.250000 Penalty: 4568.676270 Iteration 29Q: 3 clusters Score -1709397 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1709400.000000 Penalty: 4568.676270 Iteration 30Q: 3 clusters Score -1709400 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1709402.250000 Penalty: 4568.676270 Iteration 31Q: 3 clusters Score -1709402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9673 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1709402.875000 Penalty: 4568.676270 Iteration 32Q: 3 clusters Score -1709403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1709405.250000 Penalty: 4568.676270 Iteration 33Q: 3 clusters Score -1709405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1709409.375000 Penalty: 4568.676270 Iteration 34Q: 3 clusters Score -1709409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1709409.375000 Penalty: 4568.676270 Iteration 35F: 3 clusters Score -1709409 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (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: -21299.578125 Penalty: 1291.952515 Iteration 0F: 2 clusters Score -21299.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -20358.402344 Penalty: 2583.905029 Iteration 0F: 3 clusters Score -20358.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -20453.832031 Penalty: 2583.905029 Iteration 1F: 3 clusters Score -20453.83 nChanged 4 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: -20464.519531 Penalty: 2583.905029 Iteration 2Q: 3 clusters Score -20464.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -20475.912109 Penalty: 2583.905029 Iteration 3Q: 3 clusters Score -20475.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -20493.937500 Penalty: 2583.905029 Iteration 4Q: 3 clusters Score -20493.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -20503.453125 Penalty: 2583.905029 Iteration 5Q: 3 clusters Score -20503.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -20503.453125 Penalty: 2583.905029 Iteration 6F: 3 clusters Score -20503.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (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: -278298.562500 Penalty: 1863.670288 Iteration 0F: 2 clusters Score -278298.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -275783.875000 Penalty: 3727.340576 Iteration 0F: 3 clusters Score -275783.9 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -276252.718750 Penalty: 3727.340576 Iteration 1F: 3 clusters Score -276252.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -276419.187500 Penalty: 3727.340576 Iteration 2F: 3 clusters Score -276419.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -276508.406250 Penalty: 3727.340576 Iteration 3F: 3 clusters Score -276508.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -276576.031250 Penalty: 3727.340576 Iteration 4Q: 3 clusters Score -276576 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -276646.187500 Penalty: 3727.340576 Iteration 5Q: 3 clusters Score -276646.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -276724.843750 Penalty: 3727.340576 Iteration 6Q: 3 clusters Score -276724.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -276783.281250 Penalty: 3727.340576 Iteration 7Q: 3 clusters Score -276783.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -276831.625000 Penalty: 3727.340576 Iteration 8Q: 3 clusters Score -276831.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -276873.062500 Penalty: 3727.340576 Iteration 9Q: 3 clusters Score -276873.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -276901.781250 Penalty: 3727.340576 Iteration 10Q: 3 clusters Score -276901.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -276924.531250 Penalty: 3727.340576 Iteration 11Q: 3 clusters Score -276924.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -276947.687500 Penalty: 3727.340576 Iteration 12Q: 3 clusters Score -276947.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -276968.625000 Penalty: 3727.340576 Iteration 13Q: 3 clusters Score -276968.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -276990.718750 Penalty: 3727.340576 Iteration 14Q: 3 clusters Score -276990.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -277004.156250 Penalty: 3727.340576 Iteration 15Q: 3 clusters Score -277004.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -277009.687500 Penalty: 3727.340576 Iteration 16Q: 3 clusters Score -277009.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -277015.125000 Penalty: 3727.340576 Iteration 17Q: 3 clusters Score -277015.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -277017.375000 Penalty: 3727.340576 Iteration 18Q: 3 clusters Score -277017.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -277021.437500 Penalty: 3727.340576 Iteration 19Q: 3 clusters Score -277021.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -277025.406250 Penalty: 3727.340576 Iteration 20F: 3 clusters Score -277025.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -277027.093750 Penalty: 3727.340576 Iteration 21Q: 3 clusters Score -277027.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -277027.937500 Penalty: 3727.340576 Iteration 22Q: 3 clusters Score -277027.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -277028.093750 Penalty: 3727.340576 Iteration 23Q: 3 clusters Score -277028.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -277028.468750 Penalty: 3727.340576 Iteration 24Q: 3 clusters Score -277028.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -277028.875000 Penalty: 3727.340576 Iteration 25Q: 3 clusters Score -277028.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -277028.968750 Penalty: 3727.340576 Iteration 26Q: 3 clusters Score -277029 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -277029.562500 Penalty: 3727.340576 Iteration 27Q: 3 clusters Score -277029.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -277029.562500 Penalty: 3727.340576 Iteration 28F: 3 clusters Score -277029.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10277 members Mstep: Class 9 contains 21707 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9612 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5185 members Mstep: Class 15 contains 10439 members Mstep: Class 16 contains 46966 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 21422 members Mstep: Class 20 contains 7259 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 15027 members Mstep: Class 25 contains 24300 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4130 members Mstep: Class 28 contains 47928 members Mstep: Class 29 contains 8983 members Mstep: Class 30 contains 16787 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7701 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10007 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1835 members Entering Unmasked Estep ConsiderDeletion Score: -51829816.000000 Penalty: 119540.773438 Iteration 119Q: 39 clusters Score -5.182982e+07 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2972 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 10279 members Mstep: Class 9 contains 21694 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9442 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5189 members Mstep: Class 15 contains 10440 members Mstep: Class 16 contains 48337 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 20559 members Mstep: Class 20 contains 7257 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10231 members Mstep: Class 23 contains 1678 members Mstep: Class 24 contains 14954 members Mstep: Class 25 contains 24285 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4108 members Mstep: Class 28 contains 47825 members Mstep: Class 29 contains 8957 members Mstep: Class 30 contains 16703 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 7699 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10007 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1834 members Mstep: Class 38 contains 9077 members Entering Unmasked Estep ConsiderDeletion Score: -51830428.000000 Penalty: 119540.773438 Iteration 120F: 39 clusters Score -5.183043e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 10267 members Mstep: Class 9 contains 21683 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5192 members Mstep: Class 15 contains 10440 members Mstep: Class 16 contains 49164 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 19936 members Mstep: Class 20 contains 7252 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10232 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 14909 members Mstep: Class 25 contains 24270 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4108 members Mstep: Class 28 contains 47796 members Mstep: Class 29 contains 8937 members Mstep: Class 30 contains 16664 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7703 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10010 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1835 members Mstep: Class 38 contains 9132 members Entering Unmasked Estep ConsiderDeletion Score: -51830588.000000 Penalty: 119540.773438 Iteration 121Q: 39 clusters Score -5.183059e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 10248 members Mstep: Class 9 contains 21672 members Mstep: Class 10 contains 438 members Mstep: Class 11 contains 9295 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5194 members Mstep: Class 15 contains 10442 members Mstep: Class 16 contains 49619 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 19468 members Mstep: Class 20 contains 7247 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1683 members Mstep: Class 24 contains 14872 members Mstep: Class 25 contains 24269 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4120 members Mstep: Class 28 contains 47814 members Mstep: Class 29 contains 8911 members Mstep: Class 30 contains 16648 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7714 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10013 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1841 members Mstep: Class 38 contains 9256 members Entering Unmasked Estep ConsiderDeletion Score: -51830808.000000 Penalty: 119540.773438 Iteration 122Q: 39 clusters Score -5.183081e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10233 members Mstep: Class 9 contains 21659 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9269 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5197 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 49856 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 19141 members Mstep: Class 20 contains 7240 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1688 members Mstep: Class 24 contains 14849 members Mstep: Class 25 contains 24263 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4134 members Mstep: Class 28 contains 47845 members Mstep: Class 29 contains 8896 members Mstep: Class 30 contains 16636 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7719 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10014 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1843 members Mstep: Class 38 contains 9400 members Entering Unmasked Estep ConsiderDeletion Score: -51830868.000000 Penalty: 119540.773438 Iteration 123Q: 39 clusters Score -5.183087e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2972 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10227 members Mstep: Class 9 contains 21648 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9241 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5198 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 49978 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 18854 members Mstep: Class 20 contains 7231 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1693 members Mstep: Class 24 contains 14850 members Mstep: Class 25 contains 24252 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4137 members Mstep: Class 28 contains 47892 members Mstep: Class 29 contains 8893 members Mstep: Class 30 contains 16633 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7726 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10015 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1844 members Mstep: Class 38 contains 9567 members Entering Unmasked Estep ConsiderDeletion Score: -51831004.000000 Penalty: 119540.773438 Iteration 124Q: 39 clusters Score -5.1831e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10225 members Mstep: Class 9 contains 21641 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9229 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5199 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 50041 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 18648 members Mstep: Class 20 contains 7228 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1697 members Mstep: Class 24 contains 14844 members Mstep: Class 25 contains 24237 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4138 members Mstep: Class 28 contains 47896 members Mstep: Class 29 contains 8889 members Mstep: Class 30 contains 16623 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7731 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10019 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1846 members Mstep: Class 38 contains 9747 members Entering Unmasked Estep ConsiderDeletion Score: -51831020.000000 Penalty: 119540.773438 Iteration 125Q: 39 clusters Score -5.183102e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 3276 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10221 members Mstep: Class 9 contains 21635 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9215 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5202 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 50058 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 18484 members Mstep: Class 20 contains 7224 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1697 members Mstep: Class 24 contains 14834 members Mstep: Class 25 contains 24222 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4144 members Mstep: Class 28 contains 47916 members Mstep: Class 29 contains 8886 members Mstep: Class 30 contains 16600 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7737 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10025 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1848 members Mstep: Class 38 contains 9932 members Entering Unmasked Estep ConsiderDeletion Score: -51831140.000000 Penalty: 119540.773438 Iteration 126Q: 39 clusters Score -5.183114e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 3274 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10207 members Mstep: Class 9 contains 21630 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9205 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5206 members Mstep: Class 15 contains 10451 members Mstep: Class 16 contains 50032 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 18337 members Mstep: Class 20 contains 7226 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1700 members Mstep: Class 24 contains 14824 members Mstep: Class 25 contains 24213 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4148 members Mstep: Class 28 contains 47938 members Mstep: Class 29 contains 8881 members Mstep: Class 30 contains 16591 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7743 members Mstep: Class 34 contains 1018 members Mstep: Class 35 contains 10030 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1852 members Mstep: Class 38 contains 10116 members Entering Unmasked Estep ConsiderDeletion Score: -51831136.000000 Penalty: 119540.773438 Iteration 127Q: 39 clusters Score -5.183114e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10192 members Mstep: Class 9 contains 21628 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9198 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5210 members Mstep: Class 15 contains 10452 members Mstep: Class 16 contains 49984 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 18210 members Mstep: Class 20 contains 7227 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1702 members Mstep: Class 24 contains 14812 members Mstep: Class 25 contains 24200 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4160 members Mstep: Class 28 contains 47958 members Mstep: Class 29 contains 8883 members Mstep: Class 30 contains 16578 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7748 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10033 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1856 members Mstep: Class 38 contains 10299 members Entering Unmasked Estep ConsiderDeletion Score: -51831156.000000 Penalty: 119540.773438 Iteration 128Q: 39 clusters Score -5.183116e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 3274 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10178 members Mstep: Class 9 contains 21627 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9193 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5213 members Mstep: Class 15 contains 10453 members Mstep: Class 16 contains 49907 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 18080 members Mstep: Class 20 contains 7228 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1703 members Mstep: Class 24 contains 14808 members Mstep: Class 25 contains 24194 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4176 members Mstep: Class 28 contains 47978 members Mstep: Class 29 contains 8871 members Mstep: Class 30 contains 16572 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7751 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10036 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1859 members Mstep: Class 38 contains 10504 members Entering Unmasked Estep ConsiderDeletion Score: -51831384.000000 Penalty: 119540.773438 Iteration 129Q: 39 clusters Score -5.183138e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10155 members Mstep: Class 9 contains 21625 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9192 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5217 members Mstep: Class 15 contains 10456 members Mstep: Class 16 contains 49843 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17952 members Mstep: Class 20 contains 7225 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10233 members Mstep: Class 23 contains 1706 members Mstep: Class 24 contains 14799 members Mstep: Class 25 contains 24185 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4186 members Mstep: Class 28 contains 48009 members Mstep: Class 29 contains 8860 members Mstep: Class 30 contains 16559 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7759 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10042 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1859 members Mstep: Class 38 contains 10700 members Entering Unmasked Estep ConsiderDeletion Score: -51831368.000000 Penalty: 119540.773438 Iteration 130Q: 39 clusters Score -5.183137e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10134 members Mstep: Class 9 contains 21621 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9194 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5219 members Mstep: Class 15 contains 10462 members Mstep: Class 16 contains 49793 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17832 members Mstep: Class 20 contains 7225 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1707 members Mstep: Class 24 contains 14787 members Mstep: Class 25 contains 24176 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4201 members Mstep: Class 28 contains 48041 members Mstep: Class 29 contains 8844 members Mstep: Class 30 contains 16542 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7763 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10047 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1859 members Mstep: Class 38 contains 10876 members Entering Unmasked Estep ConsiderDeletion Score: -51831412.000000 Penalty: 119540.773438 Iteration 131Q: 39 clusters Score -5.183141e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10109 members Mstep: Class 9 contains 21620 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9197 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5220 members Mstep: Class 15 contains 10466 members Mstep: Class 16 contains 49713 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17734 members Mstep: Class 20 contains 7225 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1708 members Mstep: Class 24 contains 14779 members Mstep: Class 25 contains 24170 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4205 members Mstep: Class 28 contains 48070 members Mstep: Class 29 contains 8836 members Mstep: Class 30 contains 16533 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7769 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10049 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1858 members Mstep: Class 38 contains 11060 members Entering Unmasked Estep ConsiderDeletion Score: -51831392.000000 Penalty: 119540.773438 Iteration 132Q: 39 clusters Score -5.183139e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10092 members Mstep: Class 9 contains 21616 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9198 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5221 members Mstep: Class 15 contains 10468 members Mstep: Class 16 contains 49663 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17638 members Mstep: Class 20 contains 7223 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1710 members Mstep: Class 24 contains 14773 members Mstep: Class 25 contains 24168 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4213 members Mstep: Class 28 contains 48092 members Mstep: Class 29 contains 8831 members Mstep: Class 30 contains 16528 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7771 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10053 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1858 members Mstep: Class 38 contains 11204 members Entering Unmasked Estep ConsiderDeletion Score: -51831408.000000 Penalty: 119540.773438 Iteration 133Q: 39 clusters Score -5.183141e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10087 members Mstep: Class 9 contains 21613 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9201 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5221 members Mstep: Class 15 contains 10470 members Mstep: Class 16 contains 49578 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17542 members Mstep: Class 20 contains 7222 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1711 members Mstep: Class 24 contains 14762 members Mstep: Class 25 contains 24166 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4221 members Mstep: Class 28 contains 48114 members Mstep: Class 29 contains 8829 members Mstep: Class 30 contains 16518 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7774 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10061 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1860 members Mstep: Class 38 contains 11370 members Entering Unmasked Estep ConsiderDeletion Score: -51831444.000000 Penalty: 119540.773438 Iteration 134Q: 39 clusters Score -5.183144e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2972 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10079 members Mstep: Class 9 contains 21612 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 9197 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5221 members Mstep: Class 15 contains 10472 members Mstep: Class 16 contains 49494 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17446 members Mstep: Class 20 contains 7220 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14754 members Mstep: Class 25 contains 24163 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4226 members Mstep: Class 28 contains 48140 members Mstep: Class 29 contains 8818 members Mstep: Class 30 contains 16517 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7780 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10070 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1863 members Mstep: Class 38 contains 11537 members Entering Unmasked Estep ConsiderDeletion Score: -51831472.000000 Penalty: 119540.773438 Iteration 135Q: 39 clusters Score -5.183147e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10076 members Mstep: Class 9 contains 21610 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9191 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5221 members Mstep: Class 15 contains 10472 members Mstep: Class 16 contains 49391 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17375 members Mstep: Class 20 contains 7216 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14752 members Mstep: Class 25 contains 24163 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4227 members Mstep: Class 28 contains 48150 members Mstep: Class 29 contains 8816 members Mstep: Class 30 contains 16515 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7782 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10077 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1864 members Mstep: Class 38 contains 11711 members Entering Unmasked Estep ConsiderDeletion Score: -51831460.000000 Penalty: 119540.773438 Iteration 136Q: 39 clusters Score -5.183146e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2972 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10073 members Mstep: Class 9 contains 21612 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9187 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5221 members Mstep: Class 15 contains 10473 members Mstep: Class 16 contains 49296 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17317 members Mstep: Class 20 contains 7215 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14745 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4227 members Mstep: Class 28 contains 48155 members Mstep: Class 29 contains 8810 members Mstep: Class 30 contains 16503 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7785 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10083 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1865 members Mstep: Class 38 contains 11877 members Entering Unmasked Estep ConsiderDeletion Score: -51831584.000000 Penalty: 119540.773438 Iteration 137Q: 39 clusters Score -5.183158e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10072 members Mstep: Class 9 contains 21610 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9184 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5222 members Mstep: Class 15 contains 10474 members Mstep: Class 16 contains 49178 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17243 members Mstep: Class 20 contains 7214 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14740 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4232 members Mstep: Class 28 contains 48170 members Mstep: Class 29 contains 8809 members Mstep: Class 30 contains 16496 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7788 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10090 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1866 members Mstep: Class 38 contains 12058 members Entering Unmasked Estep ConsiderDeletion Score: -51831516.000000 Penalty: 119540.773438 Iteration 138Q: 39 clusters Score -5.183152e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10068 members Mstep: Class 9 contains 21608 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9175 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5223 members Mstep: Class 15 contains 10475 members Mstep: Class 16 contains 49085 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17172 members Mstep: Class 20 contains 7215 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14730 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4238 members Mstep: Class 28 contains 48178 members Mstep: Class 29 contains 8807 members Mstep: Class 30 contains 16487 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7794 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10093 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1867 members Mstep: Class 38 contains 12230 members Entering Unmasked Estep ConsiderDeletion Score: -51831628.000000 Penalty: 119540.773438 Iteration 139Q: 39 clusters Score -5.183163e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2971 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10068 members Mstep: Class 9 contains 21608 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9169 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5225 members Mstep: Class 15 contains 10477 members Mstep: Class 16 contains 48994 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17107 members Mstep: Class 20 contains 7215 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14724 members Mstep: Class 25 contains 24166 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4241 members Mstep: Class 28 contains 48183 members Mstep: Class 29 contains 8805 members Mstep: Class 30 contains 16477 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7797 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10098 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1864 members Mstep: Class 38 contains 12392 members Entering Unmasked Estep ConsiderDeletion Score: -51831804.000000 Penalty: 119540.773438 Iteration 140F: 39 clusters Score -5.18318e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10067 members Mstep: Class 9 contains 21613 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9169 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5225 members Mstep: Class 15 contains 10479 members Mstep: Class 16 contains 48902 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17054 members Mstep: Class 20 contains 7213 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14722 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4237 members Mstep: Class 28 contains 48183 members Mstep: Class 29 contains 8797 members Mstep: Class 30 contains 16467 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7798 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10104 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1866 members Mstep: Class 38 contains 12550 members Entering Unmasked Estep ConsiderDeletion Score: -51831824.000000 Penalty: 119540.773438 Iteration 141Q: 39 clusters Score -5.183182e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10065 members Mstep: Class 9 contains 21612 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9167 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5226 members Mstep: Class 15 contains 10481 members Mstep: Class 16 contains 48789 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 17001 members Mstep: Class 20 contains 7211 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14715 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4235 members Mstep: Class 28 contains 48191 members Mstep: Class 29 contains 8795 members Mstep: Class 30 contains 16460 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7801 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10109 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1865 members Mstep: Class 38 contains 12724 members Entering Unmasked Estep ConsiderDeletion Score: -51831720.000000 Penalty: 119540.773438 Iteration 142Q: 39 clusters Score -5.183172e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10061 members Mstep: Class 9 contains 21612 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9163 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5225 members Mstep: Class 15 contains 10484 members Mstep: Class 16 contains 48658 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16960 members Mstep: Class 20 contains 7210 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14709 members Mstep: Class 25 contains 24163 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4237 members Mstep: Class 28 contains 48196 members Mstep: Class 29 contains 8794 members Mstep: Class 30 contains 16455 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7804 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10114 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1865 members Mstep: Class 38 contains 12901 members Entering Unmasked Estep ConsiderDeletion Score: -51831760.000000 Penalty: 119540.773438 Iteration 143Q: 39 clusters Score -5.183176e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12715 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10058 members Mstep: Class 9 contains 21615 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9162 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5224 members Mstep: Class 15 contains 10488 members Mstep: Class 16 contains 48557 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16919 members Mstep: Class 20 contains 7208 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1712 members Mstep: Class 24 contains 14699 members Mstep: Class 25 contains 24158 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4234 members Mstep: Class 28 contains 48197 members Mstep: Class 29 contains 8793 members Mstep: Class 30 contains 16445 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7806 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10122 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1864 members Mstep: Class 38 contains 13059 members Entering Unmasked Estep ConsiderDeletion Score: -51831868.000000 Penalty: 119540.773438 Iteration 144Q: 39 clusters Score -5.183187e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3278 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10059 members Mstep: Class 9 contains 21616 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9156 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5224 members Mstep: Class 15 contains 10489 members Mstep: Class 16 contains 48471 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16881 members Mstep: Class 20 contains 7205 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1713 members Mstep: Class 24 contains 14693 members Mstep: Class 25 contains 24150 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4232 members Mstep: Class 28 contains 48195 members Mstep: Class 29 contains 8792 members Mstep: Class 30 contains 16434 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7810 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10132 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1863 members Mstep: Class 38 contains 13204 members Entering Unmasked Estep ConsiderDeletion Score: -51831904.000000 Penalty: 119540.773438 Iteration 145Q: 39 clusters Score -5.18319e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3276 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10056 members Mstep: Class 9 contains 21615 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9143 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5224 members Mstep: Class 15 contains 10491 members Mstep: Class 16 contains 48399 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16847 members Mstep: Class 20 contains 7202 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1714 members Mstep: Class 24 contains 14682 members Mstep: Class 25 contains 24151 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4231 members Mstep: Class 28 contains 48195 members Mstep: Class 29 contains 8787 members Mstep: Class 30 contains 16434 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7811 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10137 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1862 members Mstep: Class 38 contains 13338 members Entering Unmasked Estep ConsiderDeletion Score: -51831968.000000 Penalty: 119540.773438 Iteration 146Q: 39 clusters Score -5.183197e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3276 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10057 members Mstep: Class 9 contains 21612 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9138 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5224 members Mstep: Class 15 contains 10492 members Mstep: Class 16 contains 48317 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16810 members Mstep: Class 20 contains 7199 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14669 members Mstep: Class 25 contains 24153 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4230 members Mstep: Class 28 contains 48203 members Mstep: Class 29 contains 8787 members Mstep: Class 30 contains 16428 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7812 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10139 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1862 members Mstep: Class 38 contains 13471 members Entering Unmasked Estep ConsiderDeletion Score: -51831952.000000 Penalty: 119540.773438 Iteration 147Q: 39 clusters Score -5.183195e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10057 members Mstep: Class 9 contains 21609 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9132 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5225 members Mstep: Class 15 contains 10493 members Mstep: Class 16 contains 48246 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16776 members Mstep: Class 20 contains 7197 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14654 members Mstep: Class 25 contains 24155 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4230 members Mstep: Class 28 contains 48202 members Mstep: Class 29 contains 8786 members Mstep: Class 30 contains 16430 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7814 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10140 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1860 members Mstep: Class 38 contains 13598 members Entering Unmasked Estep ConsiderDeletion Score: -51832024.000000 Penalty: 119540.773438 Iteration 148Q: 39 clusters Score -5.183202e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10053 members Mstep: Class 9 contains 21608 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9128 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5225 members Mstep: Class 15 contains 10493 members Mstep: Class 16 contains 48173 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16738 members Mstep: Class 20 contains 7195 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14644 members Mstep: Class 25 contains 24155 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4235 members Mstep: Class 28 contains 48208 members Mstep: Class 29 contains 8783 members Mstep: Class 30 contains 16425 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7814 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10144 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1860 members Mstep: Class 38 contains 13723 members Entering Unmasked Estep ConsiderDeletion Score: -51831968.000000 Penalty: 119540.773438 Iteration 149Q: 39 clusters Score -5.183197e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10051 members Mstep: Class 9 contains 21609 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9114 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5226 members Mstep: Class 15 contains 10493 members Mstep: Class 16 contains 48116 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16708 members Mstep: Class 20 contains 7194 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14631 members Mstep: Class 25 contains 24156 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4235 members Mstep: Class 28 contains 48213 members Mstep: Class 29 contains 8786 members Mstep: Class 30 contains 16421 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7815 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10147 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1860 members Mstep: Class 38 contains 13829 members Entering Unmasked Estep ConsiderDeletion Score: -51831988.000000 Penalty: 119540.773438 Iteration 150Q: 39 clusters Score -5.183199e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10046 members Mstep: Class 9 contains 21609 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9102 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5226 members Mstep: Class 15 contains 10494 members Mstep: Class 16 contains 48063 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16681 members Mstep: Class 20 contains 7193 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14620 members Mstep: Class 25 contains 24155 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4239 members Mstep: Class 28 contains 48216 members Mstep: Class 29 contains 8784 members Mstep: Class 30 contains 16418 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7816 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10147 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1861 members Mstep: Class 38 contains 13934 members Entering Unmasked Estep ConsiderDeletion Score: -51832040.000000 Penalty: 119540.773438 Iteration 151Q: 39 clusters Score -5.183204e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10043 members Mstep: Class 9 contains 21608 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9097 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5226 members Mstep: Class 15 contains 10495 members Mstep: Class 16 contains 48024 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16651 members Mstep: Class 20 contains 7192 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14614 members Mstep: Class 25 contains 24156 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4235 members Mstep: Class 28 contains 48217 members Mstep: Class 29 contains 8778 members Mstep: Class 30 contains 16418 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7816 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10147 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1864 members Mstep: Class 38 contains 14023 members Entering Unmasked Estep ConsiderDeletion Score: -51832036.000000 Penalty: 119540.773438 Iteration 152Q: 39 clusters Score -5.183204e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10042 members Mstep: Class 9 contains 21606 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9089 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5226 members Mstep: Class 15 contains 10497 members Mstep: Class 16 contains 48005 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16617 members Mstep: Class 20 contains 7192 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14602 members Mstep: Class 25 contains 24158 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4236 members Mstep: Class 28 contains 48213 members Mstep: Class 29 contains 8772 members Mstep: Class 30 contains 16416 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7819 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10147 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1864 members Mstep: Class 38 contains 14103 members Entering Unmasked Estep ConsiderDeletion Score: -51832160.000000 Penalty: 119540.773438 Iteration 153Q: 39 clusters Score -5.183216e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10042 members Mstep: Class 9 contains 21606 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9086 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5226 members Mstep: Class 15 contains 10497 members Mstep: Class 16 contains 47969 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16589 members Mstep: Class 20 contains 7191 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1717 members Mstep: Class 24 contains 14588 members Mstep: Class 25 contains 24159 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4235 members Mstep: Class 28 contains 48210 members Mstep: Class 29 contains 8769 members Mstep: Class 30 contains 16415 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7820 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10148 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1865 members Mstep: Class 38 contains 14189 members Entering Unmasked Estep ConsiderDeletion Score: -51832224.000000 Penalty: 119540.773438 Iteration 154Q: 39 clusters Score -5.183222e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10042 members Mstep: Class 9 contains 21604 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9080 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5227 members Mstep: Class 15 contains 10499 members Mstep: Class 16 contains 47941 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16559 members Mstep: Class 20 contains 7189 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1718 members Mstep: Class 24 contains 14573 members Mstep: Class 25 contains 24159 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4240 members Mstep: Class 28 contains 48210 members Mstep: Class 29 contains 8759 members Mstep: Class 30 contains 16411 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7821 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10149 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1865 members Mstep: Class 38 contains 14275 members Entering Unmasked Estep ConsiderDeletion Score: -51832156.000000 Penalty: 119540.773438 Iteration 155Q: 39 clusters Score -5.183216e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10041 members Mstep: Class 9 contains 21601 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9071 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5227 members Mstep: Class 15 contains 10504 members Mstep: Class 16 contains 47904 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16530 members Mstep: Class 20 contains 7186 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1718 members Mstep: Class 24 contains 14563 members Mstep: Class 25 contains 24158 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4241 members Mstep: Class 28 contains 48212 members Mstep: Class 29 contains 8755 members Mstep: Class 30 contains 16406 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10149 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1868 members Mstep: Class 38 contains 14365 members Entering Unmasked Estep ConsiderDeletion Score: -51832256.000000 Penalty: 119540.773438 Iteration 156Q: 39 clusters Score -5.183226e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10039 members Mstep: Class 9 contains 21602 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9061 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5227 members Mstep: Class 15 contains 10509 members Mstep: Class 16 contains 47875 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16494 members Mstep: Class 20 contains 7183 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1718 members Mstep: Class 24 contains 14553 members Mstep: Class 25 contains 24154 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4246 members Mstep: Class 28 contains 48217 members Mstep: Class 29 contains 8749 members Mstep: Class 30 contains 16399 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10153 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1869 members Mstep: Class 38 contains 14452 members Entering Unmasked Estep ConsiderDeletion Score: -51832300.000000 Penalty: 119540.773438 Iteration 157Q: 39 clusters Score -5.18323e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10038 members Mstep: Class 9 contains 21603 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9055 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10515 members Mstep: Class 16 contains 47842 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16450 members Mstep: Class 20 contains 7179 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14545 members Mstep: Class 25 contains 24154 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4247 members Mstep: Class 28 contains 48226 members Mstep: Class 29 contains 8745 members Mstep: Class 30 contains 16387 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10159 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1868 members Mstep: Class 38 contains 14540 members Entering Unmasked Estep ConsiderDeletion Score: -51832368.000000 Penalty: 119540.773438 Iteration 158Q: 39 clusters Score -5.183237e+07 nChanged 197 Entering ConstructFrom: Score: -51832368.000000 Penalty: 119540.773438 Entering ConstructFrom: Trying to split cluster 1 (3858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Entering Unmasked Estep Score: -594968.750000 Penalty: 2047.960205 Iteration 0F: 2 clusters Score -594968.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -591131.187500 Penalty: 4095.920410 Iteration 0F: 3 clusters Score -591131.2 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -592034.000000 Penalty: 4095.920410 Iteration 1F: 3 clusters Score -592034 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -592343.875000 Penalty: 4095.920410 Iteration 2F: 3 clusters Score -592343.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -592645.812500 Penalty: 4095.920410 Iteration 3F: 3 clusters Score -592645.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -593000.812500 Penalty: 4095.920410 Iteration 4F: 3 clusters Score -593000.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -593328.125000 Penalty: 4095.920410 Iteration 5F: 3 clusters Score -593328.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -593531.437500 Penalty: 4095.920410 Iteration 6F: 3 clusters Score -593531.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -593636.562500 Penalty: 4095.920410 Iteration 7Q: 3 clusters Score -593636.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -593697.062500 Penalty: 4095.920410 Iteration 8Q: 3 clusters Score -593697.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -593745.500000 Penalty: 4095.920410 Iteration 9Q: 3 clusters Score -593745.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -593778.312500 Penalty: 4095.920410 Iteration 10Q: 3 clusters Score -593778.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -593792.625000 Penalty: 4095.920410 Iteration 11Q: 3 clusters Score -593792.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -593803.312500 Penalty: 4095.920410 Iteration 12Q: 3 clusters Score -593803.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -593807.937500 Penalty: 4095.920410 Iteration 13Q: 3 clusters Score -593807.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -593813.062500 Penalty: 4095.920410 Iteration 14Q: 3 clusters Score -593813.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -593816.500000 Penalty: 4095.920410 Iteration 15Q: 3 clusters Score -593816.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -593819.187500 Penalty: 4095.920410 Iteration 16Q: 3 clusters Score -593819.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -593820.875000 Penalty: 4095.920410 Iteration 17Q: 3 clusters Score -593820.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -593823.250000 Penalty: 4095.920410 Iteration 18Q: 3 clusters Score -593823.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -593824.625000 Penalty: 4095.920410 Iteration 19Q: 3 clusters Score -593824.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -593827.187500 Penalty: 4095.920410 Iteration 20F: 3 clusters Score -593827.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -593829.937500 Penalty: 4095.920410 Iteration 21Q: 3 clusters Score -593829.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -593830.625000 Penalty: 4095.920410 Iteration 22Q: 3 clusters Score -593830.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -593831.250000 Penalty: 4095.920410 Iteration 23Q: 3 clusters Score -593831.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -593833.250000 Penalty: 4095.920410 Iteration 24Q: 3 clusters Score -593833.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -593833.187500 Penalty: 4095.920410 Iteration 25Q: 3 clusters Score -593833.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -593833.375000 Penalty: 4095.920410 Iteration 26Q: 3 clusters Score -593833.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -593833.375000 Penalty: 4095.920410 Iteration 27F: 3 clusters Score -593833.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Entering Unmasked Estep Score: -2087447.625000 Penalty: 2343.752686 Iteration 0F: 2 clusters Score -2087448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -2078044.000000 Penalty: 4687.505371 Iteration 0F: 3 clusters Score -2078044 nChanged 5326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -2081056.125000 Penalty: 4687.505371 Iteration 1F: 3 clusters Score -2081056 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -2081575.375000 Penalty: 4687.505371 Iteration 2F: 3 clusters Score -2081575 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -2082096.875000 Penalty: 4687.505371 Iteration 3F: 3 clusters Score -2082097 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -2082630.125000 Penalty: 4687.505371 Iteration 4F: 3 clusters Score -2082630 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -2083173.750000 Penalty: 4687.505371 Iteration 5F: 3 clusters Score -2083174 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -2083719.375000 Penalty: 4687.505371 Iteration 6F: 3 clusters Score -2083719 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2084342.375000 Penalty: 4687.505371 Iteration 7F: 3 clusters Score -2084342 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -2085009.750000 Penalty: 4687.505371 Iteration 8F: 3 clusters Score -2085010 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -2085685.000000 Penalty: 4687.505371 Iteration 9F: 3 clusters Score -2085685 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -2086261.375000 Penalty: 4687.505371 Iteration 10Q: 3 clusters Score -2086261 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -2086623.750000 Penalty: 4687.505371 Iteration 11Q: 3 clusters Score -2086624 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -2086824.250000 Penalty: 4687.505371 Iteration 12Q: 3 clusters Score -2086824 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -2086906.750000 Penalty: 4687.505371 Iteration 13Q: 3 clusters Score -2086907 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -2086955.750000 Penalty: 4687.505371 Iteration 14Q: 3 clusters Score -2086956 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -2086986.750000 Penalty: 4687.505371 Iteration 15Q: 3 clusters Score -2086987 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -2087000.000000 Penalty: 4687.505371 Iteration 16Q: 3 clusters Score -2087000 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -2087008.875000 Penalty: 4687.505371 Iteration 17Q: 3 clusters Score -2087009 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -2087020.125000 Penalty: 4687.505371 Iteration 18Q: 3 clusters Score -2087020 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -2087026.375000 Penalty: 4687.505371 Iteration 19Q: 3 clusters Score -2087026 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -2087036.125000 Penalty: 4687.505371 Iteration 20F: 3 clusters Score -2087036 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -2087041.875000 Penalty: 4687.505371 Iteration 21Q: 3 clusters Score -2087042 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -2087043.250000 Penalty: 4687.505371 Iteration 22Q: 3 clusters Score -2087043 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -2087043.875000 Penalty: 4687.505371 Iteration 23Q: 3 clusters Score -2087044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -2087049.750000 Penalty: 4687.505371 Iteration 24Q: 3 clusters Score -2087050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -2087051.500000 Penalty: 4687.505371 Iteration 25Q: 3 clusters Score -2087052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -2087049.750000 Penalty: 4687.505371 Iteration 26Q: 3 clusters Score -2087050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -2087051.000000 Penalty: 4687.505371 Iteration 27Q: 3 clusters Score -2087051 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -2087053.750000 Penalty: 4687.505371 Iteration 28Q: 3 clusters Score -2087054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -2087050.750000 Penalty: 4687.505371 Iteration 29Q: 3 clusters Score -2087051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -2087054.750000 Penalty: 4687.505371 Iteration 30Q: 3 clusters Score -2087055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -2087054.625000 Penalty: 4687.505371 Iteration 31Q: 3 clusters Score -2087055 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -2087054.625000 Penalty: 4687.505371 Iteration 32F: 3 clusters Score -2087055 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Entering Unmasked Estep Score: -540098.500000 Penalty: 2007.330200 Iteration 0F: 2 clusters Score -540098.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -536664.500000 Penalty: 4014.660400 Iteration 0F: 3 clusters Score -536664.5 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -537394.062500 Penalty: 4014.660400 Iteration 1F: 3 clusters Score -537394.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -537551.437500 Penalty: 4014.660400 Iteration 2F: 3 clusters Score -537551.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -537638.750000 Penalty: 4014.660400 Iteration 3Q: 3 clusters Score -537638.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -537711.875000 Penalty: 4014.660400 Iteration 4Q: 3 clusters Score -537711.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -537770.375000 Penalty: 4014.660400 Iteration 5Q: 3 clusters Score -537770.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -537823.875000 Penalty: 4014.660400 Iteration 6Q: 3 clusters Score -537823.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -537887.625000 Penalty: 4014.660400 Iteration 7Q: 3 clusters Score -537887.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -537956.187500 Penalty: 4014.660400 Iteration 8Q: 3 clusters Score -537956.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -538021.375000 Penalty: 4014.660400 Iteration 9Q: 3 clusters Score -538021.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -538081.187500 Penalty: 4014.660400 Iteration 10Q: 3 clusters Score -538081.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -538149.250000 Penalty: 4014.660400 Iteration 11Q: 3 clusters Score -538149.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -538229.312500 Penalty: 4014.660400 Iteration 12Q: 3 clusters Score -538229.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -538330.937500 Penalty: 4014.660400 Iteration 13Q: 3 clusters Score -538330.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -538497.687500 Penalty: 4014.660400 Iteration 14Q: 3 clusters Score -538497.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -538700.812500 Penalty: 4014.660400 Iteration 15Q: 3 clusters Score -538700.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -539008.750000 Penalty: 4014.660400 Iteration 16Q: 3 clusters Score -539008.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -539328.062500 Penalty: 4014.660400 Iteration 17Q: 3 clusters Score -539328.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -539442.125000 Penalty: 4014.660400 Iteration 18Q: 3 clusters Score -539442.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -539501.812500 Penalty: 4014.660400 Iteration 19Q: 3 clusters Score -539501.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -539554.625000 Penalty: 4014.660400 Iteration 20F: 3 clusters Score -539554.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -539593.750000 Penalty: 4014.660400 Iteration 21Q: 3 clusters Score -539593.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -539618.312500 Penalty: 4014.660400 Iteration 22Q: 3 clusters Score -539618.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -539646.000000 Penalty: 4014.660400 Iteration 23Q: 3 clusters Score -539646 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -539671.375000 Penalty: 4014.660400 Iteration 24Q: 3 clusters Score -539671.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -539707.375000 Penalty: 4014.660400 Iteration 25Q: 3 clusters Score -539707.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -539746.375000 Penalty: 4014.660400 Iteration 26Q: 3 clusters Score -539746.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -539766.187500 Penalty: 4014.660400 Iteration 27Q: 3 clusters Score -539766.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -539781.937500 Penalty: 4014.660400 Iteration 28Q: 3 clusters Score -539781.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -539798.750000 Penalty: 4014.660400 Iteration 29Q: 3 clusters Score -539798.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -539810.625000 Penalty: 4014.660400 Iteration 30Q: 3 clusters Score -539810.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -539828.750000 Penalty: 4014.660400 Iteration 31Q: 3 clusters Score -539828.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -539842.812500 Penalty: 4014.660400 Iteration 32Q: 3 clusters Score -539842.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -539850.625000 Penalty: 4014.660400 Iteration 33Q: 3 clusters Score -539850.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -539853.875000 Penalty: 4014.660400 Iteration 34Q: 3 clusters Score -539853.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -539854.125000 Penalty: 4014.660400 Iteration 35Q: 3 clusters Score -539854.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -539856.250000 Penalty: 4014.660400 Iteration 36Q: 3 clusters Score -539856.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -539859.000000 Penalty: 4014.660400 Iteration 37Q: 3 clusters Score -539859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -539862.125000 Penalty: 4014.660400 Iteration 38Q: 3 clusters Score -539862.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -539865.000000 Penalty: 4014.660400 Iteration 39Q: 3 clusters Score -539865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -539868.125000 Penalty: 4014.660400 Iteration 40F: 3 clusters Score -539868.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -539868.750000 Penalty: 4014.660400 Iteration 41Q: 3 clusters Score -539868.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -539868.750000 Penalty: 4014.660400 Iteration 42F: 3 clusters Score -539868.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -42428.894531 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42428.89 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -42598.281250 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42598.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -42687.363281 Penalty: 2832.371582 Iteration 2Q: 3 clusters Score -42687.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -42772.464844 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42772.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -42815.699219 Penalty: 2832.371582 Iteration 4Q: 3 clusters Score -42815.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -42831.222656 Penalty: 2832.371582 Iteration 5Q: 3 clusters Score -42831.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -42832.820312 Penalty: 2832.371582 Iteration 6Q: 3 clusters Score -42832.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -42836.027344 Penalty: 2832.371582 Iteration 7Q: 3 clusters Score -42836.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -42842.796875 Penalty: 2832.371582 Iteration 8Q: 3 clusters Score -42842.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -42842.796875 Penalty: 2832.371582 Iteration 9F: 3 clusters Score -42842.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Entering Unmasked Estep Score: -466367.062500 Penalty: 1983.003052 Iteration 0F: 2 clusters Score -466367.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -463149.468750 Penalty: 3966.006104 Iteration 0F: 3 clusters Score -463149.5 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -463997.812500 Penalty: 3966.006104 Iteration 1F: 3 clusters Score -463997.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -464354.812500 Penalty: 3966.006104 Iteration 2F: 3 clusters Score -464354.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -464727.718750 Penalty: 3966.006104 Iteration 3F: 3 clusters Score -464727.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -465078.031250 Penalty: 3966.006104 Iteration 4F: 3 clusters Score -465078 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -465360.906250 Penalty: 3966.006104 Iteration 5F: 3 clusters Score -465360.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -465533.187500 Penalty: 3966.006104 Iteration 6Q: 3 clusters Score -465533.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -465655.718750 Penalty: 3966.006104 Iteration 7Q: 3 clusters Score -465655.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -465721.312500 Penalty: 3966.006104 Iteration 8Q: 3 clusters Score -465721.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -465752.093750 Penalty: 3966.006104 Iteration 9Q: 3 clusters Score -465752.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -465768.250000 Penalty: 3966.006104 Iteration 10Q: 3 clusters Score -465768.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -465775.843750 Penalty: 3966.006104 Iteration 11Q: 3 clusters Score -465775.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -465782.156250 Penalty: 3966.006104 Iteration 12Q: 3 clusters Score -465782.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -465786.718750 Penalty: 3966.006104 Iteration 13Q: 3 clusters Score -465786.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -465794.031250 Penalty: 3966.006104 Iteration 14Q: 3 clusters Score -465794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -465794.968750 Penalty: 3966.006104 Iteration 15Q: 3 clusters Score -465795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -465794.968750 Penalty: 3966.006104 Iteration 16F: 3 clusters Score -465795 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -63305.558594 Penalty: 1497.391968 Iteration 0F: 2 clusters Score -63305.56 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 223 members Entering Unmasked Estep Score: -61839.996094 Penalty: 2994.783936 Iteration 0F: 3 clusters Score -61840 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -62024.500000 Penalty: 2994.783936 Iteration 1F: 3 clusters Score -62024.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -62099.425781 Penalty: 2994.783936 Iteration 2F: 3 clusters Score -62099.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -62164.234375 Penalty: 2994.783936 Iteration 3Q: 3 clusters Score -62164.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -62229.250000 Penalty: 2994.783936 Iteration 4Q: 3 clusters Score -62229.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -62320.910156 Penalty: 2994.783936 Iteration 5Q: 3 clusters Score -62320.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -62497.980469 Penalty: 2994.783936 Iteration 6Q: 3 clusters Score -62497.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -62722.394531 Penalty: 2994.783936 Iteration 7Q: 3 clusters Score -62722.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -62754.753906 Penalty: 2994.783936 Iteration 8Q: 3 clusters Score -62754.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -62756.425781 Penalty: 2994.783936 Iteration 9Q: 3 clusters Score -62756.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -62761.101562 Penalty: 2994.783936 Iteration 10Q: 3 clusters Score -62761.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -62765.519531 Penalty: 2994.783936 Iteration 11Q: 3 clusters Score -62765.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -62776.460938 Penalty: 2994.783936 Iteration 12Q: 3 clusters Score -62776.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -62786.406250 Penalty: 2994.783936 Iteration 13Q: 3 clusters Score -62786.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -62790.363281 Penalty: 2994.783936 Iteration 14Q: 3 clusters Score -62790.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -62796.160156 Penalty: 2994.783936 Iteration 15Q: 3 clusters Score -62796.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -62798.742188 Penalty: 2994.783936 Iteration 16F: 3 clusters Score -62798.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -62806.492188 Penalty: 2994.783936 Iteration 17Q: 3 clusters Score -62806.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -62821.941406 Penalty: 2994.783936 Iteration 18Q: 3 clusters Score -62821.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -62835.843750 Penalty: 2994.783936 Iteration 19Q: 3 clusters Score -62835.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -62851.105469 Penalty: 2994.783936 Iteration 20F: 3 clusters Score -62851.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Entering Unmasked Estep Score: -33628.375000 Penalty: 1362.279297 Iteration 0F: 2 clusters Score -33628.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -32542.613281 Penalty: 2724.558594 Iteration 0F: 3 clusters Score -32542.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -32677.603516 Penalty: 2724.558594 Iteration 1F: 3 clusters Score -32677.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -32733.507812 Penalty: 2724.558594 Iteration 2Q: 3 clusters Score -32733.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -32836.863281 Penalty: 2724.558594 Iteration 3Q: 3 clusters Score -32836.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -32854.015625 Penalty: 2724.558594 Iteration 4Q: 3 clusters Score -32854.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -32856.214844 Penalty: 2724.558594 Iteration 5Q: 3 clusters Score -32856.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -32856.214844 Penalty: 2724.558594 Iteration 6F: 3 clusters Score -32856.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Entering Unmasked Estep Score: -1636555.625000 Penalty: 2285.080322 Iteration 0F: 2 clusters Score -1636556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1628888.125000 Penalty: 4570.160645 Iteration 0F: 3 clusters Score -1628888 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1631335.250000 Penalty: 4570.160645 Iteration 1F: 3 clusters Score -1631335 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1631702.250000 Penalty: 4570.160645 Iteration 2F: 3 clusters Score -1631702 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1632052.125000 Penalty: 4570.160645 Iteration 3F: 3 clusters Score -1632052 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -1632407.375000 Penalty: 4570.160645 Iteration 4F: 3 clusters Score -1632407 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1632792.750000 Penalty: 4570.160645 Iteration 5F: 3 clusters Score -1632793 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -1633156.000000 Penalty: 4570.160645 Iteration 6F: 3 clusters Score -1633156 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1633419.375000 Penalty: 4570.160645 Iteration 7Q: 3 clusters Score -1633419 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1633639.000000 Penalty: 4570.160645 Iteration 8Q: 3 clusters Score -1633639 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1633779.625000 Penalty: 4570.160645 Iteration 9Q: 3 clusters Score -1633780 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1633872.750000 Penalty: 4570.160645 Iteration 10Q: 3 clusters Score -1633873 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1633952.000000 Penalty: 4570.160645 Iteration 11Q: 3 clusters Score -1633952 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -1634009.000000 Penalty: 4570.160645 Iteration 12Q: 3 clusters Score -1634009 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1634040.500000 Penalty: 4570.160645 Iteration 13Q: 3 clusters Score -1634040 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1634069.000000 Penalty: 4570.160645 Iteration 14Q: 3 clusters Score -1634069 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1634094.750000 Penalty: 4570.160645 Iteration 15Q: 3 clusters Score -1634095 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1634119.125000 Penalty: 4570.160645 Iteration 16Q: 3 clusters Score -1634119 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1634141.375000 Penalty: 4570.160645 Iteration 17Q: 3 clusters Score -1634141 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1634158.500000 Penalty: 4570.160645 Iteration 18Q: 3 clusters Score -1634158 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1634176.125000 Penalty: 4570.160645 Iteration 19Q: 3 clusters Score -1634176 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1634185.625000 Penalty: 4570.160645 Iteration 20F: 3 clusters Score -1634186 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -1634198.500000 Penalty: 4570.160645 Iteration 21Q: 3 clusters Score -1634198 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1634210.500000 Penalty: 4570.160645 Iteration 22Q: 3 clusters Score -1634210 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1634216.000000 Penalty: 4570.160645 Iteration 23Q: 3 clusters Score -1634216 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1634228.625000 Penalty: 4570.160645 Iteration 24Q: 3 clusters Score -1634229 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1634233.000000 Penalty: 4570.160645 Iteration 25Q: 3 clusters Score -1634233 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1634233.625000 Penalty: 4570.160645 Iteration 26Q: 3 clusters Score -1634234 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1634240.375000 Penalty: 4570.160645 Iteration 27Q: 3 clusters Score -1634240 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1634243.875000 Penalty: 4570.160645 Iteration 28Q: 3 clusters Score -1634244 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1634245.750000 Penalty: 4570.160645 Iteration 29Q: 3 clusters Score -1634246 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1634251.250000 Penalty: 4570.160645 Iteration 30Q: 3 clusters Score -1634251 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1634255.375000 Penalty: 4570.160645 Iteration 31Q: 3 clusters Score -1634255 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1634262.750000 Penalty: 4570.160645 Iteration 32Q: 3 clusters Score -1634263 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1634271.875000 Penalty: 4570.160645 Iteration 33Q: 3 clusters Score -1634272 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1634273.875000 Penalty: 4570.160645 Iteration 34Q: 3 clusters Score -1634274 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1634286.000000 Penalty: 4570.160645 Iteration 35Q: 3 clusters Score -1634286 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -1634295.500000 Penalty: 4570.160645 Iteration 36Q: 3 clusters Score -1634296 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1634304.750000 Penalty: 4570.160645 Iteration 37Q: 3 clusters Score -1634305 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1634318.625000 Penalty: 4570.160645 Iteration 38Q: 3 clusters Score -1634319 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1634329.125000 Penalty: 4570.160645 Iteration 39Q: 3 clusters Score -1634329 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1634341.750000 Penalty: 4570.160645 Iteration 40F: 3 clusters Score -1634342 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1634362.125000 Penalty: 4570.160645 Iteration 41Q: 3 clusters Score -1634362 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1634369.375000 Penalty: 4570.160645 Iteration 42Q: 3 clusters Score -1634369 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1634385.750000 Penalty: 4570.160645 Iteration 43Q: 3 clusters Score -1634386 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1634401.875000 Penalty: 4570.160645 Iteration 44Q: 3 clusters Score -1634402 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -1634412.000000 Penalty: 4570.160645 Iteration 45Q: 3 clusters Score -1634412 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1634427.500000 Penalty: 4570.160645 Iteration 46Q: 3 clusters Score -1634428 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1634440.125000 Penalty: 4570.160645 Iteration 47Q: 3 clusters Score -1634440 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -1634446.875000 Penalty: 4570.160645 Iteration 48Q: 3 clusters Score -1634447 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1634455.000000 Penalty: 4570.160645 Iteration 49Q: 3 clusters Score -1634455 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1634469.750000 Penalty: 4570.160645 Iteration 50Q: 3 clusters Score -1634470 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1634478.000000 Penalty: 4570.160645 Iteration 51Q: 3 clusters Score -1634478 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1634482.000000 Penalty: 4570.160645 Iteration 52Q: 3 clusters Score -1634482 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1634491.000000 Penalty: 4570.160645 Iteration 53Q: 3 clusters Score -1634491 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1634507.250000 Penalty: 4570.160645 Iteration 54Q: 3 clusters Score -1634507 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1634518.875000 Penalty: 4570.160645 Iteration 55Q: 3 clusters Score -1634519 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1634533.750000 Penalty: 4570.160645 Iteration 56Q: 3 clusters Score -1634534 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1634551.250000 Penalty: 4570.160645 Iteration 57Q: 3 clusters Score -1634551 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -1634565.125000 Penalty: 4570.160645 Iteration 58Q: 3 clusters Score -1634565 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1634577.000000 Penalty: 4570.160645 Iteration 59Q: 3 clusters Score -1634577 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -1634591.000000 Penalty: 4570.160645 Iteration 60F: 3 clusters Score -1634591 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1634601.000000 Penalty: 4570.160645 Iteration 61Q: 3 clusters Score -1634601 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1634614.750000 Penalty: 4570.160645 Iteration 62Q: 3 clusters Score -1634615 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1634627.500000 Penalty: 4570.160645 Iteration 63Q: 3 clusters Score -1634628 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1634640.750000 Penalty: 4570.160645 Iteration 64Q: 3 clusters Score -1634641 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -1634655.625000 Penalty: 4570.160645 Iteration 65Q: 3 clusters Score -1634656 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1634660.375000 Penalty: 4570.160645 Iteration 66Q: 3 clusters Score -1634660 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -1634667.125000 Penalty: 4570.160645 Iteration 67Q: 3 clusters Score -1634667 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1634679.125000 Penalty: 4570.160645 Iteration 68Q: 3 clusters Score -1634679 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1634688.250000 Penalty: 4570.160645 Iteration 69Q: 3 clusters Score -1634688 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1634699.500000 Penalty: 4570.160645 Iteration 70Q: 3 clusters Score -1634700 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1634712.375000 Penalty: 4570.160645 Iteration 71Q: 3 clusters Score -1634712 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1634718.375000 Penalty: 4570.160645 Iteration 72Q: 3 clusters Score -1634718 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1634730.250000 Penalty: 4570.160645 Iteration 73Q: 3 clusters Score -1634730 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1634737.875000 Penalty: 4570.160645 Iteration 74Q: 3 clusters Score -1634738 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1634743.875000 Penalty: 4570.160645 Iteration 75Q: 3 clusters Score -1634744 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1634754.625000 Penalty: 4570.160645 Iteration 76Q: 3 clusters Score -1634755 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1634762.375000 Penalty: 4570.160645 Iteration 77Q: 3 clusters Score -1634762 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1634767.250000 Penalty: 4570.160645 Iteration 78Q: 3 clusters Score -1634767 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -1634776.875000 Penalty: 4570.160645 Iteration 79Q: 3 clusters Score -1634777 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1634780.375000 Penalty: 4570.160645 Iteration 80F: 3 clusters Score -1634780 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1634788.500000 Penalty: 4570.160645 Iteration 81Q: 3 clusters Score -1634788 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1634786.125000 Penalty: 4570.160645 Iteration 82Q: 3 clusters Score -1634786 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1634793.125000 Penalty: 4570.160645 Iteration 83Q: 3 clusters Score -1634793 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1634796.375000 Penalty: 4570.160645 Iteration 84Q: 3 clusters Score -1634796 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1634794.750000 Penalty: 4570.160645 Iteration 85Q: 3 clusters Score -1634795 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1634799.000000 Penalty: 4570.160645 Iteration 86Q: 3 clusters Score -1634799 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1634803.875000 Penalty: 4570.160645 Iteration 87Q: 3 clusters Score -1634804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1634804.500000 Penalty: 4570.160645 Iteration 88Q: 3 clusters Score -1634804 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1634811.250000 Penalty: 4570.160645 Iteration 89Q: 3 clusters Score -1634811 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1634812.375000 Penalty: 4570.160645 Iteration 90Q: 3 clusters Score -1634812 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -1634809.375000 Penalty: 4570.160645 Iteration 91Q: 3 clusters Score -1634809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -1634809.250000 Penalty: 4570.160645 Iteration 92Q: 3 clusters Score -1634809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -1634812.500000 Penalty: 4570.160645 Iteration 93Q: 3 clusters Score -1634812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1634810.125000 Penalty: 4570.160645 Iteration 94Q: 3 clusters Score -1634810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1634811.000000 Penalty: 4570.160645 Iteration 95Q: 3 clusters Score -1634811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1634809.125000 Penalty: 4570.160645 Iteration 96Q: 3 clusters Score -1634809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1634809.125000 Penalty: 4570.160645 Iteration 97Q: 3 clusters Score -1634809 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1634809.125000 Penalty: 4570.160645 Iteration 98F: 3 clusters Score -1634809 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21603 members Entering Unmasked Estep Score: -3578331.750000 Penalty: 2475.185547 Iteration 0F: 2 clusters Score -3578332 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -3563224.750000 Penalty: 4950.371094 Iteration 0F: 3 clusters Score -3563225 nChanged 9519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -3568505.000000 Penalty: 4950.371094 Iteration 1F: 3 clusters Score -3568505 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -3569060.750000 Penalty: 4950.371094 Iteration 2F: 3 clusters Score -3569061 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -3569600.000000 Penalty: 4950.371094 Iteration 3F: 3 clusters Score -3569600 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -3570205.750000 Penalty: 4950.371094 Iteration 4F: 3 clusters Score -3570206 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -3570882.000000 Penalty: 4950.371094 Iteration 5F: 3 clusters Score -3570882 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12888 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -3571513.500000 Penalty: 4950.371094 Iteration 6F: 3 clusters Score -3571514 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -3572074.500000 Penalty: 4950.371094 Iteration 7F: 3 clusters Score -3572074 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -3572643.000000 Penalty: 4950.371094 Iteration 8Q: 3 clusters Score -3572643 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14549 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -3573101.750000 Penalty: 4950.371094 Iteration 9Q: 3 clusters Score -3573102 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -3573517.500000 Penalty: 4950.371094 Iteration 10Q: 3 clusters Score -3573518 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -3573859.000000 Penalty: 4950.371094 Iteration 11Q: 3 clusters Score -3573859 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16197 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -3574221.000000 Penalty: 4950.371094 Iteration 12Q: 3 clusters Score -3574221 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16746 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -3574539.750000 Penalty: 4950.371094 Iteration 13Q: 3 clusters Score -3574540 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17233 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -3574858.250000 Penalty: 4950.371094 Iteration 14Q: 3 clusters Score -3574858 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17690 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -3575122.000000 Penalty: 4950.371094 Iteration 15Q: 3 clusters Score -3575122 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18099 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -3575366.750000 Penalty: 4950.371094 Iteration 16Q: 3 clusters Score -3575367 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18462 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -3575550.250000 Penalty: 4950.371094 Iteration 17Q: 3 clusters Score -3575550 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18770 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -3575755.500000 Penalty: 4950.371094 Iteration 18Q: 3 clusters Score -3575756 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19041 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -3575942.000000 Penalty: 4950.371094 Iteration 19Q: 3 clusters Score -3575942 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19295 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -3576122.250000 Penalty: 4950.371094 Iteration 20F: 3 clusters Score -3576122 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19527 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -3576276.250000 Penalty: 4950.371094 Iteration 21Q: 3 clusters Score -3576276 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19703 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -3576382.250000 Penalty: 4950.371094 Iteration 22Q: 3 clusters Score -3576382 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19845 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -3576463.500000 Penalty: 4950.371094 Iteration 23Q: 3 clusters Score -3576464 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19968 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -3576512.250000 Penalty: 4950.371094 Iteration 24Q: 3 clusters Score -3576512 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -3576555.500000 Penalty: 4950.371094 Iteration 25Q: 3 clusters Score -3576556 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20102 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -3576575.500000 Penalty: 4950.371094 Iteration 26Q: 3 clusters Score -3576576 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20140 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -3576589.000000 Penalty: 4950.371094 Iteration 27Q: 3 clusters Score -3576589 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20176 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -3576615.000000 Penalty: 4950.371094 Iteration 28Q: 3 clusters Score -3576615 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20209 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -3576626.750000 Penalty: 4950.371094 Iteration 29Q: 3 clusters Score -3576627 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20230 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -3576635.250000 Penalty: 4950.371094 Iteration 30Q: 3 clusters Score -3576635 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -3576624.750000 Penalty: 4950.371094 Iteration 31Q: 3 clusters Score -3576625 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20264 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -3576642.750000 Penalty: 4950.371094 Iteration 32Q: 3 clusters Score -3576643 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -3576649.000000 Penalty: 4950.371094 Iteration 33Q: 3 clusters Score -3576649 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20291 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -3576650.250000 Penalty: 4950.371094 Iteration 34Q: 3 clusters Score -3576650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3576654.500000 Penalty: 4950.371094 Iteration 35Q: 3 clusters Score -3576654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -3576658.250000 Penalty: 4950.371094 Iteration 36Q: 3 clusters Score -3576658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20313 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -3576658.250000 Penalty: 4950.371094 Iteration 37Q: 3 clusters Score -3576658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20319 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -3576665.000000 Penalty: 4950.371094 Iteration 38Q: 3 clusters Score -3576665 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20327 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -3576669.750000 Penalty: 4950.371094 Iteration 39Q: 3 clusters Score -3576670 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -3576670.500000 Penalty: 4950.371094 Iteration 40F: 3 clusters Score -3576670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20337 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -3576662.250000 Penalty: 4950.371094 Iteration 41Q: 3 clusters Score -3576662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20343 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -3576666.750000 Penalty: 4950.371094 Iteration 42Q: 3 clusters Score -3576667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20347 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -3576667.500000 Penalty: 4950.371094 Iteration 43Q: 3 clusters Score -3576668 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20354 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -3576677.500000 Penalty: 4950.371094 Iteration 44Q: 3 clusters Score -3576678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20356 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -3576679.000000 Penalty: 4950.371094 Iteration 45Q: 3 clusters Score -3576679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20360 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -3576675.250000 Penalty: 4950.371094 Iteration 46Q: 3 clusters Score -3576675 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -3576676.000000 Penalty: 4950.371094 Iteration 47Q: 3 clusters Score -3576676 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -3576676.000000 Penalty: 4950.371094 Iteration 48F: 3 clusters Score -3576676 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -69248.867188 Penalty: 1509.520142 Iteration 0F: 2 clusters Score -69248.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -67845.242188 Penalty: 3019.040283 Iteration 0F: 3 clusters Score -67845.24 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -67995.304688 Penalty: 3019.040283 Iteration 1F: 3 clusters Score -67995.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -68048.375000 Penalty: 3019.040283 Iteration 2Q: 3 clusters Score -68048.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -68074.046875 Penalty: 3019.040283 Iteration 3Q: 3 clusters Score -68074.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -68077.695312 Penalty: 3019.040283 Iteration 4Q: 3 clusters Score -68077.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -68089.937500 Penalty: 3019.040283 Iteration 5Q: 3 clusters Score -68089.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -68103.054688 Penalty: 3019.040283 Iteration 6Q: 3 clusters Score -68103.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -68114.054688 Penalty: 3019.040283 Iteration 7Q: 3 clusters Score -68114.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -68126.656250 Penalty: 3019.040283 Iteration 8Q: 3 clusters Score -68126.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -68135.171875 Penalty: 3019.040283 Iteration 9Q: 3 clusters Score -68135.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -68137.046875 Penalty: 3019.040283 Iteration 10Q: 3 clusters Score -68137.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -68137.046875 Penalty: 3019.040283 Iteration 11F: 3 clusters Score -68137.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9052 members Entering Unmasked Estep Score: -1439262.250000 Penalty: 2259.463623 Iteration 0F: 2 clusters Score -1439262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1432185.000000 Penalty: 4518.927246 Iteration 0F: 3 clusters Score -1432185 nChanged 3698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1434279.750000 Penalty: 4518.927246 Iteration 1F: 3 clusters Score -1434280 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1434719.125000 Penalty: 4518.927246 Iteration 2F: 3 clusters Score -1434719 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1435020.500000 Penalty: 4518.927246 Iteration 3F: 3 clusters Score -1435020 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1435225.750000 Penalty: 4518.927246 Iteration 4Q: 3 clusters Score -1435226 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1435398.625000 Penalty: 4518.927246 Iteration 5Q: 3 clusters Score -1435399 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1435549.500000 Penalty: 4518.927246 Iteration 6Q: 3 clusters Score -1435550 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1435666.500000 Penalty: 4518.927246 Iteration 7Q: 3 clusters Score -1435666 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1435773.000000 Penalty: 4518.927246 Iteration 8Q: 3 clusters Score -1435773 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1435869.500000 Penalty: 4518.927246 Iteration 9Q: 3 clusters Score -1435870 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1435977.125000 Penalty: 4518.927246 Iteration 10Q: 3 clusters Score -1435977 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -1436078.375000 Penalty: 4518.927246 Iteration 11Q: 3 clusters Score -1436078 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -1436177.125000 Penalty: 4518.927246 Iteration 12Q: 3 clusters Score -1436177 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1436257.500000 Penalty: 4518.927246 Iteration 13Q: 3 clusters Score -1436258 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -1436331.125000 Penalty: 4518.927246 Iteration 14Q: 3 clusters Score -1436331 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1436405.000000 Penalty: 4518.927246 Iteration 15Q: 3 clusters Score -1436405 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -1436468.625000 Penalty: 4518.927246 Iteration 16Q: 3 clusters Score -1436469 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -1436531.250000 Penalty: 4518.927246 Iteration 17Q: 3 clusters Score -1436531 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1436588.750000 Penalty: 4518.927246 Iteration 18Q: 3 clusters Score -1436589 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -1436648.125000 Penalty: 4518.927246 Iteration 19Q: 3 clusters Score -1436648 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1436709.625000 Penalty: 4518.927246 Iteration 20F: 3 clusters Score -1436710 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -1436783.250000 Penalty: 4518.927246 Iteration 21Q: 3 clusters Score -1436783 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1436857.250000 Penalty: 4518.927246 Iteration 22Q: 3 clusters Score -1436857 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1436940.125000 Penalty: 4518.927246 Iteration 23Q: 3 clusters Score -1436940 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1437037.250000 Penalty: 4518.927246 Iteration 24Q: 3 clusters Score -1437037 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -1437158.250000 Penalty: 4518.927246 Iteration 25Q: 3 clusters Score -1437158 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1437281.625000 Penalty: 4518.927246 Iteration 26Q: 3 clusters Score -1437282 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -1437382.250000 Penalty: 4518.927246 Iteration 27Q: 3 clusters Score -1437382 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -1437492.625000 Penalty: 4518.927246 Iteration 28Q: 3 clusters Score -1437493 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -1437579.875000 Penalty: 4518.927246 Iteration 29Q: 3 clusters Score -1437580 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1437623.750000 Penalty: 4518.927246 Iteration 30Q: 3 clusters Score -1437624 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1437643.750000 Penalty: 4518.927246 Iteration 31Q: 3 clusters Score -1437644 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -1437660.250000 Penalty: 4518.927246 Iteration 32Q: 3 clusters Score -1437660 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -1437675.250000 Penalty: 4518.927246 Iteration 33Q: 3 clusters Score -1437675 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -1437680.750000 Penalty: 4518.927246 Iteration 34Q: 3 clusters Score -1437681 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1437694.625000 Penalty: 4518.927246 Iteration 35Q: 3 clusters Score -1437695 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -1437702.875000 Penalty: 4518.927246 Iteration 36Q: 3 clusters Score -1437703 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -1437707.375000 Penalty: 4518.927246 Iteration 37Q: 3 clusters Score -1437707 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1437712.125000 Penalty: 4518.927246 Iteration 38Q: 3 clusters Score -1437712 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -1437716.375000 Penalty: 4518.927246 Iteration 39Q: 3 clusters Score -1437716 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -1437716.500000 Penalty: 4518.927246 Iteration 40F: 3 clusters Score -1437716 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -1437718.875000 Penalty: 4518.927246 Iteration 41Q: 3 clusters Score -1437719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1437718.875000 Penalty: 4518.927246 Iteration 42Q: 3 clusters Score -1437719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -1437717.750000 Penalty: 4518.927246 Iteration 43Q: 3 clusters Score -1437718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -1437716.375000 Penalty: 4518.927246 Iteration 44Q: 3 clusters Score -1437716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1437717.750000 Penalty: 4518.927246 Iteration 45Q: 3 clusters Score -1437718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1437717.750000 Penalty: 4518.927246 Iteration 46F: 3 clusters Score -1437718 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18339.519531 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18339.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -17473.046875 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17473.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -17509.919922 Penalty: 2447.499023 Iteration 1F: 3 clusters Score -17509.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -17515.417969 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17515.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -17515.417969 Penalty: 2447.499023 Iteration 3F: 3 clusters Score -17515.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Entering Unmasked Estep Score: -658390.812500 Penalty: 2064.856201 Iteration 0F: 2 clusters Score -658390.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -654400.000000 Penalty: 4129.712402 Iteration 0F: 3 clusters Score -654400 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -655302.625000 Penalty: 4129.712402 Iteration 1F: 3 clusters Score -655302.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -655504.312500 Penalty: 4129.712402 Iteration 2F: 3 clusters Score -655504.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -655640.375000 Penalty: 4129.712402 Iteration 3Q: 3 clusters Score -655640.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -655734.500000 Penalty: 4129.712402 Iteration 4Q: 3 clusters Score -655734.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -655799.750000 Penalty: 4129.712402 Iteration 5Q: 3 clusters Score -655799.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -655870.812500 Penalty: 4129.712402 Iteration 6Q: 3 clusters Score -655870.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -655932.187500 Penalty: 4129.712402 Iteration 7Q: 3 clusters Score -655932.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -655976.937500 Penalty: 4129.712402 Iteration 8Q: 3 clusters Score -655976.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -656023.250000 Penalty: 4129.712402 Iteration 9Q: 3 clusters Score -656023.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -656062.875000 Penalty: 4129.712402 Iteration 10Q: 3 clusters Score -656062.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -656100.062500 Penalty: 4129.712402 Iteration 11Q: 3 clusters Score -656100.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -656135.625000 Penalty: 4129.712402 Iteration 12Q: 3 clusters Score -656135.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -656174.312500 Penalty: 4129.712402 Iteration 13Q: 3 clusters Score -656174.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -656203.250000 Penalty: 4129.712402 Iteration 14Q: 3 clusters Score -656203.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -656229.187500 Penalty: 4129.712402 Iteration 15Q: 3 clusters Score -656229.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -656244.125000 Penalty: 4129.712402 Iteration 16Q: 3 clusters Score -656244.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -656257.687500 Penalty: 4129.712402 Iteration 17Q: 3 clusters Score -656257.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -656269.937500 Penalty: 4129.712402 Iteration 18Q: 3 clusters Score -656269.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -656277.187500 Penalty: 4129.712402 Iteration 19Q: 3 clusters Score -656277.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -656282.687500 Penalty: 4129.712402 Iteration 20F: 3 clusters Score -656282.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -656286.937500 Penalty: 4129.712402 Iteration 21Q: 3 clusters Score -656286.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -656292.500000 Penalty: 4129.712402 Iteration 22Q: 3 clusters Score -656292.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -656298.187500 Penalty: 4129.712402 Iteration 23Q: 3 clusters Score -656298.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -656301.312500 Penalty: 4129.712402 Iteration 24Q: 3 clusters Score -656301.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -656302.250000 Penalty: 4129.712402 Iteration 25Q: 3 clusters Score -656302.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -656305.312500 Penalty: 4129.712402 Iteration 26Q: 3 clusters Score -656305.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -656305.562500 Penalty: 4129.712402 Iteration 27Q: 3 clusters Score -656305.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -656305.187500 Penalty: 4129.712402 Iteration 28Q: 3 clusters Score -656305.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -656308.125000 Penalty: 4129.712402 Iteration 29Q: 3 clusters Score -656308.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -656308.125000 Penalty: 4129.712402 Iteration 30F: 3 clusters Score -656308.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Entering Unmasked Estep Score: -869737.937500 Penalty: 2123.322266 Iteration 0F: 2 clusters Score -869737.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -865037.500000 Penalty: 4246.644531 Iteration 0F: 3 clusters Score -865037.5 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -866208.625000 Penalty: 4246.644531 Iteration 1F: 3 clusters Score -866208.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -866477.312500 Penalty: 4246.644531 Iteration 2F: 3 clusters Score -866477.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -866707.125000 Penalty: 4246.644531 Iteration 3F: 3 clusters Score -866707.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -866940.062500 Penalty: 4246.644531 Iteration 4F: 3 clusters Score -866940.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -867210.875000 Penalty: 4246.644531 Iteration 5F: 3 clusters Score -867210.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -867460.937500 Penalty: 4246.644531 Iteration 6F: 3 clusters Score -867460.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -867691.625000 Penalty: 4246.644531 Iteration 7F: 3 clusters Score -867691.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -867866.187500 Penalty: 4246.644531 Iteration 8Q: 3 clusters Score -867866.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -867987.000000 Penalty: 4246.644531 Iteration 9Q: 3 clusters Score -867987 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -868064.312500 Penalty: 4246.644531 Iteration 10Q: 3 clusters Score -868064.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -868121.250000 Penalty: 4246.644531 Iteration 11Q: 3 clusters Score -868121.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -868150.312500 Penalty: 4246.644531 Iteration 12Q: 3 clusters Score -868150.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -868168.500000 Penalty: 4246.644531 Iteration 13Q: 3 clusters Score -868168.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -868178.687500 Penalty: 4246.644531 Iteration 14Q: 3 clusters Score -868178.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -868188.562500 Penalty: 4246.644531 Iteration 15Q: 3 clusters Score -868188.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -868192.062500 Penalty: 4246.644531 Iteration 16Q: 3 clusters Score -868192.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -868197.500000 Penalty: 4246.644531 Iteration 17Q: 3 clusters Score -868197.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -868199.937500 Penalty: 4246.644531 Iteration 18Q: 3 clusters Score -868199.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -868202.750000 Penalty: 4246.644531 Iteration 19Q: 3 clusters Score -868202.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -868208.062500 Penalty: 4246.644531 Iteration 20F: 3 clusters Score -868208.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -868205.750000 Penalty: 4246.644531 Iteration 21Q: 3 clusters Score -868205.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -868207.687500 Penalty: 4246.644531 Iteration 22Q: 3 clusters Score -868207.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -868207.687500 Penalty: 4246.644531 Iteration 23F: 3 clusters Score -868207.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Entering Unmasked Estep Score: -1803352.125000 Penalty: 2296.665527 Iteration 0F: 2 clusters Score -1803352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -1795351.125000 Penalty: 4593.331055 Iteration 0F: 3 clusters Score -1795351 nChanged 4382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1797614.000000 Penalty: 4593.331055 Iteration 1F: 3 clusters Score -1797614 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1797855.375000 Penalty: 4593.331055 Iteration 2F: 3 clusters Score -1797855 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1798016.250000 Penalty: 4593.331055 Iteration 3Q: 3 clusters Score -1798016 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -1798157.000000 Penalty: 4593.331055 Iteration 4Q: 3 clusters Score -1798157 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1798276.875000 Penalty: 4593.331055 Iteration 5Q: 3 clusters Score -1798277 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1798382.500000 Penalty: 4593.331055 Iteration 6Q: 3 clusters Score -1798382 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -1798486.500000 Penalty: 4593.331055 Iteration 7Q: 3 clusters Score -1798486 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1798564.625000 Penalty: 4593.331055 Iteration 8Q: 3 clusters Score -1798565 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -1798636.250000 Penalty: 4593.331055 Iteration 9Q: 3 clusters Score -1798636 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -1798710.000000 Penalty: 4593.331055 Iteration 10Q: 3 clusters Score -1798710 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -1798776.000000 Penalty: 4593.331055 Iteration 11Q: 3 clusters Score -1798776 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1798861.500000 Penalty: 4593.331055 Iteration 12Q: 3 clusters Score -1798862 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -1798971.000000 Penalty: 4593.331055 Iteration 13Q: 3 clusters Score -1798971 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -1799088.000000 Penalty: 4593.331055 Iteration 14Q: 3 clusters Score -1799088 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1799223.250000 Penalty: 4593.331055 Iteration 15Q: 3 clusters Score -1799223 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -1799401.125000 Penalty: 4593.331055 Iteration 16Q: 3 clusters Score -1799401 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -1799604.875000 Penalty: 4593.331055 Iteration 17Q: 3 clusters Score -1799605 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -1799864.875000 Penalty: 4593.331055 Iteration 18Q: 3 clusters Score -1799865 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -1800134.250000 Penalty: 4593.331055 Iteration 19Q: 3 clusters Score -1800134 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -1800415.375000 Penalty: 4593.331055 Iteration 20F: 3 clusters Score -1800415 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -1800633.250000 Penalty: 4593.331055 Iteration 21Q: 3 clusters Score -1800633 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -1800822.500000 Penalty: 4593.331055 Iteration 22Q: 3 clusters Score -1800822 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1800976.500000 Penalty: 4593.331055 Iteration 23Q: 3 clusters Score -1800976 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1801087.875000 Penalty: 4593.331055 Iteration 24Q: 3 clusters Score -1801088 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1801149.500000 Penalty: 4593.331055 Iteration 25Q: 3 clusters Score -1801150 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1801199.375000 Penalty: 4593.331055 Iteration 26Q: 3 clusters Score -1801199 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -1801230.000000 Penalty: 4593.331055 Iteration 27Q: 3 clusters Score -1801230 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -1801247.750000 Penalty: 4593.331055 Iteration 28Q: 3 clusters Score -1801248 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -1801254.625000 Penalty: 4593.331055 Iteration 29Q: 3 clusters Score -1801255 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -1801264.625000 Penalty: 4593.331055 Iteration 30Q: 3 clusters Score -1801265 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1801268.875000 Penalty: 4593.331055 Iteration 31Q: 3 clusters Score -1801269 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1801278.875000 Penalty: 4593.331055 Iteration 32Q: 3 clusters Score -1801279 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -1801284.375000 Penalty: 4593.331055 Iteration 33Q: 3 clusters Score -1801284 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -1801291.750000 Penalty: 4593.331055 Iteration 34Q: 3 clusters Score -1801292 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -1801297.375000 Penalty: 4593.331055 Iteration 35Q: 3 clusters Score -1801297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -1801300.000000 Penalty: 4593.331055 Iteration 36Q: 3 clusters Score -1801300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1801303.250000 Penalty: 4593.331055 Iteration 37Q: 3 clusters Score -1801303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1801305.500000 Penalty: 4593.331055 Iteration 38Q: 3 clusters Score -1801306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1801309.000000 Penalty: 4593.331055 Iteration 39Q: 3 clusters Score -1801309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1801308.000000 Penalty: 4593.331055 Iteration 40F: 3 clusters Score -1801308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1801310.250000 Penalty: 4593.331055 Iteration 41Q: 3 clusters Score -1801310 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1801310.250000 Penalty: 4593.331055 Iteration 42F: 3 clusters Score -1801310 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (47794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47794 members Entering Unmasked Estep Score: -7837329.500000 Penalty: 2672.114502 Iteration 0F: 2 clusters Score -7837330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23834 members Mstep: Class 2 contains 23960 members Entering Unmasked Estep Score: -7805567.000000 Penalty: 5344.229004 Iteration 0F: 3 clusters Score -7805567 nChanged 21910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23352 members Mstep: Class 2 contains 24442 members Entering Unmasked Estep Score: -7817611.500000 Penalty: 5344.229004 Iteration 1F: 3 clusters Score -7817612 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23035 members Mstep: Class 2 contains 24759 members Entering Unmasked Estep Score: -7818322.500000 Penalty: 5344.229004 Iteration 2Q: 3 clusters Score -7818322 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22597 members Mstep: Class 2 contains 25197 members Entering Unmasked Estep Score: -7819017.000000 Penalty: 5344.229004 Iteration 3Q: 3 clusters Score -7819017 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 25829 members Entering Unmasked Estep Score: -7819723.000000 Penalty: 5344.229004 Iteration 4Q: 3 clusters Score -7819723 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 26717 members Entering Unmasked Estep Score: -7820618.500000 Penalty: 5344.229004 Iteration 5Q: 3 clusters Score -7820618 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 27833 members Entering Unmasked Estep Score: -7821597.000000 Penalty: 5344.229004 Iteration 6Q: 3 clusters Score -7821597 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18634 members Mstep: Class 2 contains 29160 members Entering Unmasked Estep Score: -7822744.000000 Penalty: 5344.229004 Iteration 7Q: 3 clusters Score -7822744 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17070 members Mstep: Class 2 contains 30724 members Entering Unmasked Estep Score: -7824106.000000 Penalty: 5344.229004 Iteration 8Q: 3 clusters Score -7824106 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15379 members Mstep: Class 2 contains 32415 members Entering Unmasked Estep Score: -7825487.500000 Penalty: 5344.229004 Iteration 9Q: 3 clusters Score -7825488 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 34116 members Entering Unmasked Estep Score: -7826856.000000 Penalty: 5344.229004 Iteration 10Q: 3 clusters Score -7826856 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 35786 members Entering Unmasked Estep Score: -7828155.500000 Penalty: 5344.229004 Iteration 11Q: 3 clusters Score -7828156 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 37352 members Entering Unmasked Estep Score: -7829273.500000 Penalty: 5344.229004 Iteration 12Q: 3 clusters Score -7829274 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 38719 members Entering Unmasked Estep Score: -7830081.500000 Penalty: 5344.229004 Iteration 13Q: 3 clusters Score -7830082 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 39902 members Entering Unmasked Estep Score: -7830775.000000 Penalty: 5344.229004 Iteration 14Q: 3 clusters Score -7830775 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 40976 members Entering Unmasked Estep Score: -7831330.500000 Penalty: 5344.229004 Iteration 15Q: 3 clusters Score -7831330 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 41909 members Entering Unmasked Estep Score: -7831760.000000 Penalty: 5344.229004 Iteration 16Q: 3 clusters Score -7831760 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 42782 members Entering Unmasked Estep Score: -7832233.000000 Penalty: 5344.229004 Iteration 17Q: 3 clusters Score -7832233 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 43581 members Entering Unmasked Estep Score: -7832654.000000 Penalty: 5344.229004 Iteration 18Q: 3 clusters Score -7832654 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 44292 members Entering Unmasked Estep Score: -7833061.000000 Penalty: 5344.229004 Iteration 19Q: 3 clusters Score -7833061 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 44939 members Entering Unmasked Estep Score: -7833452.500000 Penalty: 5344.229004 Iteration 20F: 3 clusters Score -7833452 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 45504 members Entering Unmasked Estep Score: -7833777.000000 Penalty: 5344.229004 Iteration 21Q: 3 clusters Score -7833777 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 45945 members Entering Unmasked Estep Score: -7834051.000000 Penalty: 5344.229004 Iteration 22Q: 3 clusters Score -7834051 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 46308 members Entering Unmasked Estep Score: -7834325.500000 Penalty: 5344.229004 Iteration 23Q: 3 clusters Score -7834326 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 46608 members Entering Unmasked Estep Score: -7834567.500000 Penalty: 5344.229004 Iteration 24Q: 3 clusters Score -7834568 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 46822 members Entering Unmasked Estep Score: -7834703.000000 Penalty: 5344.229004 Iteration 25Q: 3 clusters Score -7834703 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 46960 members Entering Unmasked Estep Score: -7834774.500000 Penalty: 5344.229004 Iteration 26Q: 3 clusters Score -7834774 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 47035 members Entering Unmasked Estep Score: -7834813.000000 Penalty: 5344.229004 Iteration 27Q: 3 clusters Score -7834813 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 47099 members Entering Unmasked Estep Score: -7834862.000000 Penalty: 5344.229004 Iteration 28Q: 3 clusters Score -7834862 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 47146 members Entering Unmasked Estep Score: -7834909.000000 Penalty: 5344.229004 Iteration 29Q: 3 clusters Score -7834909 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 47187 members Entering Unmasked Estep Score: -7834948.500000 Penalty: 5344.229004 Iteration 30Q: 3 clusters Score -7834948 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 47209 members Entering Unmasked Estep Score: -7834962.500000 Penalty: 5344.229004 Iteration 31Q: 3 clusters Score -7834962 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 47232 members Entering Unmasked Estep Score: -7834980.000000 Penalty: 5344.229004 Iteration 32Q: 3 clusters Score -7834980 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 47251 members Entering Unmasked Estep Score: -7835004.000000 Penalty: 5344.229004 Iteration 33Q: 3 clusters Score -7835004 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 47268 members Entering Unmasked Estep Score: -7835025.500000 Penalty: 5344.229004 Iteration 34Q: 3 clusters Score -7835026 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 47281 members Entering Unmasked Estep Score: -7835034.500000 Penalty: 5344.229004 Iteration 35Q: 3 clusters Score -7835034 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 47293 members Entering Unmasked Estep Score: -7835052.000000 Penalty: 5344.229004 Iteration 36Q: 3 clusters Score -7835052 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 47302 members Entering Unmasked Estep Score: -7835063.500000 Penalty: 5344.229004 Iteration 37Q: 3 clusters Score -7835064 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 47308 members Entering Unmasked Estep Score: -7835074.500000 Penalty: 5344.229004 Iteration 38Q: 3 clusters Score -7835074 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 47317 members Entering Unmasked Estep Score: -7835085.000000 Penalty: 5344.229004 Iteration 39Q: 3 clusters Score -7835085 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 47323 members Entering Unmasked Estep Score: -7835082.000000 Penalty: 5344.229004 Iteration 40F: 3 clusters Score -7835082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 47329 members Entering Unmasked Estep Score: -7835082.500000 Penalty: 5344.229004 Iteration 41Q: 3 clusters Score -7835082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 47337 members Entering Unmasked Estep Score: -7835098.000000 Penalty: 5344.229004 Iteration 42Q: 3 clusters Score -7835098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 47339 members Entering Unmasked Estep Score: -7835092.500000 Penalty: 5344.229004 Iteration 43Q: 3 clusters Score -7835092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 47339 members Entering Unmasked Estep Score: -7835100.000000 Penalty: 5344.229004 Iteration 44Q: 3 clusters Score -7835100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 47338 members Entering Unmasked Estep Score: -7835099.000000 Penalty: 5344.229004 Iteration 45Q: 3 clusters Score -7835099 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 47338 members Entering Unmasked Estep Score: -7835099.000000 Penalty: 5344.229004 Iteration 46F: 3 clusters Score -7835099 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -32455.439453 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -32455.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -31299.388672 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -31299.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -31355.857422 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -31355.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -31369.224609 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -31369.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -31369.224609 Penalty: 2659.200928 Iteration 3F: 3 clusters Score -31369.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -104896.437500 Penalty: 1632.342163 Iteration 0F: 2 clusters Score -104896.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -103245.445312 Penalty: 3264.684326 Iteration 0F: 3 clusters Score -103245.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -103793.046875 Penalty: 3264.684326 Iteration 1F: 3 clusters Score -103793 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -104123.968750 Penalty: 3264.684326 Iteration 2F: 3 clusters Score -104124 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -104476.625000 Penalty: 3264.684326 Iteration 3F: 3 clusters Score -104476.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -104644.289062 Penalty: 3264.684326 Iteration 4F: 3 clusters Score -104644.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -104741.867188 Penalty: 3264.684326 Iteration 5Q: 3 clusters Score -104741.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -104800.031250 Penalty: 3264.684326 Iteration 6Q: 3 clusters Score -104800 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -104837.195312 Penalty: 3264.684326 Iteration 7Q: 3 clusters Score -104837.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -104863.359375 Penalty: 3264.684326 Iteration 8Q: 3 clusters Score -104863.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -104873.453125 Penalty: 3264.684326 Iteration 9Q: 3 clusters Score -104873.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -104874.601562 Penalty: 3264.684326 Iteration 10Q: 3 clusters Score -104874.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -104878.039062 Penalty: 3264.684326 Iteration 11Q: 3 clusters Score -104878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -104880.023438 Penalty: 3264.684326 Iteration 12F: 3 clusters Score -104880 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -104884.585938 Penalty: 3264.684326 Iteration 13Q: 3 clusters Score -104884.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -104884.585938 Penalty: 3264.684326 Iteration 14F: 3 clusters Score -104884.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (16421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16421 members Entering Unmasked Estep Score: -2527912.500000 Penalty: 2407.166260 Iteration 0F: 2 clusters Score -2527912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -2516084.500000 Penalty: 4814.332520 Iteration 0F: 3 clusters Score -2516084 nChanged 7154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -2520167.000000 Penalty: 4814.332520 Iteration 1F: 3 clusters Score -2520167 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -2520730.000000 Penalty: 4814.332520 Iteration 2F: 3 clusters Score -2520730 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -2521251.250000 Penalty: 4814.332520 Iteration 3F: 3 clusters Score -2521251 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -2521736.250000 Penalty: 4814.332520 Iteration 4F: 3 clusters Score -2521736 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -2522148.500000 Penalty: 4814.332520 Iteration 5Q: 3 clusters Score -2522148 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -2522519.500000 Penalty: 4814.332520 Iteration 6Q: 3 clusters Score -2522520 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -2522867.000000 Penalty: 4814.332520 Iteration 7Q: 3 clusters Score -2522867 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -2523181.750000 Penalty: 4814.332520 Iteration 8Q: 3 clusters Score -2523182 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -2523445.000000 Penalty: 4814.332520 Iteration 9Q: 3 clusters Score -2523445 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -2523624.500000 Penalty: 4814.332520 Iteration 10Q: 3 clusters Score -2523624 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 8265 members Entering Unmasked Estep Score: -2523772.500000 Penalty: 4814.332520 Iteration 11Q: 3 clusters Score -2523772 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -2523885.500000 Penalty: 4814.332520 Iteration 12Q: 3 clusters Score -2523886 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 8389 members Entering Unmasked Estep Score: -2523961.000000 Penalty: 4814.332520 Iteration 13Q: 3 clusters Score -2523961 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -2524032.000000 Penalty: 4814.332520 Iteration 14Q: 3 clusters Score -2524032 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -2524103.250000 Penalty: 4814.332520 Iteration 15Q: 3 clusters Score -2524103 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -2524158.750000 Penalty: 4814.332520 Iteration 16Q: 3 clusters Score -2524159 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -2524226.750000 Penalty: 4814.332520 Iteration 17Q: 3 clusters Score -2524227 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -2524303.750000 Penalty: 4814.332520 Iteration 18Q: 3 clusters Score -2524304 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -2524363.500000 Penalty: 4814.332520 Iteration 19Q: 3 clusters Score -2524364 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 9120 members Entering Unmasked Estep Score: -2524424.000000 Penalty: 4814.332520 Iteration 20F: 3 clusters Score -2524424 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -2524499.750000 Penalty: 4814.332520 Iteration 21Q: 3 clusters Score -2524500 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -2524570.250000 Penalty: 4814.332520 Iteration 22Q: 3 clusters Score -2524570 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -2524646.250000 Penalty: 4814.332520 Iteration 23Q: 3 clusters Score -2524646 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -2524694.750000 Penalty: 4814.332520 Iteration 24Q: 3 clusters Score -2524695 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -2524760.000000 Penalty: 4814.332520 Iteration 25Q: 3 clusters Score -2524760 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 10070 members Entering Unmasked Estep Score: -2524836.250000 Penalty: 4814.332520 Iteration 26Q: 3 clusters Score -2524836 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -2524899.500000 Penalty: 4814.332520 Iteration 27Q: 3 clusters Score -2524900 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -2524952.250000 Penalty: 4814.332520 Iteration 28Q: 3 clusters Score -2524952 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -2524982.250000 Penalty: 4814.332520 Iteration 29Q: 3 clusters Score -2524982 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -2525011.500000 Penalty: 4814.332520 Iteration 30Q: 3 clusters Score -2525012 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -2525048.250000 Penalty: 4814.332520 Iteration 31Q: 3 clusters Score -2525048 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -2525076.250000 Penalty: 4814.332520 Iteration 32Q: 3 clusters Score -2525076 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 11065 members Entering Unmasked Estep Score: -2525112.000000 Penalty: 4814.332520 Iteration 33Q: 3 clusters Score -2525112 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -2525166.500000 Penalty: 4814.332520 Iteration 34Q: 3 clusters Score -2525166 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -2525231.000000 Penalty: 4814.332520 Iteration 35Q: 3 clusters Score -2525231 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -2525281.500000 Penalty: 4814.332520 Iteration 36Q: 3 clusters Score -2525282 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -2525346.250000 Penalty: 4814.332520 Iteration 37Q: 3 clusters Score -2525346 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -2525411.750000 Penalty: 4814.332520 Iteration 38Q: 3 clusters Score -2525412 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -2525454.250000 Penalty: 4814.332520 Iteration 39Q: 3 clusters Score -2525454 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -2525499.500000 Penalty: 4814.332520 Iteration 40F: 3 clusters Score -2525500 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -2525545.750000 Penalty: 4814.332520 Iteration 41Q: 3 clusters Score -2525546 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -2525607.500000 Penalty: 4814.332520 Iteration 42Q: 3 clusters Score -2525608 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 12647 members Entering Unmasked Estep Score: -2525655.750000 Penalty: 4814.332520 Iteration 43Q: 3 clusters Score -2525656 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 12786 members Entering Unmasked Estep Score: -2525697.750000 Penalty: 4814.332520 Iteration 44Q: 3 clusters Score -2525698 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -2525732.500000 Penalty: 4814.332520 Iteration 45Q: 3 clusters Score -2525732 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -2525764.750000 Penalty: 4814.332520 Iteration 46Q: 3 clusters Score -2525765 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -2525793.500000 Penalty: 4814.332520 Iteration 47Q: 3 clusters Score -2525794 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -2525824.500000 Penalty: 4814.332520 Iteration 48Q: 3 clusters Score -2525824 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 13366 members Entering Unmasked Estep Score: -2525858.250000 Penalty: 4814.332520 Iteration 49Q: 3 clusters Score -2525858 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -2525883.750000 Penalty: 4814.332520 Iteration 50Q: 3 clusters Score -2525884 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 13564 members Entering Unmasked Estep Score: -2525908.500000 Penalty: 4814.332520 Iteration 51Q: 3 clusters Score -2525908 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -2525930.750000 Penalty: 4814.332520 Iteration 52Q: 3 clusters Score -2525931 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -2525966.250000 Penalty: 4814.332520 Iteration 53Q: 3 clusters Score -2525966 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -2526003.500000 Penalty: 4814.332520 Iteration 54Q: 3 clusters Score -2526004 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -2526044.750000 Penalty: 4814.332520 Iteration 55Q: 3 clusters Score -2526045 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 14052 members Entering Unmasked Estep Score: -2526077.000000 Penalty: 4814.332520 Iteration 56Q: 3 clusters Score -2526077 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 14140 members Entering Unmasked Estep Score: -2526102.250000 Penalty: 4814.332520 Iteration 57Q: 3 clusters Score -2526102 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 14213 members Entering Unmasked Estep Score: -2526123.250000 Penalty: 4814.332520 Iteration 58Q: 3 clusters Score -2526123 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 14265 members Entering Unmasked Estep Score: -2526145.250000 Penalty: 4814.332520 Iteration 59Q: 3 clusters Score -2526145 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 14321 members Entering Unmasked Estep Score: -2526166.000000 Penalty: 4814.332520 Iteration 60F: 3 clusters Score -2526166 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -2526167.000000 Penalty: 4814.332520 Iteration 61Q: 3 clusters Score -2526167 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -2526180.000000 Penalty: 4814.332520 Iteration 62Q: 3 clusters Score -2526180 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -2526193.000000 Penalty: 4814.332520 Iteration 63Q: 3 clusters Score -2526193 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -2526203.750000 Penalty: 4814.332520 Iteration 64Q: 3 clusters Score -2526204 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -2526203.500000 Penalty: 4814.332520 Iteration 65Q: 3 clusters Score -2526204 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -2526224.000000 Penalty: 4814.332520 Iteration 66Q: 3 clusters Score -2526224 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 14598 members Entering Unmasked Estep Score: -2526232.250000 Penalty: 4814.332520 Iteration 67Q: 3 clusters Score -2526232 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -2526238.750000 Penalty: 4814.332520 Iteration 68Q: 3 clusters Score -2526239 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -2526251.500000 Penalty: 4814.332520 Iteration 69Q: 3 clusters Score -2526252 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -2526264.250000 Penalty: 4814.332520 Iteration 70Q: 3 clusters Score -2526264 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 14730 members Entering Unmasked Estep Score: -2526270.750000 Penalty: 4814.332520 Iteration 71Q: 3 clusters Score -2526271 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 14767 members Entering Unmasked Estep Score: -2526280.000000 Penalty: 4814.332520 Iteration 72Q: 3 clusters Score -2526280 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -2526297.750000 Penalty: 4814.332520 Iteration 73Q: 3 clusters Score -2526298 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -2526308.250000 Penalty: 4814.332520 Iteration 74Q: 3 clusters Score -2526308 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 14849 members Entering Unmasked Estep Score: -2526312.250000 Penalty: 4814.332520 Iteration 75Q: 3 clusters Score -2526312 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -2526323.500000 Penalty: 4814.332520 Iteration 76Q: 3 clusters Score -2526324 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -2526329.750000 Penalty: 4814.332520 Iteration 77Q: 3 clusters Score -2526330 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -2526335.000000 Penalty: 4814.332520 Iteration 78Q: 3 clusters Score -2526335 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -2526351.000000 Penalty: 4814.332520 Iteration 79Q: 3 clusters Score -2526351 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 14984 members Entering Unmasked Estep Score: -2526356.750000 Penalty: 4814.332520 Iteration 80F: 3 clusters Score -2526357 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -2526374.750000 Penalty: 4814.332520 Iteration 81Q: 3 clusters Score -2526375 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -2526386.500000 Penalty: 4814.332520 Iteration 82Q: 3 clusters Score -2526386 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -2526397.500000 Penalty: 4814.332520 Iteration 83Q: 3 clusters Score -2526398 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 15092 members Entering Unmasked Estep Score: -2526399.250000 Penalty: 4814.332520 Iteration 84Q: 3 clusters Score -2526399 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 15112 members Entering Unmasked Estep Score: -2526410.250000 Penalty: 4814.332520 Iteration 85Q: 3 clusters Score -2526410 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -2526421.750000 Penalty: 4814.332520 Iteration 86Q: 3 clusters Score -2526422 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 15147 members Entering Unmasked Estep Score: -2526429.500000 Penalty: 4814.332520 Iteration 87Q: 3 clusters Score -2526430 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 15163 members Entering Unmasked Estep Score: -2526438.500000 Penalty: 4814.332520 Iteration 88Q: 3 clusters Score -2526438 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 15181 members Entering Unmasked Estep Score: -2526443.000000 Penalty: 4814.332520 Iteration 89Q: 3 clusters Score -2526443 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 15188 members Entering Unmasked Estep Score: -2526447.000000 Penalty: 4814.332520 Iteration 90Q: 3 clusters Score -2526447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 15194 members Entering Unmasked Estep Score: -2526449.750000 Penalty: 4814.332520 Iteration 91Q: 3 clusters Score -2526450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 15197 members Entering Unmasked Estep Score: -2526452.500000 Penalty: 4814.332520 Iteration 92Q: 3 clusters Score -2526452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 15200 members Entering Unmasked Estep Score: -2526447.250000 Penalty: 4814.332520 Iteration 93Q: 3 clusters Score -2526447 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 15201 members Entering Unmasked Estep Score: -2526447.750000 Penalty: 4814.332520 Iteration 94Q: 3 clusters Score -2526448 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 15201 members Entering Unmasked Estep Score: -2526447.750000 Penalty: 4814.332520 Iteration 95F: 3 clusters Score -2526448 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Entering Unmasked Estep Score: -1180777.500000 Penalty: 2201.901855 Iteration 0F: 2 clusters Score -1180778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1174940.875000 Penalty: 4403.803711 Iteration 0F: 3 clusters Score -1174941 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1176482.125000 Penalty: 4403.803711 Iteration 1F: 3 clusters Score -1176482 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1176724.500000 Penalty: 4403.803711 Iteration 2F: 3 clusters Score -1176724 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1176917.750000 Penalty: 4403.803711 Iteration 3Q: 3 clusters Score -1176918 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1177071.875000 Penalty: 4403.803711 Iteration 4Q: 3 clusters Score -1177072 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1177220.375000 Penalty: 4403.803711 Iteration 5Q: 3 clusters Score -1177220 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1177381.875000 Penalty: 4403.803711 Iteration 6Q: 3 clusters Score -1177382 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1177600.250000 Penalty: 4403.803711 Iteration 7Q: 3 clusters Score -1177600 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1177866.375000 Penalty: 4403.803711 Iteration 8F: 3 clusters Score -1177866 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1178156.875000 Penalty: 4403.803711 Iteration 9F: 3 clusters Score -1178157 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1178437.250000 Penalty: 4403.803711 Iteration 10F: 3 clusters Score -1178437 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1178691.750000 Penalty: 4403.803711 Iteration 11F: 3 clusters Score -1178692 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1178874.000000 Penalty: 4403.803711 Iteration 12Q: 3 clusters Score -1178874 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1179023.750000 Penalty: 4403.803711 Iteration 13Q: 3 clusters Score -1179024 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1179137.500000 Penalty: 4403.803711 Iteration 14Q: 3 clusters Score -1179138 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1179211.250000 Penalty: 4403.803711 Iteration 15Q: 3 clusters Score -1179211 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1179262.250000 Penalty: 4403.803711 Iteration 16Q: 3 clusters Score -1179262 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1179296.625000 Penalty: 4403.803711 Iteration 17Q: 3 clusters Score -1179297 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -1179318.125000 Penalty: 4403.803711 Iteration 18Q: 3 clusters Score -1179318 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1179339.000000 Penalty: 4403.803711 Iteration 19Q: 3 clusters Score -1179339 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1179344.375000 Penalty: 4403.803711 Iteration 20F: 3 clusters Score -1179344 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1179349.125000 Penalty: 4403.803711 Iteration 21Q: 3 clusters Score -1179349 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1179353.500000 Penalty: 4403.803711 Iteration 22Q: 3 clusters Score -1179354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1179353.375000 Penalty: 4403.803711 Iteration 23Q: 3 clusters Score -1179353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1179355.750000 Penalty: 4403.803711 Iteration 24Q: 3 clusters Score -1179356 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1179356.750000 Penalty: 4403.803711 Iteration 25Q: 3 clusters Score -1179357 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1179358.625000 Penalty: 4403.803711 Iteration 26Q: 3 clusters Score -1179359 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1179357.125000 Penalty: 4403.803711 Iteration 27Q: 3 clusters Score -1179357 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1179360.000000 Penalty: 4403.803711 Iteration 28Q: 3 clusters Score -1179360 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1179359.750000 Penalty: 4403.803711 Iteration 29Q: 3 clusters Score -1179360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1179359.500000 Penalty: 4403.803711 Iteration 30Q: 3 clusters Score -1179360 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1179359.500000 Penalty: 4403.803711 Iteration 31F: 3 clusters Score -1179360 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Entering Unmasked Estep Score: -86364.875000 Penalty: 1567.104126 Iteration 0F: 2 clusters Score -86364.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -84824.843750 Penalty: 3134.208252 Iteration 0F: 3 clusters Score -84824.84 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -85002.875000 Penalty: 3134.208252 Iteration 1F: 3 clusters Score -85002.88 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -85045.476562 Penalty: 3134.208252 Iteration 2F: 3 clusters Score -85045.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -85067.007812 Penalty: 3134.208252 Iteration 3Q: 3 clusters Score -85067.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -85083.515625 Penalty: 3134.208252 Iteration 4Q: 3 clusters Score -85083.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -85089.187500 Penalty: 3134.208252 Iteration 5Q: 3 clusters Score -85089.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -85089.187500 Penalty: 3134.208252 Iteration 6F: 3 clusters Score -85089.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Entering Unmasked Estep Score: -1728282.000000 Penalty: 2289.924805 Iteration 0F: 2 clusters Score -1728282 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1720514.375000 Penalty: 4579.849609 Iteration 0F: 3 clusters Score -1720514 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -1722754.750000 Penalty: 4579.849609 Iteration 1F: 3 clusters Score -1722755 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1723169.125000 Penalty: 4579.849609 Iteration 2F: 3 clusters Score -1723169 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1723491.000000 Penalty: 4579.849609 Iteration 3F: 3 clusters Score -1723491 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -1723764.750000 Penalty: 4579.849609 Iteration 4Q: 3 clusters Score -1723765 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1724032.500000 Penalty: 4579.849609 Iteration 5F: 3 clusters Score -1724032 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -1724270.250000 Penalty: 4579.849609 Iteration 6Q: 3 clusters Score -1724270 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -1724512.500000 Penalty: 4579.849609 Iteration 7Q: 3 clusters Score -1724512 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -1724768.125000 Penalty: 4579.849609 Iteration 8Q: 3 clusters Score -1724768 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -1724982.250000 Penalty: 4579.849609 Iteration 9Q: 3 clusters Score -1724982 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1725201.125000 Penalty: 4579.849609 Iteration 10Q: 3 clusters Score -1725201 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1725415.625000 Penalty: 4579.849609 Iteration 11Q: 3 clusters Score -1725416 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -1725617.875000 Penalty: 4579.849609 Iteration 12Q: 3 clusters Score -1725618 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1725777.875000 Penalty: 4579.849609 Iteration 13Q: 3 clusters Score -1725778 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 8669 members Entering Unmasked Estep Score: -1725905.750000 Penalty: 4579.849609 Iteration 14Q: 3 clusters Score -1725906 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -1726018.875000 Penalty: 4579.849609 Iteration 15Q: 3 clusters Score -1726019 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -1726091.750000 Penalty: 4579.849609 Iteration 16Q: 3 clusters Score -1726092 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -1726145.000000 Penalty: 4579.849609 Iteration 17Q: 3 clusters Score -1726145 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1726181.375000 Penalty: 4579.849609 Iteration 18Q: 3 clusters Score -1726181 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -1726208.500000 Penalty: 4579.849609 Iteration 19Q: 3 clusters Score -1726208 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -1726235.625000 Penalty: 4579.849609 Iteration 20F: 3 clusters Score -1726236 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -1726262.875000 Penalty: 4579.849609 Iteration 21Q: 3 clusters Score -1726263 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -1726285.750000 Penalty: 4579.849609 Iteration 22Q: 3 clusters Score -1726286 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -1726300.375000 Penalty: 4579.849609 Iteration 23Q: 3 clusters Score -1726300 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -1726318.375000 Penalty: 4579.849609 Iteration 24Q: 3 clusters Score -1726318 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -1726338.125000 Penalty: 4579.849609 Iteration 25Q: 3 clusters Score -1726338 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -1726357.000000 Penalty: 4579.849609 Iteration 26Q: 3 clusters Score -1726357 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -1726365.750000 Penalty: 4579.849609 Iteration 27Q: 3 clusters Score -1726366 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -1726372.250000 Penalty: 4579.849609 Iteration 28Q: 3 clusters Score -1726372 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -1726384.125000 Penalty: 4579.849609 Iteration 29Q: 3 clusters Score -1726384 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1726400.375000 Penalty: 4579.849609 Iteration 30Q: 3 clusters Score -1726400 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -1726416.250000 Penalty: 4579.849609 Iteration 31Q: 3 clusters Score -1726416 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 9488 members Entering Unmasked Estep Score: -1726426.750000 Penalty: 4579.849609 Iteration 32Q: 3 clusters Score -1726427 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -1726433.375000 Penalty: 4579.849609 Iteration 33Q: 3 clusters Score -1726433 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -1726440.625000 Penalty: 4579.849609 Iteration 34Q: 3 clusters Score -1726441 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -1726453.250000 Penalty: 4579.849609 Iteration 35Q: 3 clusters Score -1726453 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -1726455.625000 Penalty: 4579.849609 Iteration 36Q: 3 clusters Score -1726456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -1726460.250000 Penalty: 4579.849609 Iteration 37Q: 3 clusters Score -1726460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -1726463.500000 Penalty: 4579.849609 Iteration 38Q: 3 clusters Score -1726464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -1726466.125000 Penalty: 4579.849609 Iteration 39Q: 3 clusters Score -1726466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -1726468.250000 Penalty: 4579.849609 Iteration 40F: 3 clusters Score -1726468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 9561 members Entering Unmasked Estep Score: -1726473.125000 Penalty: 4579.849609 Iteration 41Q: 3 clusters Score -1726473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -1726474.875000 Penalty: 4579.849609 Iteration 42Q: 3 clusters Score -1726475 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1726472.250000 Penalty: 4579.849609 Iteration 43Q: 3 clusters Score -1726472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -1726474.375000 Penalty: 4579.849609 Iteration 44Q: 3 clusters Score -1726474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1726479.250000 Penalty: 4579.849609 Iteration 45Q: 3 clusters Score -1726479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -1726479.000000 Penalty: 4579.849609 Iteration 46Q: 3 clusters Score -1726479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 9571 members Entering Unmasked Estep Score: -1726479.750000 Penalty: 4579.849609 Iteration 47Q: 3 clusters Score -1726480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1726479.250000 Penalty: 4579.849609 Iteration 48Q: 3 clusters Score -1726479 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1726479.250000 Penalty: 4579.849609 Iteration 49F: 3 clusters Score -1726479 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Entering Unmasked Estep Score: -283259.843750 Penalty: 1847.475586 Iteration 0F: 2 clusters Score -283259.8 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 810 members Entering Unmasked Estep Score: -280818.250000 Penalty: 3694.951172 Iteration 0F: 3 clusters Score -280818.2 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -281261.468750 Penalty: 3694.951172 Iteration 1F: 3 clusters Score -281261.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -281390.093750 Penalty: 3694.951172 Iteration 2F: 3 clusters Score -281390.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -281489.000000 Penalty: 3694.951172 Iteration 3F: 3 clusters Score -281489 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -281575.281250 Penalty: 3694.951172 Iteration 4Q: 3 clusters Score -281575.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -281625.656250 Penalty: 3694.951172 Iteration 5Q: 3 clusters Score -281625.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -281651.125000 Penalty: 3694.951172 Iteration 6Q: 3 clusters Score -281651.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -281668.750000 Penalty: 3694.951172 Iteration 7Q: 3 clusters Score -281668.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -281690.312500 Penalty: 3694.951172 Iteration 8Q: 3 clusters Score -281690.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -281703.031250 Penalty: 3694.951172 Iteration 9Q: 3 clusters Score -281703 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -281708.750000 Penalty: 3694.951172 Iteration 10Q: 3 clusters Score -281708.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -281711.968750 Penalty: 3694.951172 Iteration 11Q: 3 clusters Score -281712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -281711.968750 Penalty: 3694.951172 Iteration 12F: 3 clusters Score -281712 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (14538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Entering Unmasked Estep Score: -2364659.750000 Penalty: 2376.961182 Iteration 0F: 2 clusters Score -2364660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -2354171.000000 Penalty: 4753.922363 Iteration 0F: 3 clusters Score -2354171 nChanged 6225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -2357438.500000 Penalty: 4753.922363 Iteration 1F: 3 clusters Score -2357438 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -2357911.000000 Penalty: 4753.922363 Iteration 2F: 3 clusters Score -2357911 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -2358407.750000 Penalty: 4753.922363 Iteration 3F: 3 clusters Score -2358408 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -2358942.000000 Penalty: 4753.922363 Iteration 4F: 3 clusters Score -2358942 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -2359470.750000 Penalty: 4753.922363 Iteration 5F: 3 clusters Score -2359471 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -2360044.250000 Penalty: 4753.922363 Iteration 6F: 3 clusters Score -2360044 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -2360621.750000 Penalty: 4753.922363 Iteration 7F: 3 clusters Score -2360622 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -2361148.000000 Penalty: 4753.922363 Iteration 8F: 3 clusters Score -2361148 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -2361698.750000 Penalty: 4753.922363 Iteration 9Q: 3 clusters Score -2361699 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -2362112.500000 Penalty: 4753.922363 Iteration 10Q: 3 clusters Score -2362112 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -2362383.750000 Penalty: 4753.922363 Iteration 11Q: 3 clusters Score -2362384 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -2362519.750000 Penalty: 4753.922363 Iteration 12Q: 3 clusters Score -2362520 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -2362613.000000 Penalty: 4753.922363 Iteration 13Q: 3 clusters Score -2362613 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -2362666.250000 Penalty: 4753.922363 Iteration 14Q: 3 clusters Score -2362666 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -2362717.750000 Penalty: 4753.922363 Iteration 15Q: 3 clusters Score -2362718 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -2362737.500000 Penalty: 4753.922363 Iteration 16Q: 3 clusters Score -2362738 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -2362763.000000 Penalty: 4753.922363 Iteration 17Q: 3 clusters Score -2362763 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -2362780.000000 Penalty: 4753.922363 Iteration 18Q: 3 clusters Score -2362780 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -2362784.750000 Penalty: 4753.922363 Iteration 19Q: 3 clusters Score -2362785 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -2362799.500000 Penalty: 4753.922363 Iteration 20F: 3 clusters Score -2362800 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -2362810.250000 Penalty: 4753.922363 Iteration 21Q: 3 clusters Score -2362810 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -2362819.000000 Penalty: 4753.922363 Iteration 22Q: 3 clusters Score -2362819 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -2362821.250000 Penalty: 4753.922363 Iteration 23Q: 3 clusters Score -2362821 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2362829.750000 Penalty: 4753.922363 Iteration 24Q: 3 clusters Score -2362830 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -2362843.000000 Penalty: 4753.922363 Iteration 25Q: 3 clusters Score -2362843 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -2362847.500000 Penalty: 4753.922363 Iteration 26Q: 3 clusters Score -2362848 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -2362852.000000 Penalty: 4753.922363 Iteration 27Q: 3 clusters Score -2362852 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -2362856.000000 Penalty: 4753.922363 Iteration 28Q: 3 clusters Score -2362856 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -2362870.000000 Penalty: 4753.922363 Iteration 29Q: 3 clusters Score -2362870 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -2362876.750000 Penalty: 4753.922363 Iteration 30Q: 3 clusters Score -2362877 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -2362887.250000 Penalty: 4753.922363 Iteration 31Q: 3 clusters Score -2362887 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -2362904.750000 Penalty: 4753.922363 Iteration 32Q: 3 clusters Score -2362905 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -2362914.500000 Penalty: 4753.922363 Iteration 33Q: 3 clusters Score -2362914 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -2362934.750000 Penalty: 4753.922363 Iteration 34Q: 3 clusters Score -2362935 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -2362962.500000 Penalty: 4753.922363 Iteration 35Q: 3 clusters Score -2362962 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -2362978.250000 Penalty: 4753.922363 Iteration 36Q: 3 clusters Score -2362978 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -2362992.750000 Penalty: 4753.922363 Iteration 37Q: 3 clusters Score -2362993 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -2363016.250000 Penalty: 4753.922363 Iteration 38Q: 3 clusters Score -2363016 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -2363054.750000 Penalty: 4753.922363 Iteration 39Q: 3 clusters Score -2363055 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -2363093.250000 Penalty: 4753.922363 Iteration 40F: 3 clusters Score -2363093 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -2363130.500000 Penalty: 4753.922363 Iteration 41Q: 3 clusters Score -2363130 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -2363196.250000 Penalty: 4753.922363 Iteration 42Q: 3 clusters Score -2363196 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7995 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -2363256.000000 Penalty: 4753.922363 Iteration 43Q: 3 clusters Score -2363256 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -2363319.750000 Penalty: 4753.922363 Iteration 44Q: 3 clusters Score -2363320 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -2363391.250000 Penalty: 4753.922363 Iteration 45Q: 3 clusters Score -2363391 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -2363472.000000 Penalty: 4753.922363 Iteration 46Q: 3 clusters Score -2363472 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -2363570.750000 Penalty: 4753.922363 Iteration 47Q: 3 clusters Score -2363571 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -2363626.750000 Penalty: 4753.922363 Iteration 48Q: 3 clusters Score -2363627 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -2363686.750000 Penalty: 4753.922363 Iteration 49Q: 3 clusters Score -2363687 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -2363732.750000 Penalty: 4753.922363 Iteration 50Q: 3 clusters Score -2363733 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -2363782.250000 Penalty: 4753.922363 Iteration 51Q: 3 clusters Score -2363782 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -2363812.000000 Penalty: 4753.922363 Iteration 52Q: 3 clusters Score -2363812 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -2363840.000000 Penalty: 4753.922363 Iteration 53Q: 3 clusters Score -2363840 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -2363865.500000 Penalty: 4753.922363 Iteration 54Q: 3 clusters Score -2363866 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -2363876.750000 Penalty: 4753.922363 Iteration 55Q: 3 clusters Score -2363877 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -2363893.500000 Penalty: 4753.922363 Iteration 56Q: 3 clusters Score -2363894 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2363907.000000 Penalty: 4753.922363 Iteration 57Q: 3 clusters Score -2363907 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -2363920.750000 Penalty: 4753.922363 Iteration 58Q: 3 clusters Score -2363921 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -2363923.250000 Penalty: 4753.922363 Iteration 59Q: 3 clusters Score -2363923 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -2363937.750000 Penalty: 4753.922363 Iteration 60F: 3 clusters Score -2363938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -2363943.000000 Penalty: 4753.922363 Iteration 61Q: 3 clusters Score -2363943 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -2363944.750000 Penalty: 4753.922363 Iteration 62Q: 3 clusters Score -2363945 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -2363948.500000 Penalty: 4753.922363 Iteration 63Q: 3 clusters Score -2363948 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -2363953.500000 Penalty: 4753.922363 Iteration 64Q: 3 clusters Score -2363954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -2363950.750000 Penalty: 4753.922363 Iteration 65Q: 3 clusters Score -2363951 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9967 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -2363950.250000 Penalty: 4753.922363 Iteration 66Q: 3 clusters Score -2363950 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -2363960.000000 Penalty: 4753.922363 Iteration 67Q: 3 clusters Score -2363960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -2363956.750000 Penalty: 4753.922363 Iteration 68Q: 3 clusters Score -2363957 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -2363957.500000 Penalty: 4753.922363 Iteration 69Q: 3 clusters Score -2363958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -2363953.250000 Penalty: 4753.922363 Iteration 70Q: 3 clusters Score -2363953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -2363953.250000 Penalty: 4753.922363 Iteration 71F: 3 clusters Score -2363953 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (24151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24151 members Entering Unmasked Estep Score: -4054433.250000 Penalty: 2502.836182 Iteration 0F: 2 clusters Score -4054433 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -4037645.000000 Penalty: 5005.672363 Iteration 0F: 3 clusters Score -4037645 nChanged 10900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -4043429.750000 Penalty: 5005.672363 Iteration 1F: 3 clusters Score -4043430 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -4043882.500000 Penalty: 5005.672363 Iteration 2F: 3 clusters Score -4043882 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -4044301.750000 Penalty: 5005.672363 Iteration 3Q: 3 clusters Score -4044302 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -4044820.000000 Penalty: 5005.672363 Iteration 4Q: 3 clusters Score -4044820 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8709 members Mstep: Class 2 contains 15442 members Entering Unmasked Estep Score: -4045436.250000 Penalty: 5005.672363 Iteration 5F: 3 clusters Score -4045436 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 16684 members Entering Unmasked Estep Score: -4046302.000000 Penalty: 5005.672363 Iteration 6F: 3 clusters Score -4046302 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -4047492.000000 Penalty: 5005.672363 Iteration 7F: 3 clusters Score -4047492 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -4048738.750000 Penalty: 5005.672363 Iteration 8F: 3 clusters Score -4048739 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 20932 members Entering Unmasked Estep Score: -4049871.000000 Penalty: 5005.672363 Iteration 9F: 3 clusters Score -4049871 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 21945 members Entering Unmasked Estep Score: -4050805.250000 Penalty: 5005.672363 Iteration 10Q: 3 clusters Score -4050805 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 22620 members Entering Unmasked Estep Score: -4051451.000000 Penalty: 5005.672363 Iteration 11Q: 3 clusters Score -4051451 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 23055 members Entering Unmasked Estep Score: -4051842.500000 Penalty: 5005.672363 Iteration 12Q: 3 clusters Score -4051842 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -4052035.500000 Penalty: 5005.672363 Iteration 13Q: 3 clusters Score -4052036 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 23386 members Entering Unmasked Estep Score: -4052152.000000 Penalty: 5005.672363 Iteration 14Q: 3 clusters Score -4052152 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 23474 members Entering Unmasked Estep Score: -4052239.500000 Penalty: 5005.672363 Iteration 15Q: 3 clusters Score -4052240 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -4052296.750000 Penalty: 5005.672363 Iteration 16Q: 3 clusters Score -4052297 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 23564 members Entering Unmasked Estep Score: -4052326.250000 Penalty: 5005.672363 Iteration 17Q: 3 clusters Score -4052326 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 23585 members Entering Unmasked Estep Score: -4052365.250000 Penalty: 5005.672363 Iteration 18Q: 3 clusters Score -4052365 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 23605 members Entering Unmasked Estep Score: -4052391.000000 Penalty: 5005.672363 Iteration 19Q: 3 clusters Score -4052391 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -4052400.500000 Penalty: 5005.672363 Iteration 20F: 3 clusters Score -4052400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 23624 members Entering Unmasked Estep Score: -4052407.250000 Penalty: 5005.672363 Iteration 21Q: 3 clusters Score -4052407 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 23633 members Entering Unmasked Estep Score: -4052413.750000 Penalty: 5005.672363 Iteration 22Q: 3 clusters Score -4052414 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -4052427.250000 Penalty: 5005.672363 Iteration 23Q: 3 clusters Score -4052427 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -4052437.500000 Penalty: 5005.672363 Iteration 24Q: 3 clusters Score -4052438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 23650 members Entering Unmasked Estep Score: -4052437.750000 Penalty: 5005.672363 Iteration 25Q: 3 clusters Score -4052438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 23651 members Entering Unmasked Estep Score: -4052437.250000 Penalty: 5005.672363 Iteration 26Q: 3 clusters Score -4052437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 23652 members Entering Unmasked Estep Score: -4052441.500000 Penalty: 5005.672363 Iteration 27Q: 3 clusters Score -4052442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 23652 members Entering Unmasked Estep Score: -4052444.750000 Penalty: 5005.672363 Iteration 28Q: 3 clusters Score -4052445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 23655 members Entering Unmasked Estep Score: -4052444.000000 Penalty: 5005.672363 Iteration 29Q: 3 clusters Score -4052444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 23659 members Entering Unmasked Estep Score: -4052448.250000 Penalty: 5005.672363 Iteration 30Q: 3 clusters Score -4052448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 23660 members Entering Unmasked Estep Score: -4052450.000000 Penalty: 5005.672363 Iteration 31Q: 3 clusters Score -4052450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 23660 members Entering Unmasked Estep Score: -4052454.750000 Penalty: 5005.672363 Iteration 32Q: 3 clusters Score -4052455 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -4052450.000000 Penalty: 5005.672363 Iteration 33Q: 3 clusters Score -4052450 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -4052450.000000 Penalty: 5005.672363 Iteration 34F: 3 clusters Score -4052450 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -9370.159180 Penalty: 1098.842529 Iteration 0F: 2 clusters Score -9370.159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -8988.830078 Penalty: 2197.685059 Iteration 0F: 3 clusters Score -8988.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9029.906250 Penalty: 2197.685059 Iteration 1Q: 3 clusters Score -9029.906 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9029.906250 Penalty: 2197.685059 Iteration 2F: 3 clusters Score -9029.906 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Entering Unmasked Estep Score: -659937.250000 Penalty: 2071.783936 Iteration 0F: 2 clusters Score -659937.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -655925.250000 Penalty: 4143.567871 Iteration 0F: 3 clusters Score -655925.2 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -656910.437500 Penalty: 4143.567871 Iteration 1F: 3 clusters Score -656910.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -657202.937500 Penalty: 4143.567871 Iteration 2F: 3 clusters Score -657202.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -657403.625000 Penalty: 4143.567871 Iteration 3F: 3 clusters Score -657403.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -657539.562500 Penalty: 4143.567871 Iteration 4Q: 3 clusters Score -657539.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -657640.375000 Penalty: 4143.567871 Iteration 5Q: 3 clusters Score -657640.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -657720.062500 Penalty: 4143.567871 Iteration 6Q: 3 clusters Score -657720.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -657783.375000 Penalty: 4143.567871 Iteration 7Q: 3 clusters Score -657783.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -657852.562500 Penalty: 4143.567871 Iteration 8Q: 3 clusters Score -657852.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -657910.562500 Penalty: 4143.567871 Iteration 9Q: 3 clusters Score -657910.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -657971.750000 Penalty: 4143.567871 Iteration 10Q: 3 clusters Score -657971.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -658021.750000 Penalty: 4143.567871 Iteration 11Q: 3 clusters Score -658021.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -658065.937500 Penalty: 4143.567871 Iteration 12Q: 3 clusters Score -658065.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -658110.937500 Penalty: 4143.567871 Iteration 13Q: 3 clusters Score -658110.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -658169.375000 Penalty: 4143.567871 Iteration 14Q: 3 clusters Score -658169.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -658238.812500 Penalty: 4143.567871 Iteration 15Q: 3 clusters Score -658238.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -658321.000000 Penalty: 4143.567871 Iteration 16Q: 3 clusters Score -658321 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -658409.437500 Penalty: 4143.567871 Iteration 17Q: 3 clusters Score -658409.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -658481.312500 Penalty: 4143.567871 Iteration 18Q: 3 clusters Score -658481.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -658539.750000 Penalty: 4143.567871 Iteration 19Q: 3 clusters Score -658539.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -658579.562500 Penalty: 4143.567871 Iteration 20F: 3 clusters Score -658579.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -658607.437500 Penalty: 4143.567871 Iteration 21Q: 3 clusters Score -658607.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -658633.750000 Penalty: 4143.567871 Iteration 22Q: 3 clusters Score -658633.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -658656.562500 Penalty: 4143.567871 Iteration 23Q: 3 clusters Score -658656.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -658676.500000 Penalty: 4143.567871 Iteration 24Q: 3 clusters Score -658676.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -658690.562500 Penalty: 4143.567871 Iteration 25Q: 3 clusters Score -658690.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -658701.125000 Penalty: 4143.567871 Iteration 26Q: 3 clusters Score -658701.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -658713.500000 Penalty: 4143.567871 Iteration 27Q: 3 clusters Score -658713.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -658723.250000 Penalty: 4143.567871 Iteration 28Q: 3 clusters Score -658723.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -658728.750000 Penalty: 4143.567871 Iteration 29Q: 3 clusters Score -658728.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -658731.875000 Penalty: 4143.567871 Iteration 30Q: 3 clusters Score -658731.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -658731.625000 Penalty: 4143.567871 Iteration 31Q: 3 clusters Score -658731.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -658732.437500 Penalty: 4143.567871 Iteration 32Q: 3 clusters Score -658732.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -658734.250000 Penalty: 4143.567871 Iteration 33Q: 3 clusters Score -658734.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -658734.250000 Penalty: 4143.567871 Iteration 34F: 3 clusters Score -658734.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (48232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48232 members Entering Unmasked Estep Score: -7866344.000000 Penalty: 2674.376953 Iteration 0F: 2 clusters Score -7866344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24051 members Mstep: Class 2 contains 24181 members Entering Unmasked Estep Score: -7834156.000000 Penalty: 5348.753906 Iteration 0F: 3 clusters Score -7834156 nChanged 22220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23645 members Mstep: Class 2 contains 24587 members Entering Unmasked Estep Score: -7846573.000000 Penalty: 5348.753906 Iteration 1F: 3 clusters Score -7846573 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23528 members Mstep: Class 2 contains 24704 members Entering Unmasked Estep Score: -7847337.500000 Penalty: 5348.753906 Iteration 2Q: 3 clusters Score -7847338 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23448 members Mstep: Class 2 contains 24784 members Entering Unmasked Estep Score: -7848074.000000 Penalty: 5348.753906 Iteration 3Q: 3 clusters Score -7848074 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 24810 members Entering Unmasked Estep Score: -7848916.000000 Penalty: 5348.753906 Iteration 4Q: 3 clusters Score -7848916 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23525 members Mstep: Class 2 contains 24707 members Entering Unmasked Estep Score: -7849746.500000 Penalty: 5348.753906 Iteration 5Q: 3 clusters Score -7849746 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23679 members Mstep: Class 2 contains 24553 members Entering Unmasked Estep Score: -7850638.500000 Penalty: 5348.753906 Iteration 6Q: 3 clusters Score -7850638 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23928 members Mstep: Class 2 contains 24304 members Entering Unmasked Estep Score: -7851509.000000 Penalty: 5348.753906 Iteration 7Q: 3 clusters Score -7851509 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24233 members Mstep: Class 2 contains 23999 members Entering Unmasked Estep Score: -7852417.500000 Penalty: 5348.753906 Iteration 8Q: 3 clusters Score -7852418 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24576 members Mstep: Class 2 contains 23656 members Entering Unmasked Estep Score: -7853275.500000 Penalty: 5348.753906 Iteration 9Q: 3 clusters Score -7853276 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24964 members Mstep: Class 2 contains 23268 members Entering Unmasked Estep Score: -7854193.500000 Penalty: 5348.753906 Iteration 10Q: 3 clusters Score -7854194 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25390 members Mstep: Class 2 contains 22842 members Entering Unmasked Estep Score: -7855082.000000 Penalty: 5348.753906 Iteration 11Q: 3 clusters Score -7855082 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25886 members Mstep: Class 2 contains 22346 members Entering Unmasked Estep Score: -7855828.000000 Penalty: 5348.753906 Iteration 12Q: 3 clusters Score -7855828 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26479 members Mstep: Class 2 contains 21753 members Entering Unmasked Estep Score: -7856367.000000 Penalty: 5348.753906 Iteration 13Q: 3 clusters Score -7856367 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 21137 members Entering Unmasked Estep Score: -7856735.500000 Penalty: 5348.753906 Iteration 14Q: 3 clusters Score -7856736 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27731 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -7856976.000000 Penalty: 5348.753906 Iteration 15Q: 3 clusters Score -7856976 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28366 members Mstep: Class 2 contains 19866 members Entering Unmasked Estep Score: -7857263.000000 Penalty: 5348.753906 Iteration 16Q: 3 clusters Score -7857263 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29055 members Mstep: Class 2 contains 19177 members Entering Unmasked Estep Score: -7857601.500000 Penalty: 5348.753906 Iteration 17Q: 3 clusters Score -7857602 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29708 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -7857953.000000 Penalty: 5348.753906 Iteration 18Q: 3 clusters Score -7857953 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30404 members Mstep: Class 2 contains 17828 members Entering Unmasked Estep Score: -7858382.000000 Penalty: 5348.753906 Iteration 19Q: 3 clusters Score -7858382 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31050 members Mstep: Class 2 contains 17182 members Entering Unmasked Estep Score: -7858885.500000 Penalty: 5348.753906 Iteration 20F: 3 clusters Score -7858886 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31695 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -7859351.000000 Penalty: 5348.753906 Iteration 21Q: 3 clusters Score -7859351 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32305 members Mstep: Class 2 contains 15927 members Entering Unmasked Estep Score: -7859943.500000 Penalty: 5348.753906 Iteration 22Q: 3 clusters Score -7859944 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32896 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -7860424.000000 Penalty: 5348.753906 Iteration 23Q: 3 clusters Score -7860424 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33344 members Mstep: Class 2 contains 14888 members Entering Unmasked Estep Score: -7860774.000000 Penalty: 5348.753906 Iteration 24Q: 3 clusters Score -7860774 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33608 members Mstep: Class 2 contains 14624 members Entering Unmasked Estep Score: -7861072.500000 Penalty: 5348.753906 Iteration 25Q: 3 clusters Score -7861072 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33794 members Mstep: Class 2 contains 14438 members Entering Unmasked Estep Score: -7861329.000000 Penalty: 5348.753906 Iteration 26Q: 3 clusters Score -7861329 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33877 members Mstep: Class 2 contains 14355 members Entering Unmasked Estep Score: -7861607.500000 Penalty: 5348.753906 Iteration 27Q: 3 clusters Score -7861608 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33885 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -7861841.000000 Penalty: 5348.753906 Iteration 28Q: 3 clusters Score -7861841 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33841 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -7862056.000000 Penalty: 5348.753906 Iteration 29Q: 3 clusters Score -7862056 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33716 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -7862251.500000 Penalty: 5348.753906 Iteration 30Q: 3 clusters Score -7862252 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33551 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -7862438.000000 Penalty: 5348.753906 Iteration 31Q: 3 clusters Score -7862438 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33351 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -7862601.000000 Penalty: 5348.753906 Iteration 32Q: 3 clusters Score -7862601 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33050 members Mstep: Class 2 contains 15182 members Entering Unmasked Estep Score: -7862811.000000 Penalty: 5348.753906 Iteration 33Q: 3 clusters Score -7862811 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32685 members Mstep: Class 2 contains 15547 members Entering Unmasked Estep Score: -7863020.500000 Penalty: 5348.753906 Iteration 34Q: 3 clusters Score -7863020 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32301 members Mstep: Class 2 contains 15931 members Entering Unmasked Estep Score: -7863239.500000 Penalty: 5348.753906 Iteration 35Q: 3 clusters Score -7863240 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31903 members Mstep: Class 2 contains 16329 members Entering Unmasked Estep Score: -7863393.500000 Penalty: 5348.753906 Iteration 36Q: 3 clusters Score -7863394 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31507 members Mstep: Class 2 contains 16725 members Entering Unmasked Estep Score: -7863538.000000 Penalty: 5348.753906 Iteration 37Q: 3 clusters Score -7863538 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31144 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -7863665.500000 Penalty: 5348.753906 Iteration 38Q: 3 clusters Score -7863666 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30775 members Mstep: Class 2 contains 17457 members Entering Unmasked Estep Score: -7863746.000000 Penalty: 5348.753906 Iteration 39Q: 3 clusters Score -7863746 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30418 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -7863907.000000 Penalty: 5348.753906 Iteration 40F: 3 clusters Score -7863907 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29996 members Mstep: Class 2 contains 18236 members Entering Unmasked Estep Score: -7864069.000000 Penalty: 5348.753906 Iteration 41Q: 3 clusters Score -7864069 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29536 members Mstep: Class 2 contains 18696 members Entering Unmasked Estep Score: -7864220.500000 Penalty: 5348.753906 Iteration 42Q: 3 clusters Score -7864220 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29080 members Mstep: Class 2 contains 19152 members Entering Unmasked Estep Score: -7864360.500000 Penalty: 5348.753906 Iteration 43Q: 3 clusters Score -7864360 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28626 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -7864517.500000 Penalty: 5348.753906 Iteration 44Q: 3 clusters Score -7864518 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28169 members Mstep: Class 2 contains 20063 members Entering Unmasked Estep Score: -7864613.500000 Penalty: 5348.753906 Iteration 45Q: 3 clusters Score -7864614 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27740 members Mstep: Class 2 contains 20492 members Entering Unmasked Estep Score: -7864749.000000 Penalty: 5348.753906 Iteration 46Q: 3 clusters Score -7864749 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27301 members Mstep: Class 2 contains 20931 members Entering Unmasked Estep Score: -7864845.500000 Penalty: 5348.753906 Iteration 47Q: 3 clusters Score -7864846 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26845 members Mstep: Class 2 contains 21387 members Entering Unmasked Estep Score: -7864947.000000 Penalty: 5348.753906 Iteration 48Q: 3 clusters Score -7864947 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26390 members Mstep: Class 2 contains 21842 members Entering Unmasked Estep Score: -7865075.500000 Penalty: 5348.753906 Iteration 49Q: 3 clusters Score -7865076 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25968 members Mstep: Class 2 contains 22264 members Entering Unmasked Estep Score: -7865213.500000 Penalty: 5348.753906 Iteration 50Q: 3 clusters Score -7865214 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25543 members Mstep: Class 2 contains 22689 members Entering Unmasked Estep Score: -7865287.500000 Penalty: 5348.753906 Iteration 51Q: 3 clusters Score -7865288 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25137 members Mstep: Class 2 contains 23095 members Entering Unmasked Estep Score: -7865384.000000 Penalty: 5348.753906 Iteration 52Q: 3 clusters Score -7865384 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24786 members Mstep: Class 2 contains 23446 members Entering Unmasked Estep Score: -7865419.500000 Penalty: 5348.753906 Iteration 53Q: 3 clusters Score -7865420 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24433 members Mstep: Class 2 contains 23799 members Entering Unmasked Estep Score: -7865504.000000 Penalty: 5348.753906 Iteration 54Q: 3 clusters Score -7865504 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24076 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -7865600.000000 Penalty: 5348.753906 Iteration 55Q: 3 clusters Score -7865600 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23779 members Mstep: Class 2 contains 24453 members Entering Unmasked Estep Score: -7865639.000000 Penalty: 5348.753906 Iteration 56Q: 3 clusters Score -7865639 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23524 members Mstep: Class 2 contains 24708 members Entering Unmasked Estep Score: -7865662.500000 Penalty: 5348.753906 Iteration 57Q: 3 clusters Score -7865662 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23299 members Mstep: Class 2 contains 24933 members Entering Unmasked Estep Score: -7865709.500000 Penalty: 5348.753906 Iteration 58Q: 3 clusters Score -7865710 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23087 members Mstep: Class 2 contains 25145 members Entering Unmasked Estep Score: -7865748.000000 Penalty: 5348.753906 Iteration 59Q: 3 clusters Score -7865748 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22874 members Mstep: Class 2 contains 25358 members Entering Unmasked Estep Score: -7865767.500000 Penalty: 5348.753906 Iteration 60F: 3 clusters Score -7865768 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22672 members Mstep: Class 2 contains 25560 members Entering Unmasked Estep Score: -7865796.000000 Penalty: 5348.753906 Iteration 61Q: 3 clusters Score -7865796 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22506 members Mstep: Class 2 contains 25726 members Entering Unmasked Estep Score: -7865832.000000 Penalty: 5348.753906 Iteration 62Q: 3 clusters Score -7865832 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22346 members Mstep: Class 2 contains 25886 members Entering Unmasked Estep Score: -7865862.000000 Penalty: 5348.753906 Iteration 63Q: 3 clusters Score -7865862 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 26023 members Entering Unmasked Estep Score: -7865914.000000 Penalty: 5348.753906 Iteration 64Q: 3 clusters Score -7865914 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22096 members Mstep: Class 2 contains 26136 members Entering Unmasked Estep Score: -7865908.000000 Penalty: 5348.753906 Iteration 65Q: 3 clusters Score -7865908 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21995 members Mstep: Class 2 contains 26237 members Entering Unmasked Estep Score: -7865902.500000 Penalty: 5348.753906 Iteration 66Q: 3 clusters Score -7865902 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21896 members Mstep: Class 2 contains 26336 members Entering Unmasked Estep Score: -7865927.500000 Penalty: 5348.753906 Iteration 67Q: 3 clusters Score -7865928 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21804 members Mstep: Class 2 contains 26428 members Entering Unmasked Estep Score: -7865936.000000 Penalty: 5348.753906 Iteration 68Q: 3 clusters Score -7865936 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 26523 members Entering Unmasked Estep Score: -7865946.500000 Penalty: 5348.753906 Iteration 69Q: 3 clusters Score -7865946 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21623 members Mstep: Class 2 contains 26609 members Entering Unmasked Estep Score: -7865958.000000 Penalty: 5348.753906 Iteration 70Q: 3 clusters Score -7865958 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21549 members Mstep: Class 2 contains 26683 members Entering Unmasked Estep Score: -7865954.000000 Penalty: 5348.753906 Iteration 71Q: 3 clusters Score -7865954 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21469 members Mstep: Class 2 contains 26763 members Entering Unmasked Estep Score: -7865954.500000 Penalty: 5348.753906 Iteration 72Q: 3 clusters Score -7865954 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21405 members Mstep: Class 2 contains 26827 members Entering Unmasked Estep Score: -7865967.000000 Penalty: 5348.753906 Iteration 73Q: 3 clusters Score -7865967 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 26892 members Entering Unmasked Estep Score: -7865970.500000 Penalty: 5348.753906 Iteration 74Q: 3 clusters Score -7865970 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 26941 members Entering Unmasked Estep Score: -7865968.500000 Penalty: 5348.753906 Iteration 75Q: 3 clusters Score -7865968 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21247 members Mstep: Class 2 contains 26985 members Entering Unmasked Estep Score: -7865991.500000 Penalty: 5348.753906 Iteration 76Q: 3 clusters Score -7865992 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21207 members Mstep: Class 2 contains 27025 members Entering Unmasked Estep Score: -7865979.000000 Penalty: 5348.753906 Iteration 77Q: 3 clusters Score -7865979 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21183 members Mstep: Class 2 contains 27049 members Entering Unmasked Estep Score: -7865982.000000 Penalty: 5348.753906 Iteration 78Q: 3 clusters Score -7865982 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21156 members Mstep: Class 2 contains 27076 members Entering Unmasked Estep Score: -7865983.500000 Penalty: 5348.753906 Iteration 79Q: 3 clusters Score -7865984 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21134 members Mstep: Class 2 contains 27098 members Entering Unmasked Estep Score: -7865980.000000 Penalty: 5348.753906 Iteration 80F: 3 clusters Score -7865980 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21114 members Mstep: Class 2 contains 27118 members Entering Unmasked Estep Score: -7865976.000000 Penalty: 5348.753906 Iteration 81Q: 3 clusters Score -7865976 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21100 members Mstep: Class 2 contains 27132 members Entering Unmasked Estep Score: -7865979.000000 Penalty: 5348.753906 Iteration 82Q: 3 clusters Score -7865979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21090 members Mstep: Class 2 contains 27142 members Entering Unmasked Estep Score: -7865983.000000 Penalty: 5348.753906 Iteration 83Q: 3 clusters Score -7865983 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21081 members Mstep: Class 2 contains 27151 members Entering Unmasked Estep Score: -7865977.000000 Penalty: 5348.753906 Iteration 84Q: 3 clusters Score -7865977 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21076 members Mstep: Class 2 contains 27156 members Entering Unmasked Estep Score: -7865970.000000 Penalty: 5348.753906 Iteration 85Q: 3 clusters Score -7865970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21072 members Mstep: Class 2 contains 27160 members Entering Unmasked Estep Score: -7865979.500000 Penalty: 5348.753906 Iteration 86Q: 3 clusters Score -7865980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21068 members Mstep: Class 2 contains 27164 members Entering Unmasked Estep Score: -7865967.500000 Penalty: 5348.753906 Iteration 87Q: 3 clusters Score -7865968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21066 members Mstep: Class 2 contains 27166 members Entering Unmasked Estep Score: -7865968.000000 Penalty: 5348.753906 Iteration 88Q: 3 clusters Score -7865968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21063 members Mstep: Class 2 contains 27169 members Entering Unmasked Estep Score: -7865968.000000 Penalty: 5348.753906 Iteration 89Q: 3 clusters Score -7865968 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21059 members Mstep: Class 2 contains 27173 members Entering Unmasked Estep Score: -7865971.000000 Penalty: 5348.753906 Iteration 90Q: 3 clusters Score -7865971 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 27184 members Entering Unmasked Estep Score: -7865976.500000 Penalty: 5348.753906 Iteration 91Q: 3 clusters Score -7865976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -7865968.000000 Penalty: 5348.753906 Iteration 92Q: 3 clusters Score -7865968 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21035 members Mstep: Class 2 contains 27197 members Entering Unmasked Estep Score: -7865976.000000 Penalty: 5348.753906 Iteration 93Q: 3 clusters Score -7865976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21028 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -7865963.500000 Penalty: 5348.753906 Iteration 94Q: 3 clusters Score -7865964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21025 members Mstep: Class 2 contains 27207 members Entering Unmasked Estep Score: -7865972.000000 Penalty: 5348.753906 Iteration 95Q: 3 clusters Score -7865972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21021 members Mstep: Class 2 contains 27211 members Entering Unmasked Estep Score: -7865973.500000 Penalty: 5348.753906 Iteration 96Q: 3 clusters Score -7865974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21015 members Mstep: Class 2 contains 27217 members Entering Unmasked Estep Score: -7865976.500000 Penalty: 5348.753906 Iteration 97Q: 3 clusters Score -7865976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21007 members Mstep: Class 2 contains 27225 members Entering Unmasked Estep Score: -7865976.500000 Penalty: 5348.753906 Iteration 98Q: 3 clusters Score -7865976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21000 members Mstep: Class 2 contains 27232 members Entering Unmasked Estep Score: -7865982.500000 Penalty: 5348.753906 Iteration 99Q: 3 clusters Score -7865982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20996 members Mstep: Class 2 contains 27236 members Entering Unmasked Estep Score: -7865982.500000 Penalty: 5348.753906 Iteration 100F: 3 clusters Score -7865982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20994 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -7865985.500000 Penalty: 5348.753906 Iteration 101Q: 3 clusters Score -7865986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20990 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -7865986.500000 Penalty: 5348.753906 Iteration 102Q: 3 clusters Score -7865986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20989 members Mstep: Class 2 contains 27243 members Entering Unmasked Estep Score: -7865988.500000 Penalty: 5348.753906 Iteration 103Q: 3 clusters Score -7865988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20989 members Mstep: Class 2 contains 27243 members Entering Unmasked Estep Score: -7865988.500000 Penalty: 5348.753906 Iteration 104F: 3 clusters Score -7865988 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Entering Unmasked Estep Score: -1423435.375000 Penalty: 2250.623047 Iteration 0F: 2 clusters Score -1423435 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 4404 members Entering Unmasked Estep Score: -1416521.500000 Penalty: 4501.246094 Iteration 0F: 3 clusters Score -1416522 nChanged 3606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1418449.625000 Penalty: 4501.246094 Iteration 1F: 3 clusters Score -1418450 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1418725.500000 Penalty: 4501.246094 Iteration 2F: 3 clusters Score -1418726 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1418950.625000 Penalty: 4501.246094 Iteration 3F: 3 clusters Score -1418951 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1419116.750000 Penalty: 4501.246094 Iteration 4Q: 3 clusters Score -1419117 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1419288.125000 Penalty: 4501.246094 Iteration 5Q: 3 clusters Score -1419288 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1419430.500000 Penalty: 4501.246094 Iteration 6Q: 3 clusters Score -1419430 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -1419576.500000 Penalty: 4501.246094 Iteration 7Q: 3 clusters Score -1419576 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1419705.750000 Penalty: 4501.246094 Iteration 8Q: 3 clusters Score -1419706 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1419825.625000 Penalty: 4501.246094 Iteration 9Q: 3 clusters Score -1419826 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1419948.875000 Penalty: 4501.246094 Iteration 10Q: 3 clusters Score -1419949 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1420091.625000 Penalty: 4501.246094 Iteration 11Q: 3 clusters Score -1420092 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1420238.250000 Penalty: 4501.246094 Iteration 12Q: 3 clusters Score -1420238 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1420379.125000 Penalty: 4501.246094 Iteration 13Q: 3 clusters Score -1420379 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1420509.750000 Penalty: 4501.246094 Iteration 14Q: 3 clusters Score -1420510 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1420628.625000 Penalty: 4501.246094 Iteration 15Q: 3 clusters Score -1420629 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1420728.500000 Penalty: 4501.246094 Iteration 16Q: 3 clusters Score -1420728 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -1420801.500000 Penalty: 4501.246094 Iteration 17Q: 3 clusters Score -1420802 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1420868.625000 Penalty: 4501.246094 Iteration 18Q: 3 clusters Score -1420869 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1420940.625000 Penalty: 4501.246094 Iteration 19Q: 3 clusters Score -1420941 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1421006.625000 Penalty: 4501.246094 Iteration 20F: 3 clusters Score -1421007 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1421045.375000 Penalty: 4501.246094 Iteration 21Q: 3 clusters Score -1421045 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1421093.125000 Penalty: 4501.246094 Iteration 22Q: 3 clusters Score -1421093 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1421131.500000 Penalty: 4501.246094 Iteration 23Q: 3 clusters Score -1421132 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -1421154.000000 Penalty: 4501.246094 Iteration 24Q: 3 clusters Score -1421154 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1421170.250000 Penalty: 4501.246094 Iteration 25Q: 3 clusters Score -1421170 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1421186.500000 Penalty: 4501.246094 Iteration 26Q: 3 clusters Score -1421186 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1421202.625000 Penalty: 4501.246094 Iteration 27Q: 3 clusters Score -1421203 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -1421214.375000 Penalty: 4501.246094 Iteration 28Q: 3 clusters Score -1421214 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -1421229.125000 Penalty: 4501.246094 Iteration 29Q: 3 clusters Score -1421229 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1421239.250000 Penalty: 4501.246094 Iteration 30Q: 3 clusters Score -1421239 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1421248.375000 Penalty: 4501.246094 Iteration 31Q: 3 clusters Score -1421248 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1421250.750000 Penalty: 4501.246094 Iteration 32Q: 3 clusters Score -1421251 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1421263.500000 Penalty: 4501.246094 Iteration 33Q: 3 clusters Score -1421264 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1421270.375000 Penalty: 4501.246094 Iteration 34Q: 3 clusters Score -1421270 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1421278.375000 Penalty: 4501.246094 Iteration 35Q: 3 clusters Score -1421278 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1421286.625000 Penalty: 4501.246094 Iteration 36Q: 3 clusters Score -1421287 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1421290.750000 Penalty: 4501.246094 Iteration 37Q: 3 clusters Score -1421291 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1421300.250000 Penalty: 4501.246094 Iteration 38Q: 3 clusters Score -1421300 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1421309.250000 Penalty: 4501.246094 Iteration 39Q: 3 clusters Score -1421309 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1421315.500000 Penalty: 4501.246094 Iteration 40F: 3 clusters Score -1421316 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1421316.250000 Penalty: 4501.246094 Iteration 41Q: 3 clusters Score -1421316 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1421321.250000 Penalty: 4501.246094 Iteration 42Q: 3 clusters Score -1421321 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1421330.125000 Penalty: 4501.246094 Iteration 43Q: 3 clusters Score -1421330 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1421339.875000 Penalty: 4501.246094 Iteration 44Q: 3 clusters Score -1421340 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1421339.750000 Penalty: 4501.246094 Iteration 45Q: 3 clusters Score -1421340 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1421342.750000 Penalty: 4501.246094 Iteration 46Q: 3 clusters Score -1421343 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1421346.000000 Penalty: 4501.246094 Iteration 47Q: 3 clusters Score -1421346 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1421345.500000 Penalty: 4501.246094 Iteration 48Q: 3 clusters Score -1421346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1421345.125000 Penalty: 4501.246094 Iteration 49Q: 3 clusters Score -1421345 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1421348.500000 Penalty: 4501.246094 Iteration 50Q: 3 clusters Score -1421348 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1421353.625000 Penalty: 4501.246094 Iteration 51Q: 3 clusters Score -1421354 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1421353.000000 Penalty: 4501.246094 Iteration 52Q: 3 clusters Score -1421353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1421353.375000 Penalty: 4501.246094 Iteration 53Q: 3 clusters Score -1421353 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1421353.125000 Penalty: 4501.246094 Iteration 54Q: 3 clusters Score -1421353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1421355.625000 Penalty: 4501.246094 Iteration 55Q: 3 clusters Score -1421356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1421355.750000 Penalty: 4501.246094 Iteration 56Q: 3 clusters Score -1421356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1421355.375000 Penalty: 4501.246094 Iteration 57Q: 3 clusters Score -1421355 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1421356.625000 Penalty: 4501.246094 Iteration 58Q: 3 clusters Score -1421357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1421356.625000 Penalty: 4501.246094 Iteration 59F: 3 clusters Score -1421357 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (16381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Entering Unmasked Estep Score: -2650650.250000 Penalty: 2406.561523 Iteration 0F: 2 clusters Score -2650650 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -2638882.500000 Penalty: 4813.123047 Iteration 0F: 3 clusters Score -2638882 nChanged 7145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -2642917.750000 Penalty: 4813.123047 Iteration 1F: 3 clusters Score -2642918 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -2643410.250000 Penalty: 4813.123047 Iteration 2F: 3 clusters Score -2643410 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -2644016.500000 Penalty: 4813.123047 Iteration 3F: 3 clusters Score -2644016 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -2644689.750000 Penalty: 4813.123047 Iteration 4F: 3 clusters Score -2644690 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -2645261.250000 Penalty: 4813.123047 Iteration 5F: 3 clusters Score -2645261 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9156 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -2645731.250000 Penalty: 4813.123047 Iteration 6F: 3 clusters Score -2645731 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -2646138.250000 Penalty: 4813.123047 Iteration 7Q: 3 clusters Score -2646138 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -2646528.000000 Penalty: 4813.123047 Iteration 8Q: 3 clusters Score -2646528 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -2646862.750000 Penalty: 4813.123047 Iteration 9Q: 3 clusters Score -2646863 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -2647138.750000 Penalty: 4813.123047 Iteration 10Q: 3 clusters Score -2647139 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -2647385.250000 Penalty: 4813.123047 Iteration 11Q: 3 clusters Score -2647385 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -2647613.000000 Penalty: 4813.123047 Iteration 12Q: 3 clusters Score -2647613 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -2647852.000000 Penalty: 4813.123047 Iteration 13Q: 3 clusters Score -2647852 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12759 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -2648107.250000 Penalty: 4813.123047 Iteration 14Q: 3 clusters Score -2648107 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -2648358.250000 Penalty: 4813.123047 Iteration 15Q: 3 clusters Score -2648358 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13564 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -2648594.750000 Penalty: 4813.123047 Iteration 16Q: 3 clusters Score -2648595 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -2648753.500000 Penalty: 4813.123047 Iteration 17Q: 3 clusters Score -2648754 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -2648888.250000 Penalty: 4813.123047 Iteration 18Q: 3 clusters Score -2648888 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -2649014.500000 Penalty: 4813.123047 Iteration 19Q: 3 clusters Score -2649014 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -2649118.500000 Penalty: 4813.123047 Iteration 20F: 3 clusters Score -2649118 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -2649211.750000 Penalty: 4813.123047 Iteration 21Q: 3 clusters Score -2649212 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14779 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -2649308.500000 Penalty: 4813.123047 Iteration 22Q: 3 clusters Score -2649308 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -2649385.500000 Penalty: 4813.123047 Iteration 23Q: 3 clusters Score -2649386 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14987 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -2649456.000000 Penalty: 4813.123047 Iteration 24Q: 3 clusters Score -2649456 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15083 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -2649576.250000 Penalty: 4813.123047 Iteration 25Q: 3 clusters Score -2649576 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15165 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -2649703.250000 Penalty: 4813.123047 Iteration 26Q: 3 clusters Score -2649703 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15226 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -2649781.500000 Penalty: 4813.123047 Iteration 27Q: 3 clusters Score -2649782 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15281 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -2649867.250000 Penalty: 4813.123047 Iteration 28Q: 3 clusters Score -2649867 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15323 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -2649909.250000 Penalty: 4813.123047 Iteration 29Q: 3 clusters Score -2649909 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15362 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -2649936.000000 Penalty: 4813.123047 Iteration 30Q: 3 clusters Score -2649936 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -2649951.250000 Penalty: 4813.123047 Iteration 31Q: 3 clusters Score -2649951 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2649965.750000 Penalty: 4813.123047 Iteration 32Q: 3 clusters Score -2649966 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -2649969.750000 Penalty: 4813.123047 Iteration 33Q: 3 clusters Score -2649970 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -2649972.250000 Penalty: 4813.123047 Iteration 34Q: 3 clusters Score -2649972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2649976.500000 Penalty: 4813.123047 Iteration 35Q: 3 clusters Score -2649976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -2649976.500000 Penalty: 4813.123047 Iteration 36Q: 3 clusters Score -2649976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2649976.250000 Penalty: 4813.123047 Iteration 37Q: 3 clusters Score -2649976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2649976.250000 Penalty: 4813.123047 Iteration 38F: 3 clusters Score -2649976 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -80004.265625 Penalty: 1552.849976 Iteration 0F: 2 clusters Score -80004.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -78441.507812 Penalty: 3105.699951 Iteration 0F: 3 clusters Score -78441.51 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -78656.304688 Penalty: 3105.699951 Iteration 1F: 3 clusters Score -78656.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -78754.570312 Penalty: 3105.699951 Iteration 2F: 3 clusters Score -78754.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -78844.585938 Penalty: 3105.699951 Iteration 3Q: 3 clusters Score -78844.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -78894.789062 Penalty: 3105.699951 Iteration 4Q: 3 clusters Score -78894.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -78952.296875 Penalty: 3105.699951 Iteration 5Q: 3 clusters Score -78952.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -79020.328125 Penalty: 3105.699951 Iteration 6Q: 3 clusters Score -79020.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79082.195312 Penalty: 3105.699951 Iteration 7Q: 3 clusters Score -79082.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79147.843750 Penalty: 3105.699951 Iteration 8Q: 3 clusters Score -79147.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79244.351562 Penalty: 3105.699951 Iteration 9Q: 3 clusters Score -79244.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79304.257812 Penalty: 3105.699951 Iteration 10Q: 3 clusters Score -79304.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79330.976562 Penalty: 3105.699951 Iteration 11Q: 3 clusters Score -79330.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -79358.000000 Penalty: 3105.699951 Iteration 12Q: 3 clusters Score -79358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -79397.250000 Penalty: 3105.699951 Iteration 13Q: 3 clusters Score -79397.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -79456.421875 Penalty: 3105.699951 Iteration 14Q: 3 clusters Score -79456.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -79525.273438 Penalty: 3105.699951 Iteration 15Q: 3 clusters Score -79525.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -79529.515625 Penalty: 3105.699951 Iteration 16Q: 3 clusters Score -79529.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -79559.078125 Penalty: 3105.699951 Iteration 17Q: 3 clusters Score -79559.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -79639.335938 Penalty: 3105.699951 Iteration 18Q: 3 clusters Score -79639.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -79693.398438 Penalty: 3105.699951 Iteration 19Q: 3 clusters Score -79693.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -79721.226562 Penalty: 3105.699951 Iteration 20F: 3 clusters Score -79721.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -79755.437500 Penalty: 3105.699951 Iteration 21Q: 3 clusters Score -79755.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79796.453125 Penalty: 3105.699951 Iteration 22Q: 3 clusters Score -79796.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -79815.023438 Penalty: 3105.699951 Iteration 23Q: 3 clusters Score -79815.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -79818.585938 Penalty: 3105.699951 Iteration 24Q: 3 clusters Score -79818.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -79818.585938 Penalty: 3105.699951 Iteration 25F: 3 clusters Score -79818.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -19220.511719 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -19220.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -18419.585938 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -18419.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -18505.332031 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -18505.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -18568.138672 Penalty: 2514.176514 Iteration 2F: 3 clusters Score -18568.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -18594.775391 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -18594.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -18604.566406 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -18604.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18611.439453 Penalty: 2514.176514 Iteration 5Q: 3 clusters Score -18611.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18623.111328 Penalty: 2514.176514 Iteration 6Q: 3 clusters Score -18623.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18623.111328 Penalty: 2514.176514 Iteration 7F: 3 clusters Score -18623.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Entering Unmasked Estep Score: -1299824.375000 Penalty: 2223.244629 Iteration 0F: 2 clusters Score -1299824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1293535.125000 Penalty: 4446.489258 Iteration 0F: 3 clusters Score -1293535 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -1295241.625000 Penalty: 4446.489258 Iteration 1F: 3 clusters Score -1295242 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1295520.375000 Penalty: 4446.489258 Iteration 2F: 3 clusters Score -1295520 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -1295799.250000 Penalty: 4446.489258 Iteration 3F: 3 clusters Score -1295799 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -1296139.625000 Penalty: 4446.489258 Iteration 4F: 3 clusters Score -1296140 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -1296500.125000 Penalty: 4446.489258 Iteration 5F: 3 clusters Score -1296500 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1296829.750000 Penalty: 4446.489258 Iteration 6F: 3 clusters Score -1296830 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1297076.500000 Penalty: 4446.489258 Iteration 7Q: 3 clusters Score -1297076 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -1297263.750000 Penalty: 4446.489258 Iteration 8Q: 3 clusters Score -1297264 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1297405.875000 Penalty: 4446.489258 Iteration 9Q: 3 clusters Score -1297406 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1297505.750000 Penalty: 4446.489258 Iteration 10Q: 3 clusters Score -1297506 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1297586.125000 Penalty: 4446.489258 Iteration 11Q: 3 clusters Score -1297586 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1297654.375000 Penalty: 4446.489258 Iteration 12Q: 3 clusters Score -1297654 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1297709.000000 Penalty: 4446.489258 Iteration 13Q: 3 clusters Score -1297709 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1297760.500000 Penalty: 4446.489258 Iteration 14Q: 3 clusters Score -1297760 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1297802.750000 Penalty: 4446.489258 Iteration 15Q: 3 clusters Score -1297803 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -1297847.375000 Penalty: 4446.489258 Iteration 16Q: 3 clusters Score -1297847 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1297894.625000 Penalty: 4446.489258 Iteration 17Q: 3 clusters Score -1297895 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -1297946.000000 Penalty: 4446.489258 Iteration 18Q: 3 clusters Score -1297946 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1297988.750000 Penalty: 4446.489258 Iteration 19Q: 3 clusters Score -1297989 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1298028.500000 Penalty: 4446.489258 Iteration 20F: 3 clusters Score -1298028 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1298071.625000 Penalty: 4446.489258 Iteration 21Q: 3 clusters Score -1298072 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1298113.875000 Penalty: 4446.489258 Iteration 22Q: 3 clusters Score -1298114 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1298146.500000 Penalty: 4446.489258 Iteration 23Q: 3 clusters Score -1298146 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1298176.750000 Penalty: 4446.489258 Iteration 24Q: 3 clusters Score -1298177 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1298207.500000 Penalty: 4446.489258 Iteration 25Q: 3 clusters Score -1298208 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1298243.250000 Penalty: 4446.489258 Iteration 26Q: 3 clusters Score -1298243 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1298281.750000 Penalty: 4446.489258 Iteration 27Q: 3 clusters Score -1298282 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1298319.125000 Penalty: 4446.489258 Iteration 28Q: 3 clusters Score -1298319 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1298355.125000 Penalty: 4446.489258 Iteration 29Q: 3 clusters Score -1298355 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1298384.750000 Penalty: 4446.489258 Iteration 30Q: 3 clusters Score -1298385 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1298412.625000 Penalty: 4446.489258 Iteration 31Q: 3 clusters Score -1298413 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1298435.625000 Penalty: 4446.489258 Iteration 32Q: 3 clusters Score -1298436 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1298462.000000 Penalty: 4446.489258 Iteration 33Q: 3 clusters Score -1298462 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1298496.500000 Penalty: 4446.489258 Iteration 34Q: 3 clusters Score -1298496 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -1298534.625000 Penalty: 4446.489258 Iteration 35Q: 3 clusters Score -1298535 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1298552.250000 Penalty: 4446.489258 Iteration 36Q: 3 clusters Score -1298552 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1298574.000000 Penalty: 4446.489258 Iteration 37Q: 3 clusters Score -1298574 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1298590.875000 Penalty: 4446.489258 Iteration 38Q: 3 clusters Score -1298591 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1298612.000000 Penalty: 4446.489258 Iteration 39Q: 3 clusters Score -1298612 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1298636.125000 Penalty: 4446.489258 Iteration 40F: 3 clusters Score -1298636 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -1298651.500000 Penalty: 4446.489258 Iteration 41Q: 3 clusters Score -1298652 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1298671.875000 Penalty: 4446.489258 Iteration 42Q: 3 clusters Score -1298672 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -1298690.500000 Penalty: 4446.489258 Iteration 43Q: 3 clusters Score -1298690 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1298709.750000 Penalty: 4446.489258 Iteration 44Q: 3 clusters Score -1298710 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1298725.000000 Penalty: 4446.489258 Iteration 45Q: 3 clusters Score -1298725 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1298735.125000 Penalty: 4446.489258 Iteration 46Q: 3 clusters Score -1298735 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1298742.875000 Penalty: 4446.489258 Iteration 47Q: 3 clusters Score -1298743 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1298746.875000 Penalty: 4446.489258 Iteration 48Q: 3 clusters Score -1298747 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1298753.875000 Penalty: 4446.489258 Iteration 49Q: 3 clusters Score -1298754 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1298765.750000 Penalty: 4446.489258 Iteration 50Q: 3 clusters Score -1298766 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1298772.375000 Penalty: 4446.489258 Iteration 51Q: 3 clusters Score -1298772 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1298780.750000 Penalty: 4446.489258 Iteration 52Q: 3 clusters Score -1298781 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1298789.625000 Penalty: 4446.489258 Iteration 53Q: 3 clusters Score -1298790 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -1298796.375000 Penalty: 4446.489258 Iteration 54Q: 3 clusters Score -1298796 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1298800.625000 Penalty: 4446.489258 Iteration 55Q: 3 clusters Score -1298801 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1298806.500000 Penalty: 4446.489258 Iteration 56Q: 3 clusters Score -1298806 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1298807.875000 Penalty: 4446.489258 Iteration 57Q: 3 clusters Score -1298808 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1298810.000000 Penalty: 4446.489258 Iteration 58Q: 3 clusters Score -1298810 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1298814.250000 Penalty: 4446.489258 Iteration 59Q: 3 clusters Score -1298814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -1298819.000000 Penalty: 4446.489258 Iteration 60F: 3 clusters Score -1298819 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1298824.625000 Penalty: 4446.489258 Iteration 61Q: 3 clusters Score -1298825 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1298825.250000 Penalty: 4446.489258 Iteration 62Q: 3 clusters Score -1298825 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1298829.250000 Penalty: 4446.489258 Iteration 63Q: 3 clusters Score -1298829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1298829.000000 Penalty: 4446.489258 Iteration 64Q: 3 clusters Score -1298829 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1298830.000000 Penalty: 4446.489258 Iteration 65Q: 3 clusters Score -1298830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1298830.750000 Penalty: 4446.489258 Iteration 66Q: 3 clusters Score -1298831 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1298829.125000 Penalty: 4446.489258 Iteration 67Q: 3 clusters Score -1298829 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1298829.750000 Penalty: 4446.489258 Iteration 68Q: 3 clusters Score -1298830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1298832.250000 Penalty: 4446.489258 Iteration 69Q: 3 clusters Score -1298832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1298832.750000 Penalty: 4446.489258 Iteration 70Q: 3 clusters Score -1298833 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1298834.875000 Penalty: 4446.489258 Iteration 71Q: 3 clusters Score -1298835 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1298837.500000 Penalty: 4446.489258 Iteration 72Q: 3 clusters Score -1298838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1298836.625000 Penalty: 4446.489258 Iteration 73Q: 3 clusters Score -1298837 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1298838.125000 Penalty: 4446.489258 Iteration 74Q: 3 clusters Score -1298838 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1298838.750000 Penalty: 4446.489258 Iteration 75Q: 3 clusters Score -1298839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1298838.500000 Penalty: 4446.489258 Iteration 76Q: 3 clusters Score -1298838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1298844.500000 Penalty: 4446.489258 Iteration 77Q: 3 clusters Score -1298844 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1298845.250000 Penalty: 4446.489258 Iteration 78Q: 3 clusters Score -1298845 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1298848.625000 Penalty: 4446.489258 Iteration 79Q: 3 clusters Score -1298849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1298850.375000 Penalty: 4446.489258 Iteration 80F: 3 clusters Score -1298850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1298852.250000 Penalty: 4446.489258 Iteration 81Q: 3 clusters Score -1298852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1298849.750000 Penalty: 4446.489258 Iteration 82Q: 3 clusters Score -1298850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1298850.750000 Penalty: 4446.489258 Iteration 83Q: 3 clusters Score -1298851 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1298850.750000 Penalty: 4446.489258 Iteration 84F: 3 clusters Score -1298851 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Entering Unmasked Estep Score: -146433.140625 Penalty: 1717.791138 Iteration 0F: 2 clusters Score -146433.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -144538.765625 Penalty: 3435.582275 Iteration 0F: 3 clusters Score -144538.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -144874.406250 Penalty: 3435.582275 Iteration 1F: 3 clusters Score -144874.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -145034.968750 Penalty: 3435.582275 Iteration 2F: 3 clusters Score -145035 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -145161.250000 Penalty: 3435.582275 Iteration 3F: 3 clusters Score -145161.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -145294.453125 Penalty: 3435.582275 Iteration 4Q: 3 clusters Score -145294.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -145430.078125 Penalty: 3435.582275 Iteration 5Q: 3 clusters Score -145430.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -145542.125000 Penalty: 3435.582275 Iteration 6Q: 3 clusters Score -145542.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -145618.187500 Penalty: 3435.582275 Iteration 7Q: 3 clusters Score -145618.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -145651.562500 Penalty: 3435.582275 Iteration 8Q: 3 clusters Score -145651.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -145667.984375 Penalty: 3435.582275 Iteration 9Q: 3 clusters Score -145668 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -145692.937500 Penalty: 3435.582275 Iteration 10Q: 3 clusters Score -145692.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -145702.656250 Penalty: 3435.582275 Iteration 11Q: 3 clusters Score -145702.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -145708.500000 Penalty: 3435.582275 Iteration 12Q: 3 clusters Score -145708.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -145710.296875 Penalty: 3435.582275 Iteration 13Q: 3 clusters Score -145710.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -145712.484375 Penalty: 3435.582275 Iteration 14Q: 3 clusters Score -145712.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -145713.359375 Penalty: 3435.582275 Iteration 15Q: 3 clusters Score -145713.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -145713.359375 Penalty: 3435.582275 Iteration 16F: 3 clusters Score -145713.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (10163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Entering Unmasked Estep Score: -1737360.250000 Penalty: 2288.174316 Iteration 0F: 2 clusters Score -1737360 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1729523.625000 Penalty: 4576.348633 Iteration 0F: 3 clusters Score -1729524 nChanged 4252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1731670.500000 Penalty: 4576.348633 Iteration 1F: 3 clusters Score -1731670 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1731957.250000 Penalty: 4576.348633 Iteration 2F: 3 clusters Score -1731957 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1732175.000000 Penalty: 4576.348633 Iteration 3Q: 3 clusters Score -1732175 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -1732389.125000 Penalty: 4576.348633 Iteration 4Q: 3 clusters Score -1732389 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1732621.250000 Penalty: 4576.348633 Iteration 5Q: 3 clusters Score -1732621 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -1732845.375000 Penalty: 4576.348633 Iteration 6Q: 3 clusters Score -1732845 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1733114.875000 Penalty: 4576.348633 Iteration 7Q: 3 clusters Score -1733115 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1733389.125000 Penalty: 4576.348633 Iteration 8Q: 3 clusters Score -1733389 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -1733658.000000 Penalty: 4576.348633 Iteration 9Q: 3 clusters Score -1733658 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -1733935.625000 Penalty: 4576.348633 Iteration 10Q: 3 clusters Score -1733936 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1734248.500000 Penalty: 4576.348633 Iteration 11Q: 3 clusters Score -1734248 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -1734544.000000 Penalty: 4576.348633 Iteration 12Q: 3 clusters Score -1734544 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -1734750.000000 Penalty: 4576.348633 Iteration 13Q: 3 clusters Score -1734750 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1734908.125000 Penalty: 4576.348633 Iteration 14Q: 3 clusters Score -1734908 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -1735032.375000 Penalty: 4576.348633 Iteration 15Q: 3 clusters Score -1735032 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 9608 members Entering Unmasked Estep Score: -1735117.375000 Penalty: 4576.348633 Iteration 16Q: 3 clusters Score -1735117 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -1735179.375000 Penalty: 4576.348633 Iteration 17Q: 3 clusters Score -1735179 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1735227.000000 Penalty: 4576.348633 Iteration 18Q: 3 clusters Score -1735227 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1735275.375000 Penalty: 4576.348633 Iteration 19Q: 3 clusters Score -1735275 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -1735323.750000 Penalty: 4576.348633 Iteration 20F: 3 clusters Score -1735324 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -1735360.250000 Penalty: 4576.348633 Iteration 21Q: 3 clusters Score -1735360 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -1735386.125000 Penalty: 4576.348633 Iteration 22Q: 3 clusters Score -1735386 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -1735398.125000 Penalty: 4576.348633 Iteration 23Q: 3 clusters Score -1735398 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -1735403.500000 Penalty: 4576.348633 Iteration 24Q: 3 clusters Score -1735404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -1735405.000000 Penalty: 4576.348633 Iteration 25Q: 3 clusters Score -1735405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -1735407.000000 Penalty: 4576.348633 Iteration 26Q: 3 clusters Score -1735407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -1735412.125000 Penalty: 4576.348633 Iteration 27Q: 3 clusters Score -1735412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1735413.125000 Penalty: 4576.348633 Iteration 28Q: 3 clusters Score -1735413 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1735415.625000 Penalty: 4576.348633 Iteration 29Q: 3 clusters Score -1735416 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1735415.625000 Penalty: 4576.348633 Iteration 30F: 3 clusters Score -1735416 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (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: -21299.578125 Penalty: 1291.952515 Iteration 0F: 2 clusters Score -21299.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -20419.638672 Penalty: 2583.905029 Iteration 0F: 3 clusters Score -20419.64 nChanged 23 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: -20537.445312 Penalty: 2583.905029 Iteration 1F: 3 clusters Score -20537.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -20553.376953 Penalty: 2583.905029 Iteration 2Q: 3 clusters Score -20553.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -20563.695312 Penalty: 2583.905029 Iteration 3Q: 3 clusters Score -20563.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -20563.695312 Penalty: 2583.905029 Iteration 4F: 3 clusters Score -20563.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (1866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Entering Unmasked Estep Score: -283041.906250 Penalty: 1867.824951 Iteration 0F: 2 clusters Score -283041.9 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 922 members Entering Unmasked Estep Score: -280556.875000 Penalty: 3735.649902 Iteration 0F: 3 clusters Score -280556.9 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -281052.531250 Penalty: 3735.649902 Iteration 1F: 3 clusters Score -281052.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -281236.343750 Penalty: 3735.649902 Iteration 2F: 3 clusters Score -281236.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -281367.125000 Penalty: 3735.649902 Iteration 3Q: 3 clusters Score -281367.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -281457.968750 Penalty: 3735.649902 Iteration 4Q: 3 clusters Score -281458 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -281535.437500 Penalty: 3735.649902 Iteration 5Q: 3 clusters Score -281535.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -281594.531250 Penalty: 3735.649902 Iteration 6Q: 3 clusters Score -281594.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -281630.937500 Penalty: 3735.649902 Iteration 7Q: 3 clusters Score -281630.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -281671.781250 Penalty: 3735.649902 Iteration 8Q: 3 clusters Score -281671.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -281684.406250 Penalty: 3735.649902 Iteration 9Q: 3 clusters Score -281684.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -281689.531250 Penalty: 3735.649902 Iteration 10Q: 3 clusters Score -281689.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -281697.531250 Penalty: 3735.649902 Iteration 11Q: 3 clusters Score -281697.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -281708.593750 Penalty: 3735.649902 Iteration 12Q: 3 clusters Score -281708.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -281717.468750 Penalty: 3735.649902 Iteration 13Q: 3 clusters Score -281717.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -281724.281250 Penalty: 3735.649902 Iteration 14Q: 3 clusters Score -281724.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -281729.625000 Penalty: 3735.649902 Iteration 15Q: 3 clusters Score -281729.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -281733.531250 Penalty: 3735.649902 Iteration 16Q: 3 clusters Score -281733.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -281734.125000 Penalty: 3735.649902 Iteration 17Q: 3 clusters Score -281734.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -281735.750000 Penalty: 3735.649902 Iteration 18Q: 3 clusters Score -281735.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -281736.531250 Penalty: 3735.649902 Iteration 19Q: 3 clusters Score -281736.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -281736.531250 Penalty: 3735.649902 Iteration 20F: 3 clusters Score -281736.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (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: -2529017.750000 Penalty: 2378.644287 Iteration 0F: 2 clusters Score -2529018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -2518348.250000 Penalty: 4757.288574 Iteration 0F: 3 clusters Score -2518348 nChanged 6350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -2521685.750000 Penalty: 4757.288574 Iteration 1F: 3 clusters Score -2521686 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -2521974.000000 Penalty: 4757.288574 Iteration 2F: 3 clusters Score -2521974 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -2522175.000000 Penalty: 4757.288574 Iteration 3Q: 3 clusters Score -2522175 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -2522375.250000 Penalty: 4757.288574 Iteration 4Q: 3 clusters Score -2522375 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -2522555.250000 Penalty: 4757.288574 Iteration 5Q: 3 clusters Score -2522555 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -2522754.750000 Penalty: 4757.288574 Iteration 6Q: 3 clusters Score -2522755 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -2522996.750000 Penalty: 4757.288574 Iteration 7Q: 3 clusters Score -2522997 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -2523306.750000 Penalty: 4757.288574 Iteration 8Q: 3 clusters Score -2523307 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 10698 members Entering Unmasked Estep Score: -2523707.000000 Penalty: 4757.288574 Iteration 9Q: 3 clusters Score -2523707 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 11445 members Entering Unmasked Estep Score: -2524231.750000 Penalty: 4757.288574 Iteration 10F: 3 clusters Score -2524232 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -2524917.500000 Penalty: 4757.288574 Iteration 11F: 3 clusters Score -2524918 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -2525567.500000 Penalty: 4757.288574 Iteration 12F: 3 clusters Score -2525568 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -2526097.250000 Penalty: 4757.288574 Iteration 13Q: 3 clusters Score -2526097 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -2526437.500000 Penalty: 4757.288574 Iteration 14Q: 3 clusters Score -2526438 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -2526616.750000 Penalty: 4757.288574 Iteration 15Q: 3 clusters Score -2526617 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -2526729.500000 Penalty: 4757.288574 Iteration 16Q: 3 clusters Score -2526730 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -2526800.000000 Penalty: 4757.288574 Iteration 17Q: 3 clusters Score -2526800 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -2526839.500000 Penalty: 4757.288574 Iteration 18Q: 3 clusters Score -2526840 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 14315 members Entering Unmasked Estep Score: -2526864.250000 Penalty: 4757.288574 Iteration 19Q: 3 clusters Score -2526864 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 14324 members Entering Unmasked Estep Score: -2526877.250000 Penalty: 4757.288574 Iteration 20F: 3 clusters Score -2526877 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -2526888.500000 Penalty: 4757.288574 Iteration 21Q: 3 clusters Score -2526888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -2526900.500000 Penalty: 4757.288574 Iteration 22Q: 3 clusters Score -2526900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -2526908.000000 Penalty: 4757.288574 Iteration 23Q: 3 clusters Score -2526908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -2526908.250000 Penalty: 4757.288574 Iteration 24Q: 3 clusters Score -2526908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -2526913.250000 Penalty: 4757.288574 Iteration 25Q: 3 clusters Score -2526913 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -2526915.000000 Penalty: 4757.288574 Iteration 26Q: 3 clusters Score -2526915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -2526918.000000 Penalty: 4757.288574 Iteration 27Q: 3 clusters Score -2526918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -2526923.500000 Penalty: 4757.288574 Iteration 28Q: 3 clusters Score -2526924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -2526929.000000 Penalty: 4757.288574 Iteration 29Q: 3 clusters Score -2526929 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -2526931.000000 Penalty: 4757.288574 Iteration 30Q: 3 clusters Score -2526931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -2526935.750000 Penalty: 4757.288574 Iteration 31Q: 3 clusters Score -2526936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -2526935.750000 Penalty: 4757.288574 Iteration 32F: 3 clusters Score -2526936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10037 members Mstep: Class 9 contains 21603 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9052 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10517 members Mstep: Class 16 contains 47794 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16421 members Mstep: Class 20 contains 7177 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14538 members Mstep: Class 25 contains 24151 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4247 members Mstep: Class 28 contains 48232 members Mstep: Class 29 contains 8735 members Mstep: Class 30 contains 16381 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10163 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1866 members Mstep: Class 38 contains 14637 members Entering Unmasked Estep ConsiderDeletion Score: -51832356.000000 Penalty: 119540.773438 Iteration 159Q: 39 clusters Score -5.183236e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2969 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10039 members Mstep: Class 9 contains 21601 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9046 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10520 members Mstep: Class 16 contains 47733 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16381 members Mstep: Class 20 contains 7178 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14534 members Mstep: Class 25 contains 24149 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4247 members Mstep: Class 28 contains 48245 members Mstep: Class 29 contains 8729 members Mstep: Class 30 contains 16378 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1870 members Mstep: Class 38 contains 14735 members Entering Unmasked Estep ConsiderDeletion Score: -51832348.000000 Penalty: 119540.773438 Iteration 160F: 39 clusters Score -5.183235e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10037 members Mstep: Class 9 contains 21602 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9039 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10522 members Mstep: Class 16 contains 47685 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16340 members Mstep: Class 20 contains 7178 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14528 members Mstep: Class 25 contains 24151 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4246 members Mstep: Class 28 contains 48263 members Mstep: Class 29 contains 8728 members Mstep: Class 30 contains 16371 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7823 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1874 members Mstep: Class 38 contains 14821 members Entering Unmasked Estep ConsiderDeletion Score: -51832328.000000 Penalty: 119540.773438 Iteration 161Q: 39 clusters Score -5.183233e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10036 members Mstep: Class 9 contains 21602 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9038 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10523 members Mstep: Class 16 contains 47654 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16291 members Mstep: Class 20 contains 7176 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14521 members Mstep: Class 25 contains 24148 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4246 members Mstep: Class 28 contains 48267 members Mstep: Class 29 contains 8731 members Mstep: Class 30 contains 16372 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1878 members Mstep: Class 38 contains 14904 members Entering Unmasked Estep ConsiderDeletion Score: -51832312.000000 Penalty: 119540.773438 Iteration 162Q: 39 clusters Score -5.183231e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10035 members Mstep: Class 9 contains 21599 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9037 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10524 members Mstep: Class 16 contains 47591 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16264 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14517 members Mstep: Class 25 contains 24149 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4246 members Mstep: Class 28 contains 48273 members Mstep: Class 29 contains 8733 members Mstep: Class 30 contains 16374 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7822 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1876 members Mstep: Class 38 contains 14994 members Entering Unmasked Estep ConsiderDeletion Score: -51832364.000000 Penalty: 119540.773438 Iteration 163Q: 39 clusters Score -5.183236e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10032 members Mstep: Class 9 contains 21600 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9034 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10525 members Mstep: Class 16 contains 47562 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16229 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14518 members Mstep: Class 25 contains 24148 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4248 members Mstep: Class 28 contains 48277 members Mstep: Class 29 contains 8728 members Mstep: Class 30 contains 16377 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7823 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1875 members Mstep: Class 38 contains 15059 members Entering Unmasked Estep ConsiderDeletion Score: -51832368.000000 Penalty: 119540.773438 Iteration 164Q: 39 clusters Score -5.183237e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10030 members Mstep: Class 9 contains 21600 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9034 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10525 members Mstep: Class 16 contains 47530 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16203 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14518 members Mstep: Class 25 contains 24146 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4252 members Mstep: Class 28 contains 48277 members Mstep: Class 29 contains 8726 members Mstep: Class 30 contains 16373 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7825 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1874 members Mstep: Class 38 contains 15123 members Entering Unmasked Estep ConsiderDeletion Score: -51832396.000000 Penalty: 119540.773438 Iteration 165Q: 39 clusters Score -5.18324e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10031 members Mstep: Class 9 contains 21600 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9027 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10525 members Mstep: Class 16 contains 47495 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16181 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14518 members Mstep: Class 25 contains 24151 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4250 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8723 members Mstep: Class 30 contains 16371 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7826 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1874 members Mstep: Class 38 contains 15187 members Entering Unmasked Estep ConsiderDeletion Score: -51832368.000000 Penalty: 119540.773438 Iteration 166Q: 39 clusters Score -5.183237e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10031 members Mstep: Class 9 contains 21600 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9018 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10526 members Mstep: Class 16 contains 47465 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16164 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14519 members Mstep: Class 25 contains 24153 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4251 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8718 members Mstep: Class 30 contains 16369 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7827 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1876 members Mstep: Class 38 contains 15244 members Entering Unmasked Estep ConsiderDeletion Score: -51832380.000000 Penalty: 119540.773438 Iteration 167Q: 39 clusters Score -5.183238e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10032 members Mstep: Class 9 contains 21598 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9013 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10527 members Mstep: Class 16 contains 47428 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16142 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14515 members Mstep: Class 25 contains 24153 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4251 members Mstep: Class 28 contains 48280 members Mstep: Class 29 contains 8716 members Mstep: Class 30 contains 16367 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7827 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1879 members Mstep: Class 38 contains 15308 members Entering Unmasked Estep ConsiderDeletion Score: -51832464.000000 Penalty: 119540.773438 Iteration 168Q: 39 clusters Score -5.183246e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10033 members Mstep: Class 9 contains 21594 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9009 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10528 members Mstep: Class 16 contains 47381 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16128 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14508 members Mstep: Class 25 contains 24150 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4251 members Mstep: Class 28 contains 48287 members Mstep: Class 29 contains 8717 members Mstep: Class 30 contains 16365 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7827 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1882 members Mstep: Class 38 contains 15376 members Entering Unmasked Estep ConsiderDeletion Score: -51832532.000000 Penalty: 119540.773438 Iteration 169Q: 39 clusters Score -5.183253e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10033 members Mstep: Class 9 contains 21592 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9010 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10530 members Mstep: Class 16 contains 47336 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16112 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1719 members Mstep: Class 24 contains 14509 members Mstep: Class 25 contains 24148 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4253 members Mstep: Class 28 contains 48286 members Mstep: Class 29 contains 8715 members Mstep: Class 30 contains 16361 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7827 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1883 members Mstep: Class 38 contains 15441 members Entering Unmasked Estep ConsiderDeletion Score: -51832452.000000 Penalty: 119540.773438 Iteration 170Q: 39 clusters Score -5.183245e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10033 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9009 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10532 members Mstep: Class 16 contains 47291 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16089 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1720 members Mstep: Class 24 contains 14508 members Mstep: Class 25 contains 24148 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4255 members Mstep: Class 28 contains 48285 members Mstep: Class 29 contains 8715 members Mstep: Class 30 contains 16358 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7827 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1884 members Mstep: Class 38 contains 15508 members Entering Unmasked Estep ConsiderDeletion Score: -51832456.000000 Penalty: 119540.773438 Iteration 171Q: 39 clusters Score -5.183246e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10031 members Mstep: Class 9 contains 21594 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9010 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10535 members Mstep: Class 16 contains 47241 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16071 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1720 members Mstep: Class 24 contains 14505 members Mstep: Class 25 contains 24148 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4256 members Mstep: Class 28 contains 48285 members Mstep: Class 29 contains 8712 members Mstep: Class 30 contains 16355 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7828 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1884 members Mstep: Class 38 contains 15580 members Entering Unmasked Estep ConsiderDeletion Score: -51832496.000000 Penalty: 119540.773438 Iteration 172Q: 39 clusters Score -5.18325e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2967 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10030 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9010 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10536 members Mstep: Class 16 contains 47210 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16053 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14503 members Mstep: Class 25 contains 24148 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4257 members Mstep: Class 28 contains 48277 members Mstep: Class 29 contains 8706 members Mstep: Class 30 contains 16353 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7830 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1883 members Mstep: Class 38 contains 15644 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 173Q: 39 clusters Score -5.183246e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10029 members Mstep: Class 9 contains 21594 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9008 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10538 members Mstep: Class 16 contains 47160 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16036 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14497 members Mstep: Class 25 contains 24147 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4258 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16351 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7831 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10167 members Mstep: Class 36 contains 183 members Mstep: Class 37 contains 1883 members Mstep: Class 38 contains 15722 members Entering Unmasked Estep ConsiderDeletion Score: -51832508.000000 Penalty: 119540.773438 Iteration 174Q: 39 clusters Score -5.183251e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10029 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9003 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10540 members Mstep: Class 16 contains 47123 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16024 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14485 members Mstep: Class 25 contains 24147 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4257 members Mstep: Class 28 contains 48274 members Mstep: Class 29 contains 8701 members Mstep: Class 30 contains 16349 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7832 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10168 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1883 members Mstep: Class 38 contains 15793 members Entering Unmasked Estep ConsiderDeletion Score: -51832500.000000 Penalty: 119540.773438 Iteration 175Q: 39 clusters Score -5.18325e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10027 members Mstep: Class 9 contains 21592 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9000 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10541 members Mstep: Class 16 contains 47087 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 16005 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14482 members Mstep: Class 25 contains 24147 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4255 members Mstep: Class 28 contains 48272 members Mstep: Class 29 contains 8697 members Mstep: Class 30 contains 16342 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7834 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10171 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1883 members Mstep: Class 38 contains 15866 members Entering Unmasked Estep ConsiderDeletion Score: -51832380.000000 Penalty: 119540.773438 Iteration 176Q: 39 clusters Score -5.183238e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10027 members Mstep: Class 9 contains 21592 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8997 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10541 members Mstep: Class 16 contains 47052 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15987 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14478 members Mstep: Class 25 contains 24145 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4255 members Mstep: Class 28 contains 48270 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16339 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7834 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10172 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1883 members Mstep: Class 38 contains 15931 members Entering Unmasked Estep ConsiderDeletion Score: -51832464.000000 Penalty: 119540.773438 Iteration 177Q: 39 clusters Score -5.183246e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10028 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8996 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10541 members Mstep: Class 16 contains 47023 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15970 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14475 members Mstep: Class 25 contains 24144 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4253 members Mstep: Class 28 contains 48269 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16333 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7834 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10174 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1884 members Mstep: Class 38 contains 15982 members Entering Unmasked Estep ConsiderDeletion Score: -51832524.000000 Penalty: 119540.773438 Iteration 178Q: 39 clusters Score -5.183252e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10024 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9000 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10541 members Mstep: Class 16 contains 47004 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15953 members Mstep: Class 20 contains 7175 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14470 members Mstep: Class 25 contains 24142 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4248 members Mstep: Class 28 contains 48271 members Mstep: Class 29 contains 8701 members Mstep: Class 30 contains 16330 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7835 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10175 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1884 members Mstep: Class 38 contains 16030 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 179Q: 39 clusters Score -5.183254e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10021 members Mstep: Class 9 contains 21594 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 9000 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10541 members Mstep: Class 16 contains 46965 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15939 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14467 members Mstep: Class 25 contains 24141 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4250 members Mstep: Class 28 contains 48268 members Mstep: Class 29 contains 8700 members Mstep: Class 30 contains 16330 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7836 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10177 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 16088 members Entering Unmasked Estep ConsiderDeletion Score: -51832504.000000 Penalty: 119540.773438 Iteration 180F: 39 clusters Score -5.18325e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10017 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8998 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10541 members Mstep: Class 16 contains 46935 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15924 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14464 members Mstep: Class 25 contains 24141 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4248 members Mstep: Class 28 contains 48268 members Mstep: Class 29 contains 8700 members Mstep: Class 30 contains 16332 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7836 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10178 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 16141 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 181Q: 39 clusters Score -5.183254e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10012 members Mstep: Class 9 contains 21595 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8997 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10542 members Mstep: Class 16 contains 46917 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15904 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14464 members Mstep: Class 25 contains 24142 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4245 members Mstep: Class 28 contains 48274 members Mstep: Class 29 contains 8699 members Mstep: Class 30 contains 16327 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7836 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10179 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1887 members Mstep: Class 38 contains 16181 members Entering Unmasked Estep ConsiderDeletion Score: -51832496.000000 Penalty: 119540.773438 Iteration 182Q: 39 clusters Score -5.18325e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10012 members Mstep: Class 9 contains 21594 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8999 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10544 members Mstep: Class 16 contains 46896 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15884 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14462 members Mstep: Class 25 contains 24143 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4244 members Mstep: Class 28 contains 48271 members Mstep: Class 29 contains 8699 members Mstep: Class 30 contains 16325 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7837 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10179 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1889 members Mstep: Class 38 contains 16223 members Entering Unmasked Estep ConsiderDeletion Score: -51832528.000000 Penalty: 119540.773438 Iteration 183Q: 39 clusters Score -5.183253e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10010 members Mstep: Class 9 contains 21593 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8997 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10544 members Mstep: Class 16 contains 46882 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15864 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14461 members Mstep: Class 25 contains 24144 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4247 members Mstep: Class 28 contains 48268 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16322 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10179 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1890 members Mstep: Class 38 contains 16265 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 184Q: 39 clusters Score -5.183254e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10009 members Mstep: Class 9 contains 21590 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8994 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10544 members Mstep: Class 16 contains 46866 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15844 members Mstep: Class 20 contains 7174 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14463 members Mstep: Class 25 contains 24147 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4247 members Mstep: Class 28 contains 48269 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16321 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10179 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1891 members Mstep: Class 38 contains 16301 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 185Q: 39 clusters Score -5.183254e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10007 members Mstep: Class 9 contains 21588 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8992 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10545 members Mstep: Class 16 contains 46839 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15831 members Mstep: Class 20 contains 7173 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14464 members Mstep: Class 25 contains 24149 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4252 members Mstep: Class 28 contains 48269 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16317 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10179 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1893 members Mstep: Class 38 contains 16341 members Entering Unmasked Estep ConsiderDeletion Score: -51832520.000000 Penalty: 119540.773438 Iteration 186Q: 39 clusters Score -5.183252e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 12716 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2966 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10004 members Mstep: Class 9 contains 21588 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8991 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5230 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46809 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15827 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14463 members Mstep: Class 25 contains 24150 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4255 members Mstep: Class 28 contains 48267 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16313 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10179 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1895 members Mstep: Class 38 contains 16382 members Entering Unmasked Estep ConsiderDeletion Score: -51832468.000000 Penalty: 119540.773438 Iteration 187Q: 39 clusters Score -5.183247e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 12717 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2965 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10003 members Mstep: Class 9 contains 21588 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8992 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5230 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46778 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15815 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14465 members Mstep: Class 25 contains 24151 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4256 members Mstep: Class 28 contains 48265 members Mstep: Class 29 contains 8697 members Mstep: Class 30 contains 16313 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10180 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1897 members Mstep: Class 38 contains 16421 members Entering Unmasked Estep ConsiderDeletion Score: -51832516.000000 Penalty: 119540.773438 Iteration 188Q: 39 clusters Score -5.183252e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 12718 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2964 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10002 members Mstep: Class 9 contains 21588 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8990 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5230 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46744 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15807 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14466 members Mstep: Class 25 contains 24153 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4258 members Mstep: Class 28 contains 48266 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16310 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10182 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1898 members Mstep: Class 38 contains 16459 members Entering Unmasked Estep ConsiderDeletion Score: -51832560.000000 Penalty: 119540.773438 Iteration 189Q: 39 clusters Score -5.183256e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2963 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10001 members Mstep: Class 9 contains 21586 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8990 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5230 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46709 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15794 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14465 members Mstep: Class 25 contains 24155 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4257 members Mstep: Class 28 contains 48271 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16311 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7838 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1900 members Mstep: Class 38 contains 16502 members Entering Unmasked Estep ConsiderDeletion Score: -51832528.000000 Penalty: 119540.773438 Iteration 190Q: 39 clusters Score -5.183253e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2962 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10002 members Mstep: Class 9 contains 21584 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8986 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46678 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15784 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14465 members Mstep: Class 25 contains 24156 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4259 members Mstep: Class 28 contains 48274 members Mstep: Class 29 contains 8697 members Mstep: Class 30 contains 16310 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7839 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1903 members Mstep: Class 38 contains 16542 members Entering Unmasked Estep ConsiderDeletion Score: -51832532.000000 Penalty: 119540.773438 Iteration 191Q: 39 clusters Score -5.183253e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2962 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 10000 members Mstep: Class 9 contains 21583 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8981 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46652 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15772 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14466 members Mstep: Class 25 contains 24156 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4259 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8699 members Mstep: Class 30 contains 16310 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7840 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1903 members Mstep: Class 38 contains 16583 members Entering Unmasked Estep ConsiderDeletion Score: -51832604.000000 Penalty: 119540.773438 Iteration 192Q: 39 clusters Score -5.18326e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2962 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9997 members Mstep: Class 9 contains 21583 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8980 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46610 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15763 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14463 members Mstep: Class 25 contains 24156 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4260 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16309 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7842 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1905 members Mstep: Class 38 contains 16634 members Entering Unmasked Estep ConsiderDeletion Score: -51832584.000000 Penalty: 119540.773438 Iteration 193Q: 39 clusters Score -5.183258e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2962 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9993 members Mstep: Class 9 contains 21585 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8975 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46582 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15758 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14463 members Mstep: Class 25 contains 24158 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4259 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8699 members Mstep: Class 30 contains 16310 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7845 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1908 members Mstep: Class 38 contains 16670 members Entering Unmasked Estep ConsiderDeletion Score: -51832588.000000 Penalty: 119540.773438 Iteration 194Q: 39 clusters Score -5.183259e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2962 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9988 members Mstep: Class 9 contains 21584 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8971 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46555 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15749 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14464 members Mstep: Class 25 contains 24160 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4261 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8697 members Mstep: Class 30 contains 16310 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7849 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16707 members Entering Unmasked Estep ConsiderDeletion Score: -51832612.000000 Penalty: 119540.773438 Iteration 195Q: 39 clusters Score -5.183261e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9983 members Mstep: Class 9 contains 21584 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8969 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46526 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15737 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14466 members Mstep: Class 25 contains 24160 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4263 members Mstep: Class 28 contains 48279 members Mstep: Class 29 contains 8695 members Mstep: Class 30 contains 16310 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7852 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16748 members Entering Unmasked Estep ConsiderDeletion Score: -51832628.000000 Penalty: 119540.773438 Iteration 196Q: 39 clusters Score -5.183263e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9981 members Mstep: Class 9 contains 21583 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8969 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46511 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15727 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14468 members Mstep: Class 25 contains 24160 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4265 members Mstep: Class 28 contains 48281 members Mstep: Class 29 contains 8694 members Mstep: Class 30 contains 16308 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7854 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16772 members Entering Unmasked Estep ConsiderDeletion Score: -51832588.000000 Penalty: 119540.773438 Iteration 197Q: 39 clusters Score -5.183259e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9978 members Mstep: Class 9 contains 21583 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8968 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46490 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15710 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14469 members Mstep: Class 25 contains 24160 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4270 members Mstep: Class 28 contains 48284 members Mstep: Class 29 contains 8694 members Mstep: Class 30 contains 16307 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7856 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10183 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16804 members Entering Unmasked Estep ConsiderDeletion Score: -51832636.000000 Penalty: 119540.773438 Iteration 198Q: 39 clusters Score -5.183264e+07 nChanged 68 Entering ConstructFrom: Score: -51832636.000000 Penalty: 119540.773438 Entering ConstructFrom: Trying to split cluster 1 (3855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Entering Unmasked Estep Score: -594509.000000 Penalty: 2047.767212 Iteration 0F: 2 clusters Score -594509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -590724.437500 Penalty: 4095.534424 Iteration 0F: 3 clusters Score -590724.4 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -591761.062500 Penalty: 4095.534424 Iteration 1F: 3 clusters Score -591761.1 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -592076.312500 Penalty: 4095.534424 Iteration 2F: 3 clusters Score -592076.3 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -592308.625000 Penalty: 4095.534424 Iteration 3F: 3 clusters Score -592308.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -592499.000000 Penalty: 4095.534424 Iteration 4F: 3 clusters Score -592499 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -592627.812500 Penalty: 4095.534424 Iteration 5Q: 3 clusters Score -592627.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -592709.625000 Penalty: 4095.534424 Iteration 6Q: 3 clusters Score -592709.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -592771.062500 Penalty: 4095.534424 Iteration 7Q: 3 clusters Score -592771.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -592809.687500 Penalty: 4095.534424 Iteration 8Q: 3 clusters Score -592809.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -592836.562500 Penalty: 4095.534424 Iteration 9Q: 3 clusters Score -592836.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -592860.500000 Penalty: 4095.534424 Iteration 10Q: 3 clusters Score -592860.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -592883.000000 Penalty: 4095.534424 Iteration 11Q: 3 clusters Score -592883 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -592901.687500 Penalty: 4095.534424 Iteration 12Q: 3 clusters Score -592901.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -592916.000000 Penalty: 4095.534424 Iteration 13Q: 3 clusters Score -592916 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -592924.312500 Penalty: 4095.534424 Iteration 14Q: 3 clusters Score -592924.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -592929.437500 Penalty: 4095.534424 Iteration 15Q: 3 clusters Score -592929.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -592935.000000 Penalty: 4095.534424 Iteration 16Q: 3 clusters Score -592935 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -592938.875000 Penalty: 4095.534424 Iteration 17Q: 3 clusters Score -592938.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -592940.500000 Penalty: 4095.534424 Iteration 18Q: 3 clusters Score -592940.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -592941.812500 Penalty: 4095.534424 Iteration 19Q: 3 clusters Score -592941.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -592943.437500 Penalty: 4095.534424 Iteration 20F: 3 clusters Score -592943.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -592946.812500 Penalty: 4095.534424 Iteration 21Q: 3 clusters Score -592946.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -592951.187500 Penalty: 4095.534424 Iteration 22Q: 3 clusters Score -592951.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -592970.125000 Penalty: 4095.534424 Iteration 23Q: 3 clusters Score -592970.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -593026.125000 Penalty: 4095.534424 Iteration 24Q: 3 clusters Score -593026.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -593062.875000 Penalty: 4095.534424 Iteration 25Q: 3 clusters Score -593062.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -593081.625000 Penalty: 4095.534424 Iteration 26Q: 3 clusters Score -593081.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -593098.125000 Penalty: 4095.534424 Iteration 27Q: 3 clusters Score -593098.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -593106.000000 Penalty: 4095.534424 Iteration 28Q: 3 clusters Score -593106 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -593111.312500 Penalty: 4095.534424 Iteration 29Q: 3 clusters Score -593111.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -593117.687500 Penalty: 4095.534424 Iteration 30Q: 3 clusters Score -593117.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -593124.375000 Penalty: 4095.534424 Iteration 31Q: 3 clusters Score -593124.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -593129.375000 Penalty: 4095.534424 Iteration 32Q: 3 clusters Score -593129.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -593132.562500 Penalty: 4095.534424 Iteration 33Q: 3 clusters Score -593132.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -593136.750000 Penalty: 4095.534424 Iteration 34Q: 3 clusters Score -593136.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -593142.250000 Penalty: 4095.534424 Iteration 35Q: 3 clusters Score -593142.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -593146.062500 Penalty: 4095.534424 Iteration 36Q: 3 clusters Score -593146.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -593148.437500 Penalty: 4095.534424 Iteration 37Q: 3 clusters Score -593148.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -593149.562500 Penalty: 4095.534424 Iteration 38Q: 3 clusters Score -593149.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -593152.125000 Penalty: 4095.534424 Iteration 39Q: 3 clusters Score -593152.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -593154.125000 Penalty: 4095.534424 Iteration 40F: 3 clusters Score -593154.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -593154.625000 Penalty: 4095.534424 Iteration 41Q: 3 clusters Score -593154.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -593155.625000 Penalty: 4095.534424 Iteration 42Q: 3 clusters Score -593155.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -593155.437500 Penalty: 4095.534424 Iteration 43Q: 3 clusters Score -593155.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -593156.687500 Penalty: 4095.534424 Iteration 44Q: 3 clusters Score -593156.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -593157.812500 Penalty: 4095.534424 Iteration 45Q: 3 clusters Score -593157.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -593157.812500 Penalty: 4095.534424 Iteration 46F: 3 clusters Score -593157.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Entering Unmasked Estep Score: -2087912.125000 Penalty: 2343.811279 Iteration 0F: 2 clusters Score -2087912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -2078534.750000 Penalty: 4687.622559 Iteration 0F: 3 clusters Score -2078535 nChanged 5412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2081427.250000 Penalty: 4687.622559 Iteration 1F: 3 clusters Score -2081427 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -2081873.625000 Penalty: 4687.622559 Iteration 2F: 3 clusters Score -2081874 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -2082260.625000 Penalty: 4687.622559 Iteration 3F: 3 clusters Score -2082261 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -2082655.625000 Penalty: 4687.622559 Iteration 4F: 3 clusters Score -2082656 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -2082972.000000 Penalty: 4687.622559 Iteration 5Q: 3 clusters Score -2082972 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -2083251.250000 Penalty: 4687.622559 Iteration 6Q: 3 clusters Score -2083251 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -2083537.625000 Penalty: 4687.622559 Iteration 7Q: 3 clusters Score -2083538 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -2083909.125000 Penalty: 4687.622559 Iteration 8Q: 3 clusters Score -2083909 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -2084292.500000 Penalty: 4687.622559 Iteration 9Q: 3 clusters Score -2084292 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -2084679.375000 Penalty: 4687.622559 Iteration 10Q: 3 clusters Score -2084679 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -2085115.000000 Penalty: 4687.622559 Iteration 11Q: 3 clusters Score -2085115 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -2085669.875000 Penalty: 4687.622559 Iteration 12Q: 3 clusters Score -2085670 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -2086300.500000 Penalty: 4687.622559 Iteration 13F: 3 clusters Score -2086300 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -2086822.625000 Penalty: 4687.622559 Iteration 14Q: 3 clusters Score -2086823 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -2087123.625000 Penalty: 4687.622559 Iteration 15Q: 3 clusters Score -2087124 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -2087297.875000 Penalty: 4687.622559 Iteration 16Q: 3 clusters Score -2087298 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -2087395.500000 Penalty: 4687.622559 Iteration 17Q: 3 clusters Score -2087396 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -2087447.750000 Penalty: 4687.622559 Iteration 18Q: 3 clusters Score -2087448 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -2087469.750000 Penalty: 4687.622559 Iteration 19Q: 3 clusters Score -2087470 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -2087484.375000 Penalty: 4687.622559 Iteration 20F: 3 clusters Score -2087484 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -2087492.625000 Penalty: 4687.622559 Iteration 21Q: 3 clusters Score -2087493 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -2087508.500000 Penalty: 4687.622559 Iteration 22Q: 3 clusters Score -2087508 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -2087516.750000 Penalty: 4687.622559 Iteration 23Q: 3 clusters Score -2087517 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -2087514.625000 Penalty: 4687.622559 Iteration 24Q: 3 clusters Score -2087515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 8710 members Entering Unmasked Estep Score: -2087517.000000 Penalty: 4687.622559 Iteration 25Q: 3 clusters Score -2087517 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -2087516.375000 Penalty: 4687.622559 Iteration 26Q: 3 clusters Score -2087516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -2087517.500000 Penalty: 4687.622559 Iteration 27Q: 3 clusters Score -2087518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -2087517.875000 Penalty: 4687.622559 Iteration 28Q: 3 clusters Score -2087518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -2087519.250000 Penalty: 4687.622559 Iteration 29Q: 3 clusters Score -2087519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -2087518.375000 Penalty: 4687.622559 Iteration 30Q: 3 clusters Score -2087518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -2087517.250000 Penalty: 4687.622559 Iteration 31Q: 3 clusters Score -2087517 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -2087516.375000 Penalty: 4687.622559 Iteration 32Q: 3 clusters Score -2087516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -2087517.250000 Penalty: 4687.622559 Iteration 33Q: 3 clusters Score -2087517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -2087517.250000 Penalty: 4687.622559 Iteration 34F: 3 clusters Score -2087517 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Entering Unmasked Estep Score: -539586.250000 Penalty: 2007.102905 Iteration 0F: 2 clusters Score -539586.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -536120.625000 Penalty: 4014.205811 Iteration 0F: 3 clusters Score -536120.6 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -536825.937500 Penalty: 4014.205811 Iteration 1F: 3 clusters Score -536825.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -537002.812500 Penalty: 4014.205811 Iteration 2F: 3 clusters Score -537002.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -537113.312500 Penalty: 4014.205811 Iteration 3F: 3 clusters Score -537113.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -537182.687500 Penalty: 4014.205811 Iteration 4Q: 3 clusters Score -537182.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -537233.375000 Penalty: 4014.205811 Iteration 5Q: 3 clusters Score -537233.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -537274.125000 Penalty: 4014.205811 Iteration 6Q: 3 clusters Score -537274.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -537304.812500 Penalty: 4014.205811 Iteration 7Q: 3 clusters Score -537304.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -537346.937500 Penalty: 4014.205811 Iteration 8Q: 3 clusters Score -537346.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -537384.437500 Penalty: 4014.205811 Iteration 9Q: 3 clusters Score -537384.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -537424.625000 Penalty: 4014.205811 Iteration 10Q: 3 clusters Score -537424.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -537468.125000 Penalty: 4014.205811 Iteration 11Q: 3 clusters Score -537468.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -537515.062500 Penalty: 4014.205811 Iteration 12Q: 3 clusters Score -537515.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -537556.937500 Penalty: 4014.205811 Iteration 13Q: 3 clusters Score -537556.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -537599.812500 Penalty: 4014.205811 Iteration 14Q: 3 clusters Score -537599.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -537649.562500 Penalty: 4014.205811 Iteration 15Q: 3 clusters Score -537649.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -537703.000000 Penalty: 4014.205811 Iteration 16Q: 3 clusters Score -537703 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -537748.687500 Penalty: 4014.205811 Iteration 17Q: 3 clusters Score -537748.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -537798.625000 Penalty: 4014.205811 Iteration 18Q: 3 clusters Score -537798.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -537850.312500 Penalty: 4014.205811 Iteration 19Q: 3 clusters Score -537850.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -537886.125000 Penalty: 4014.205811 Iteration 20F: 3 clusters Score -537886.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -537918.625000 Penalty: 4014.205811 Iteration 21Q: 3 clusters Score -537918.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -537939.937500 Penalty: 4014.205811 Iteration 22Q: 3 clusters Score -537939.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -537955.750000 Penalty: 4014.205811 Iteration 23Q: 3 clusters Score -537955.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -537971.812500 Penalty: 4014.205811 Iteration 24Q: 3 clusters Score -537971.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -537987.312500 Penalty: 4014.205811 Iteration 25Q: 3 clusters Score -537987.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -537999.875000 Penalty: 4014.205811 Iteration 26Q: 3 clusters Score -537999.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -538010.562500 Penalty: 4014.205811 Iteration 27Q: 3 clusters Score -538010.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -538020.125000 Penalty: 4014.205811 Iteration 28Q: 3 clusters Score -538020.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -538027.500000 Penalty: 4014.205811 Iteration 29Q: 3 clusters Score -538027.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -538032.875000 Penalty: 4014.205811 Iteration 30Q: 3 clusters Score -538032.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -538036.375000 Penalty: 4014.205811 Iteration 31Q: 3 clusters Score -538036.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -538039.187500 Penalty: 4014.205811 Iteration 32Q: 3 clusters Score -538039.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -538044.000000 Penalty: 4014.205811 Iteration 33Q: 3 clusters Score -538044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -538051.875000 Penalty: 4014.205811 Iteration 34Q: 3 clusters Score -538051.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -538056.375000 Penalty: 4014.205811 Iteration 35Q: 3 clusters Score -538056.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -538061.875000 Penalty: 4014.205811 Iteration 36Q: 3 clusters Score -538061.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -538071.625000 Penalty: 4014.205811 Iteration 37Q: 3 clusters Score -538071.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -538087.625000 Penalty: 4014.205811 Iteration 38Q: 3 clusters Score -538087.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -538120.250000 Penalty: 4014.205811 Iteration 39Q: 3 clusters Score -538120.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -538210.750000 Penalty: 4014.205811 Iteration 40F: 3 clusters Score -538210.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -538378.250000 Penalty: 4014.205811 Iteration 41Q: 3 clusters Score -538378.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -538683.875000 Penalty: 4014.205811 Iteration 42Q: 3 clusters Score -538683.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -538901.187500 Penalty: 4014.205811 Iteration 43Q: 3 clusters Score -538901.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -538976.500000 Penalty: 4014.205811 Iteration 44Q: 3 clusters Score -538976.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -539009.250000 Penalty: 4014.205811 Iteration 45Q: 3 clusters Score -539009.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -539028.437500 Penalty: 4014.205811 Iteration 46Q: 3 clusters Score -539028.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -539051.312500 Penalty: 4014.205811 Iteration 47Q: 3 clusters Score -539051.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -539069.812500 Penalty: 4014.205811 Iteration 48Q: 3 clusters Score -539069.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -539080.812500 Penalty: 4014.205811 Iteration 49Q: 3 clusters Score -539080.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -539092.187500 Penalty: 4014.205811 Iteration 50Q: 3 clusters Score -539092.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -539101.375000 Penalty: 4014.205811 Iteration 51Q: 3 clusters Score -539101.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -539106.187500 Penalty: 4014.205811 Iteration 52Q: 3 clusters Score -539106.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -539112.812500 Penalty: 4014.205811 Iteration 53Q: 3 clusters Score -539112.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -539118.812500 Penalty: 4014.205811 Iteration 54Q: 3 clusters Score -539118.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -539123.375000 Penalty: 4014.205811 Iteration 55Q: 3 clusters Score -539123.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -539125.625000 Penalty: 4014.205811 Iteration 56Q: 3 clusters Score -539125.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -539126.437500 Penalty: 4014.205811 Iteration 57Q: 3 clusters Score -539126.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -539126.875000 Penalty: 4014.205811 Iteration 58Q: 3 clusters Score -539126.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -539127.812500 Penalty: 4014.205811 Iteration 59Q: 3 clusters Score -539127.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -539128.312500 Penalty: 4014.205811 Iteration 60F: 3 clusters Score -539128.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -539130.437500 Penalty: 4014.205811 Iteration 61Q: 3 clusters Score -539130.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -539132.250000 Penalty: 4014.205811 Iteration 62Q: 3 clusters Score -539132.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -539132.875000 Penalty: 4014.205811 Iteration 63Q: 3 clusters Score -539132.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -539133.875000 Penalty: 4014.205811 Iteration 64Q: 3 clusters Score -539133.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -539135.062500 Penalty: 4014.205811 Iteration 65Q: 3 clusters Score -539135.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -539136.687500 Penalty: 4014.205811 Iteration 66Q: 3 clusters Score -539136.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -539137.937500 Penalty: 4014.205811 Iteration 67Q: 3 clusters Score -539137.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -539139.750000 Penalty: 4014.205811 Iteration 68Q: 3 clusters Score -539139.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -539141.250000 Penalty: 4014.205811 Iteration 69Q: 3 clusters Score -539141.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -539142.250000 Penalty: 4014.205811 Iteration 70Q: 3 clusters Score -539142.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -539142.125000 Penalty: 4014.205811 Iteration 71Q: 3 clusters Score -539142.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -539142.125000 Penalty: 4014.205811 Iteration 72F: 3 clusters Score -539142.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -42434.578125 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42434.58 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -42557.406250 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42557.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -42625.253906 Penalty: 2832.371582 Iteration 2Q: 3 clusters Score -42625.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -42644.960938 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42644.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -42644.960938 Penalty: 2832.371582 Iteration 4F: 3 clusters Score -42644.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Entering Unmasked Estep Score: -465098.468750 Penalty: 1982.333984 Iteration 0F: 2 clusters Score -465098.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -461948.437500 Penalty: 3964.667969 Iteration 0F: 3 clusters Score -461948.4 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -462789.750000 Penalty: 3964.667969 Iteration 1F: 3 clusters Score -462789.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -463060.093750 Penalty: 3964.667969 Iteration 2F: 3 clusters Score -463060.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -463249.968750 Penalty: 3964.667969 Iteration 3F: 3 clusters Score -463250 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -463401.187500 Penalty: 3964.667969 Iteration 4Q: 3 clusters Score -463401.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -463537.531250 Penalty: 3964.667969 Iteration 5Q: 3 clusters Score -463537.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -463646.562500 Penalty: 3964.667969 Iteration 6Q: 3 clusters Score -463646.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -463744.093750 Penalty: 3964.667969 Iteration 7Q: 3 clusters Score -463744.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -463821.062500 Penalty: 3964.667969 Iteration 8Q: 3 clusters Score -463821.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -463930.062500 Penalty: 3964.667969 Iteration 9Q: 3 clusters Score -463930.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -464049.218750 Penalty: 3964.667969 Iteration 10Q: 3 clusters Score -464049.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -464170.531250 Penalty: 3964.667969 Iteration 11Q: 3 clusters Score -464170.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -464246.906250 Penalty: 3964.667969 Iteration 12Q: 3 clusters Score -464246.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -464323.375000 Penalty: 3964.667969 Iteration 13Q: 3 clusters Score -464323.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -464389.812500 Penalty: 3964.667969 Iteration 14Q: 3 clusters Score -464389.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -464433.062500 Penalty: 3964.667969 Iteration 15Q: 3 clusters Score -464433.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -464469.031250 Penalty: 3964.667969 Iteration 16Q: 3 clusters Score -464469 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -464499.812500 Penalty: 3964.667969 Iteration 17Q: 3 clusters Score -464499.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -464527.531250 Penalty: 3964.667969 Iteration 18Q: 3 clusters Score -464527.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -464549.750000 Penalty: 3964.667969 Iteration 19Q: 3 clusters Score -464549.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -464568.125000 Penalty: 3964.667969 Iteration 20F: 3 clusters Score -464568.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -464581.750000 Penalty: 3964.667969 Iteration 21Q: 3 clusters Score -464581.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -464590.468750 Penalty: 3964.667969 Iteration 22Q: 3 clusters Score -464590.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -464595.812500 Penalty: 3964.667969 Iteration 23Q: 3 clusters Score -464595.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -464601.656250 Penalty: 3964.667969 Iteration 24Q: 3 clusters Score -464601.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -464607.437500 Penalty: 3964.667969 Iteration 25Q: 3 clusters Score -464607.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -464610.437500 Penalty: 3964.667969 Iteration 26Q: 3 clusters Score -464610.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -464613.375000 Penalty: 3964.667969 Iteration 27Q: 3 clusters Score -464613.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -464617.125000 Penalty: 3964.667969 Iteration 28Q: 3 clusters Score -464617.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -464619.062500 Penalty: 3964.667969 Iteration 29Q: 3 clusters Score -464619.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -464622.468750 Penalty: 3964.667969 Iteration 30Q: 3 clusters Score -464622.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -464622.000000 Penalty: 3964.667969 Iteration 31Q: 3 clusters Score -464622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -464624.062500 Penalty: 3964.667969 Iteration 32Q: 3 clusters Score -464624.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -464623.875000 Penalty: 3964.667969 Iteration 33Q: 3 clusters Score -464623.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -464623.875000 Penalty: 3964.667969 Iteration 34F: 3 clusters Score -464623.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -63305.558594 Penalty: 1497.391968 Iteration 0F: 2 clusters Score -63305.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -61893.441406 Penalty: 2994.783936 Iteration 0F: 3 clusters Score -61893.44 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -62016.519531 Penalty: 2994.783936 Iteration 1F: 3 clusters Score -62016.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -62061.500000 Penalty: 2994.783936 Iteration 2Q: 3 clusters Score -62061.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -62078.933594 Penalty: 2994.783936 Iteration 3Q: 3 clusters Score -62078.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -62084.460938 Penalty: 2994.783936 Iteration 4Q: 3 clusters Score -62084.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -62087.578125 Penalty: 2994.783936 Iteration 5Q: 3 clusters Score -62087.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -62090.808594 Penalty: 2994.783936 Iteration 6Q: 3 clusters Score -62090.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -62090.808594 Penalty: 2994.783936 Iteration 7F: 3 clusters Score -62090.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Entering Unmasked Estep Score: -33628.375000 Penalty: 1362.279297 Iteration 0F: 2 clusters Score -33628.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -32490.945312 Penalty: 2724.558594 Iteration 0F: 3 clusters Score -32490.95 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -32583.744141 Penalty: 2724.558594 Iteration 1F: 3 clusters Score -32583.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -32610.607422 Penalty: 2724.558594 Iteration 2Q: 3 clusters Score -32610.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -32624.494141 Penalty: 2724.558594 Iteration 3Q: 3 clusters Score -32624.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -32633.775391 Penalty: 2724.558594 Iteration 4Q: 3 clusters Score -32633.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -32634.488281 Penalty: 2724.558594 Iteration 5Q: 3 clusters Score -32634.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -32634.488281 Penalty: 2724.558594 Iteration 6F: 3 clusters Score -32634.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Entering Unmasked Estep Score: -1626704.500000 Penalty: 2283.518799 Iteration 0F: 2 clusters Score -1626704 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1619080.750000 Penalty: 4567.037598 Iteration 0F: 3 clusters Score -1619081 nChanged 4127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1621327.750000 Penalty: 4567.037598 Iteration 1F: 3 clusters Score -1621328 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -1621610.750000 Penalty: 4567.037598 Iteration 2F: 3 clusters Score -1621611 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1621801.875000 Penalty: 4567.037598 Iteration 3Q: 3 clusters Score -1621802 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1621929.375000 Penalty: 4567.037598 Iteration 4Q: 3 clusters Score -1621929 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1622052.125000 Penalty: 4567.037598 Iteration 5Q: 3 clusters Score -1622052 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1622168.875000 Penalty: 4567.037598 Iteration 6Q: 3 clusters Score -1622169 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -1622276.500000 Penalty: 4567.037598 Iteration 7Q: 3 clusters Score -1622276 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1622404.000000 Penalty: 4567.037598 Iteration 8Q: 3 clusters Score -1622404 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -1622549.000000 Penalty: 4567.037598 Iteration 9Q: 3 clusters Score -1622549 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1622697.750000 Penalty: 4567.037598 Iteration 10Q: 3 clusters Score -1622698 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -1622902.625000 Penalty: 4567.037598 Iteration 11Q: 3 clusters Score -1622903 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -1623134.750000 Penalty: 4567.037598 Iteration 12Q: 3 clusters Score -1623135 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -1623354.375000 Penalty: 4567.037598 Iteration 13Q: 3 clusters Score -1623354 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1623535.250000 Penalty: 4567.037598 Iteration 14Q: 3 clusters Score -1623535 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1623667.250000 Penalty: 4567.037598 Iteration 15Q: 3 clusters Score -1623667 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -1623777.875000 Penalty: 4567.037598 Iteration 16Q: 3 clusters Score -1623778 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -1623870.000000 Penalty: 4567.037598 Iteration 17Q: 3 clusters Score -1623870 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1623957.125000 Penalty: 4567.037598 Iteration 18Q: 3 clusters Score -1623957 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1624025.875000 Penalty: 4567.037598 Iteration 19Q: 3 clusters Score -1624026 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -1624077.500000 Penalty: 4567.037598 Iteration 20F: 3 clusters Score -1624078 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1624113.000000 Penalty: 4567.037598 Iteration 21Q: 3 clusters Score -1624113 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1624134.500000 Penalty: 4567.037598 Iteration 22Q: 3 clusters Score -1624134 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1624152.625000 Penalty: 4567.037598 Iteration 23Q: 3 clusters Score -1624153 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1624168.625000 Penalty: 4567.037598 Iteration 24Q: 3 clusters Score -1624169 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1624186.375000 Penalty: 4567.037598 Iteration 25Q: 3 clusters Score -1624186 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1624208.375000 Penalty: 4567.037598 Iteration 26Q: 3 clusters Score -1624208 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1624226.500000 Penalty: 4567.037598 Iteration 27Q: 3 clusters Score -1624226 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1624243.125000 Penalty: 4567.037598 Iteration 28Q: 3 clusters Score -1624243 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -1624250.125000 Penalty: 4567.037598 Iteration 29Q: 3 clusters Score -1624250 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1624253.125000 Penalty: 4567.037598 Iteration 30Q: 3 clusters Score -1624253 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -1624261.625000 Penalty: 4567.037598 Iteration 31Q: 3 clusters Score -1624262 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -1624270.875000 Penalty: 4567.037598 Iteration 32Q: 3 clusters Score -1624271 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -1624273.875000 Penalty: 4567.037598 Iteration 33Q: 3 clusters Score -1624274 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1624280.625000 Penalty: 4567.037598 Iteration 34Q: 3 clusters Score -1624281 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1624285.250000 Penalty: 4567.037598 Iteration 35Q: 3 clusters Score -1624285 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1624291.375000 Penalty: 4567.037598 Iteration 36Q: 3 clusters Score -1624291 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -1624293.625000 Penalty: 4567.037598 Iteration 37Q: 3 clusters Score -1624294 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1624297.500000 Penalty: 4567.037598 Iteration 38Q: 3 clusters Score -1624298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -1624299.250000 Penalty: 4567.037598 Iteration 39Q: 3 clusters Score -1624299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1624299.250000 Penalty: 4567.037598 Iteration 40F: 3 clusters Score -1624299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1624300.750000 Penalty: 4567.037598 Iteration 41Q: 3 clusters Score -1624301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1624304.875000 Penalty: 4567.037598 Iteration 42Q: 3 clusters Score -1624305 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1624303.750000 Penalty: 4567.037598 Iteration 43Q: 3 clusters Score -1624304 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1624304.750000 Penalty: 4567.037598 Iteration 44Q: 3 clusters Score -1624305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -1624304.875000 Penalty: 4567.037598 Iteration 45Q: 3 clusters Score -1624305 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1624304.625000 Penalty: 4567.037598 Iteration 46Q: 3 clusters Score -1624305 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -1624310.875000 Penalty: 4567.037598 Iteration 47Q: 3 clusters Score -1624311 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -1624310.000000 Penalty: 4567.037598 Iteration 48Q: 3 clusters Score -1624310 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -1624316.625000 Penalty: 4567.037598 Iteration 49Q: 3 clusters Score -1624317 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -1624318.250000 Penalty: 4567.037598 Iteration 50Q: 3 clusters Score -1624318 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -1624319.375000 Penalty: 4567.037598 Iteration 51Q: 3 clusters Score -1624319 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1624320.250000 Penalty: 4567.037598 Iteration 52Q: 3 clusters Score -1624320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -1624316.375000 Penalty: 4567.037598 Iteration 53Q: 3 clusters Score -1624316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -1624319.625000 Penalty: 4567.037598 Iteration 54Q: 3 clusters Score -1624320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -1624318.875000 Penalty: 4567.037598 Iteration 55Q: 3 clusters Score -1624319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1624320.125000 Penalty: 4567.037598 Iteration 56Q: 3 clusters Score -1624320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1624322.750000 Penalty: 4567.037598 Iteration 57Q: 3 clusters Score -1624323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -1624321.250000 Penalty: 4567.037598 Iteration 58Q: 3 clusters Score -1624321 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1624321.250000 Penalty: 4567.037598 Iteration 59Q: 3 clusters Score -1624321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1624320.125000 Penalty: 4567.037598 Iteration 60F: 3 clusters Score -1624320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1624322.250000 Penalty: 4567.037598 Iteration 61Q: 3 clusters Score -1624322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1624323.250000 Penalty: 4567.037598 Iteration 62Q: 3 clusters Score -1624323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1624324.500000 Penalty: 4567.037598 Iteration 63Q: 3 clusters Score -1624324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1624324.625000 Penalty: 4567.037598 Iteration 64Q: 3 clusters Score -1624325 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1624324.625000 Penalty: 4567.037598 Iteration 65F: 3 clusters Score -1624325 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21583 members Entering Unmasked Estep Score: -3575005.750000 Penalty: 2474.955811 Iteration 0F: 2 clusters Score -3575006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -3559953.000000 Penalty: 4949.911621 Iteration 0F: 3 clusters Score -3559953 nChanged 9504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 10685 members Entering Unmasked Estep Score: -3565027.750000 Penalty: 4949.911621 Iteration 1F: 3 clusters Score -3565028 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -3565614.250000 Penalty: 4949.911621 Iteration 2F: 3 clusters Score -3565614 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -3566194.750000 Penalty: 4949.911621 Iteration 3F: 3 clusters Score -3566195 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -3566757.000000 Penalty: 4949.911621 Iteration 4F: 3 clusters Score -3566757 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -3567285.750000 Penalty: 4949.911621 Iteration 5F: 3 clusters Score -3567286 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11860 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -3567789.000000 Penalty: 4949.911621 Iteration 6Q: 3 clusters Score -3567789 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -3568239.000000 Penalty: 4949.911621 Iteration 7Q: 3 clusters Score -3568239 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -3568678.250000 Penalty: 4949.911621 Iteration 8Q: 3 clusters Score -3568678 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -3569156.750000 Penalty: 4949.911621 Iteration 9Q: 3 clusters Score -3569157 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -3569637.000000 Penalty: 4949.911621 Iteration 10Q: 3 clusters Score -3569637 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14335 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -3570076.750000 Penalty: 4949.911621 Iteration 11Q: 3 clusters Score -3570077 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -3570515.500000 Penalty: 4949.911621 Iteration 12Q: 3 clusters Score -3570516 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -3570949.000000 Penalty: 4949.911621 Iteration 13Q: 3 clusters Score -3570949 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16180 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -3571290.250000 Penalty: 4949.911621 Iteration 14Q: 3 clusters Score -3571290 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16746 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -3571599.500000 Penalty: 4949.911621 Iteration 15Q: 3 clusters Score -3571600 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17220 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -3571851.500000 Penalty: 4949.911621 Iteration 16Q: 3 clusters Score -3571852 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17636 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -3572076.000000 Penalty: 4949.911621 Iteration 17Q: 3 clusters Score -3572076 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18018 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -3572268.500000 Penalty: 4949.911621 Iteration 18Q: 3 clusters Score -3572268 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -3572477.500000 Penalty: 4949.911621 Iteration 19Q: 3 clusters Score -3572478 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -3572645.000000 Penalty: 4949.911621 Iteration 20F: 3 clusters Score -3572645 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -3572792.000000 Penalty: 4949.911621 Iteration 21Q: 3 clusters Score -3572792 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19219 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -3572894.500000 Penalty: 4949.911621 Iteration 22Q: 3 clusters Score -3572894 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19422 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -3572989.750000 Penalty: 4949.911621 Iteration 23Q: 3 clusters Score -3572990 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19588 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -3573049.250000 Penalty: 4949.911621 Iteration 24Q: 3 clusters Score -3573049 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19725 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -3573121.750000 Penalty: 4949.911621 Iteration 25Q: 3 clusters Score -3573122 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -3573156.250000 Penalty: 4949.911621 Iteration 26Q: 3 clusters Score -3573156 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19949 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -3573204.750000 Penalty: 4949.911621 Iteration 27Q: 3 clusters Score -3573205 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20037 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -3573247.250000 Penalty: 4949.911621 Iteration 28Q: 3 clusters Score -3573247 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20101 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -3573276.000000 Penalty: 4949.911621 Iteration 29Q: 3 clusters Score -3573276 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20160 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -3573294.250000 Penalty: 4949.911621 Iteration 30Q: 3 clusters Score -3573294 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20197 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -3573316.250000 Penalty: 4949.911621 Iteration 31Q: 3 clusters Score -3573316 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20229 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -3573323.250000 Penalty: 4949.911621 Iteration 32Q: 3 clusters Score -3573323 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20256 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -3573323.750000 Penalty: 4949.911621 Iteration 33Q: 3 clusters Score -3573324 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20279 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -3573333.000000 Penalty: 4949.911621 Iteration 34Q: 3 clusters Score -3573333 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20302 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -3573334.500000 Penalty: 4949.911621 Iteration 35Q: 3 clusters Score -3573334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20327 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -3573346.750000 Penalty: 4949.911621 Iteration 36Q: 3 clusters Score -3573347 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20347 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -3573350.000000 Penalty: 4949.911621 Iteration 37Q: 3 clusters Score -3573350 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -3573360.250000 Penalty: 4949.911621 Iteration 38Q: 3 clusters Score -3573360 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -3573358.750000 Penalty: 4949.911621 Iteration 39Q: 3 clusters Score -3573359 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20368 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -3573364.000000 Penalty: 4949.911621 Iteration 40F: 3 clusters Score -3573364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20371 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -3573360.750000 Penalty: 4949.911621 Iteration 41Q: 3 clusters Score -3573361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20372 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -3573363.750000 Penalty: 4949.911621 Iteration 42Q: 3 clusters Score -3573364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20372 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -3573363.750000 Penalty: 4949.911621 Iteration 43F: 3 clusters Score -3573364 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -69248.867188 Penalty: 1509.520142 Iteration 0F: 2 clusters Score -69248.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -67792.835938 Penalty: 3019.040283 Iteration 0F: 3 clusters Score -67792.84 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -67960.484375 Penalty: 3019.040283 Iteration 1F: 3 clusters Score -67960.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -68056.812500 Penalty: 3019.040283 Iteration 2F: 3 clusters Score -68056.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -68083.289062 Penalty: 3019.040283 Iteration 3Q: 3 clusters Score -68083.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -68127.648438 Penalty: 3019.040283 Iteration 4Q: 3 clusters Score -68127.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -68149.781250 Penalty: 3019.040283 Iteration 5Q: 3 clusters Score -68149.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -68170.500000 Penalty: 3019.040283 Iteration 6Q: 3 clusters Score -68170.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -68218.343750 Penalty: 3019.040283 Iteration 7Q: 3 clusters Score -68218.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -68236.242188 Penalty: 3019.040283 Iteration 8Q: 3 clusters Score -68236.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68246.468750 Penalty: 3019.040283 Iteration 9Q: 3 clusters Score -68246.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68253.710938 Penalty: 3019.040283 Iteration 10Q: 3 clusters Score -68253.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -68255.625000 Penalty: 3019.040283 Iteration 11Q: 3 clusters Score -68255.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -68257.156250 Penalty: 3019.040283 Iteration 12Q: 3 clusters Score -68257.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -68257.156250 Penalty: 3019.040283 Iteration 13F: 3 clusters Score -68257.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Entering Unmasked Estep Score: -1425634.625000 Penalty: 2257.124023 Iteration 0F: 2 clusters Score -1425635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1418638.375000 Penalty: 4514.248047 Iteration 0F: 3 clusters Score -1418638 nChanged 3669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1420663.250000 Penalty: 4514.248047 Iteration 1F: 3 clusters Score -1420663 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1420990.750000 Penalty: 4514.248047 Iteration 2F: 3 clusters Score -1420991 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1421208.625000 Penalty: 4514.248047 Iteration 3F: 3 clusters Score -1421209 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1421407.375000 Penalty: 4514.248047 Iteration 4Q: 3 clusters Score -1421407 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1421569.500000 Penalty: 4514.248047 Iteration 5Q: 3 clusters Score -1421570 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1421706.000000 Penalty: 4514.248047 Iteration 6Q: 3 clusters Score -1421706 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1421812.500000 Penalty: 4514.248047 Iteration 7Q: 3 clusters Score -1421812 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1421910.250000 Penalty: 4514.248047 Iteration 8Q: 3 clusters Score -1421910 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1421994.000000 Penalty: 4514.248047 Iteration 9Q: 3 clusters Score -1421994 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1422062.500000 Penalty: 4514.248047 Iteration 10Q: 3 clusters Score -1422062 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -1422111.750000 Penalty: 4514.248047 Iteration 11Q: 3 clusters Score -1422112 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1422181.250000 Penalty: 4514.248047 Iteration 12Q: 3 clusters Score -1422181 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1422243.750000 Penalty: 4514.248047 Iteration 13Q: 3 clusters Score -1422244 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1422323.500000 Penalty: 4514.248047 Iteration 14Q: 3 clusters Score -1422324 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1422392.500000 Penalty: 4514.248047 Iteration 15Q: 3 clusters Score -1422392 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1422454.250000 Penalty: 4514.248047 Iteration 16Q: 3 clusters Score -1422454 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1422507.500000 Penalty: 4514.248047 Iteration 17Q: 3 clusters Score -1422508 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1422571.125000 Penalty: 4514.248047 Iteration 18Q: 3 clusters Score -1422571 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1422631.250000 Penalty: 4514.248047 Iteration 19Q: 3 clusters Score -1422631 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1422685.750000 Penalty: 4514.248047 Iteration 20F: 3 clusters Score -1422686 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1422736.875000 Penalty: 4514.248047 Iteration 21Q: 3 clusters Score -1422737 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1422787.875000 Penalty: 4514.248047 Iteration 22Q: 3 clusters Score -1422788 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1422845.375000 Penalty: 4514.248047 Iteration 23Q: 3 clusters Score -1422845 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1422894.500000 Penalty: 4514.248047 Iteration 24Q: 3 clusters Score -1422894 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1422948.375000 Penalty: 4514.248047 Iteration 25Q: 3 clusters Score -1422948 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1422993.375000 Penalty: 4514.248047 Iteration 26Q: 3 clusters Score -1422993 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -1423039.000000 Penalty: 4514.248047 Iteration 27Q: 3 clusters Score -1423039 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1423109.625000 Penalty: 4514.248047 Iteration 28Q: 3 clusters Score -1423110 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1423168.750000 Penalty: 4514.248047 Iteration 29Q: 3 clusters Score -1423169 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1423232.000000 Penalty: 4514.248047 Iteration 30Q: 3 clusters Score -1423232 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1423290.000000 Penalty: 4514.248047 Iteration 31Q: 3 clusters Score -1423290 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1423345.625000 Penalty: 4514.248047 Iteration 32Q: 3 clusters Score -1423346 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1423391.500000 Penalty: 4514.248047 Iteration 33Q: 3 clusters Score -1423392 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1423443.875000 Penalty: 4514.248047 Iteration 34Q: 3 clusters Score -1423444 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1423497.625000 Penalty: 4514.248047 Iteration 35Q: 3 clusters Score -1423498 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -1423543.500000 Penalty: 4514.248047 Iteration 36Q: 3 clusters Score -1423544 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1423584.375000 Penalty: 4514.248047 Iteration 37Q: 3 clusters Score -1423584 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1423619.125000 Penalty: 4514.248047 Iteration 38Q: 3 clusters Score -1423619 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1423652.500000 Penalty: 4514.248047 Iteration 39Q: 3 clusters Score -1423652 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1423692.500000 Penalty: 4514.248047 Iteration 40F: 3 clusters Score -1423692 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1423725.750000 Penalty: 4514.248047 Iteration 41Q: 3 clusters Score -1423726 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1423750.750000 Penalty: 4514.248047 Iteration 42Q: 3 clusters Score -1423751 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1423780.125000 Penalty: 4514.248047 Iteration 43Q: 3 clusters Score -1423780 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1423815.250000 Penalty: 4514.248047 Iteration 44Q: 3 clusters Score -1423815 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1423845.250000 Penalty: 4514.248047 Iteration 45Q: 3 clusters Score -1423845 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1423873.625000 Penalty: 4514.248047 Iteration 46Q: 3 clusters Score -1423874 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1423898.250000 Penalty: 4514.248047 Iteration 47Q: 3 clusters Score -1423898 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1423924.125000 Penalty: 4514.248047 Iteration 48Q: 3 clusters Score -1423924 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1423940.375000 Penalty: 4514.248047 Iteration 49Q: 3 clusters Score -1423940 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1423962.000000 Penalty: 4514.248047 Iteration 50Q: 3 clusters Score -1423962 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1423983.500000 Penalty: 4514.248047 Iteration 51Q: 3 clusters Score -1423984 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1424004.000000 Penalty: 4514.248047 Iteration 52Q: 3 clusters Score -1424004 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1424023.500000 Penalty: 4514.248047 Iteration 53Q: 3 clusters Score -1424024 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1424048.500000 Penalty: 4514.248047 Iteration 54Q: 3 clusters Score -1424048 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1424062.750000 Penalty: 4514.248047 Iteration 55Q: 3 clusters Score -1424063 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1424083.500000 Penalty: 4514.248047 Iteration 56Q: 3 clusters Score -1424084 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1424096.000000 Penalty: 4514.248047 Iteration 57Q: 3 clusters Score -1424096 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1424104.750000 Penalty: 4514.248047 Iteration 58Q: 3 clusters Score -1424105 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1424120.625000 Penalty: 4514.248047 Iteration 59Q: 3 clusters Score -1424121 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1424134.375000 Penalty: 4514.248047 Iteration 60F: 3 clusters Score -1424134 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -1424149.875000 Penalty: 4514.248047 Iteration 61Q: 3 clusters Score -1424150 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1424160.250000 Penalty: 4514.248047 Iteration 62Q: 3 clusters Score -1424160 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1424170.375000 Penalty: 4514.248047 Iteration 63Q: 3 clusters Score -1424170 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1424181.375000 Penalty: 4514.248047 Iteration 64Q: 3 clusters Score -1424181 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1424192.125000 Penalty: 4514.248047 Iteration 65Q: 3 clusters Score -1424192 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1424196.125000 Penalty: 4514.248047 Iteration 66Q: 3 clusters Score -1424196 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1424201.625000 Penalty: 4514.248047 Iteration 67Q: 3 clusters Score -1424202 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1424217.375000 Penalty: 4514.248047 Iteration 68Q: 3 clusters Score -1424217 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1424224.750000 Penalty: 4514.248047 Iteration 69Q: 3 clusters Score -1424225 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1424230.875000 Penalty: 4514.248047 Iteration 70Q: 3 clusters Score -1424231 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1424236.375000 Penalty: 4514.248047 Iteration 71Q: 3 clusters Score -1424236 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1424239.000000 Penalty: 4514.248047 Iteration 72Q: 3 clusters Score -1424239 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1424241.625000 Penalty: 4514.248047 Iteration 73Q: 3 clusters Score -1424242 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1424245.000000 Penalty: 4514.248047 Iteration 74Q: 3 clusters Score -1424245 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1424251.250000 Penalty: 4514.248047 Iteration 75Q: 3 clusters Score -1424251 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1424254.500000 Penalty: 4514.248047 Iteration 76Q: 3 clusters Score -1424254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1424257.750000 Penalty: 4514.248047 Iteration 77Q: 3 clusters Score -1424258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1424257.250000 Penalty: 4514.248047 Iteration 78Q: 3 clusters Score -1424257 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -1424258.000000 Penalty: 4514.248047 Iteration 79Q: 3 clusters Score -1424258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1424256.250000 Penalty: 4514.248047 Iteration 80F: 3 clusters Score -1424256 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1424257.875000 Penalty: 4514.248047 Iteration 81Q: 3 clusters Score -1424258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -1424262.875000 Penalty: 4514.248047 Iteration 82Q: 3 clusters Score -1424263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1424261.000000 Penalty: 4514.248047 Iteration 83Q: 3 clusters Score -1424261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1424263.375000 Penalty: 4514.248047 Iteration 84Q: 3 clusters Score -1424263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1424263.250000 Penalty: 4514.248047 Iteration 85Q: 3 clusters Score -1424263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1424264.875000 Penalty: 4514.248047 Iteration 86Q: 3 clusters Score -1424265 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1424264.875000 Penalty: 4514.248047 Iteration 87F: 3 clusters Score -1424265 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18339.519531 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18339.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17496.365234 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17496.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -17584.390625 Penalty: 2447.499023 Iteration 1F: 3 clusters Score -17584.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -17604.554688 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17604.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -17633.496094 Penalty: 2447.499023 Iteration 3Q: 3 clusters Score -17633.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -17633.496094 Penalty: 2447.499023 Iteration 4F: 3 clusters Score -17633.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Entering Unmasked Estep Score: -658537.437500 Penalty: 2064.916260 Iteration 0F: 2 clusters Score -658537.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -654544.125000 Penalty: 4129.832520 Iteration 0F: 3 clusters Score -654544.1 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -655382.062500 Penalty: 4129.832520 Iteration 1F: 3 clusters Score -655382.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -655582.625000 Penalty: 4129.832520 Iteration 2F: 3 clusters Score -655582.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -655706.687500 Penalty: 4129.832520 Iteration 3F: 3 clusters Score -655706.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -655796.187500 Penalty: 4129.832520 Iteration 4Q: 3 clusters Score -655796.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -655865.875000 Penalty: 4129.832520 Iteration 5Q: 3 clusters Score -655865.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -655907.625000 Penalty: 4129.832520 Iteration 6Q: 3 clusters Score -655907.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -655945.187500 Penalty: 4129.832520 Iteration 7Q: 3 clusters Score -655945.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -655978.562500 Penalty: 4129.832520 Iteration 8Q: 3 clusters Score -655978.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -656013.375000 Penalty: 4129.832520 Iteration 9Q: 3 clusters Score -656013.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -656039.875000 Penalty: 4129.832520 Iteration 10Q: 3 clusters Score -656039.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -656064.000000 Penalty: 4129.832520 Iteration 11Q: 3 clusters Score -656064 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -656081.625000 Penalty: 4129.832520 Iteration 12Q: 3 clusters Score -656081.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -656102.500000 Penalty: 4129.832520 Iteration 13Q: 3 clusters Score -656102.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -656124.687500 Penalty: 4129.832520 Iteration 14Q: 3 clusters Score -656124.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -656146.312500 Penalty: 4129.832520 Iteration 15Q: 3 clusters Score -656146.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -656161.750000 Penalty: 4129.832520 Iteration 16Q: 3 clusters Score -656161.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -656179.875000 Penalty: 4129.832520 Iteration 17Q: 3 clusters Score -656179.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -656197.500000 Penalty: 4129.832520 Iteration 18Q: 3 clusters Score -656197.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -656211.000000 Penalty: 4129.832520 Iteration 19Q: 3 clusters Score -656211 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -656224.562500 Penalty: 4129.832520 Iteration 20F: 3 clusters Score -656224.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -656236.687500 Penalty: 4129.832520 Iteration 21Q: 3 clusters Score -656236.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -656252.187500 Penalty: 4129.832520 Iteration 22Q: 3 clusters Score -656252.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -656261.562500 Penalty: 4129.832520 Iteration 23Q: 3 clusters Score -656261.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -656267.562500 Penalty: 4129.832520 Iteration 24Q: 3 clusters Score -656267.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -656274.562500 Penalty: 4129.832520 Iteration 25Q: 3 clusters Score -656274.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -656283.500000 Penalty: 4129.832520 Iteration 26Q: 3 clusters Score -656283.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -656295.875000 Penalty: 4129.832520 Iteration 27Q: 3 clusters Score -656295.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -656311.687500 Penalty: 4129.832520 Iteration 28Q: 3 clusters Score -656311.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -656329.812500 Penalty: 4129.832520 Iteration 29Q: 3 clusters Score -656329.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -656346.625000 Penalty: 4129.832520 Iteration 30Q: 3 clusters Score -656346.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -656366.125000 Penalty: 4129.832520 Iteration 31Q: 3 clusters Score -656366.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -656384.500000 Penalty: 4129.832520 Iteration 32Q: 3 clusters Score -656384.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -656405.437500 Penalty: 4129.832520 Iteration 33Q: 3 clusters Score -656405.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -656421.812500 Penalty: 4129.832520 Iteration 34Q: 3 clusters Score -656421.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -656437.750000 Penalty: 4129.832520 Iteration 35Q: 3 clusters Score -656437.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -656448.687500 Penalty: 4129.832520 Iteration 36Q: 3 clusters Score -656448.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -656457.937500 Penalty: 4129.832520 Iteration 37Q: 3 clusters Score -656457.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -656468.437500 Penalty: 4129.832520 Iteration 38Q: 3 clusters Score -656468.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -656478.750000 Penalty: 4129.832520 Iteration 39Q: 3 clusters Score -656478.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -656489.687500 Penalty: 4129.832520 Iteration 40F: 3 clusters Score -656489.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -656500.000000 Penalty: 4129.832520 Iteration 41Q: 3 clusters Score -656500 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -656511.000000 Penalty: 4129.832520 Iteration 42Q: 3 clusters Score -656511 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -656521.562500 Penalty: 4129.832520 Iteration 43Q: 3 clusters Score -656521.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -656530.000000 Penalty: 4129.832520 Iteration 44Q: 3 clusters Score -656530 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -656535.500000 Penalty: 4129.832520 Iteration 45Q: 3 clusters Score -656535.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -656544.687500 Penalty: 4129.832520 Iteration 46Q: 3 clusters Score -656544.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -656552.562500 Penalty: 4129.832520 Iteration 47Q: 3 clusters Score -656552.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -656559.187500 Penalty: 4129.832520 Iteration 48Q: 3 clusters Score -656559.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -656565.062500 Penalty: 4129.832520 Iteration 49Q: 3 clusters Score -656565.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -656570.750000 Penalty: 4129.832520 Iteration 50Q: 3 clusters Score -656570.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -656577.500000 Penalty: 4129.832520 Iteration 51Q: 3 clusters Score -656577.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -656583.312500 Penalty: 4129.832520 Iteration 52Q: 3 clusters Score -656583.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -656588.062500 Penalty: 4129.832520 Iteration 53Q: 3 clusters Score -656588.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -656591.875000 Penalty: 4129.832520 Iteration 54Q: 3 clusters Score -656591.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -656596.500000 Penalty: 4129.832520 Iteration 55Q: 3 clusters Score -656596.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -656602.062500 Penalty: 4129.832520 Iteration 56Q: 3 clusters Score -656602.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -656609.500000 Penalty: 4129.832520 Iteration 57Q: 3 clusters Score -656609.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -656617.562500 Penalty: 4129.832520 Iteration 58Q: 3 clusters Score -656617.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -656622.875000 Penalty: 4129.832520 Iteration 59Q: 3 clusters Score -656622.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -656627.000000 Penalty: 4129.832520 Iteration 60F: 3 clusters Score -656627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -656630.187500 Penalty: 4129.832520 Iteration 61Q: 3 clusters Score -656630.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -656634.312500 Penalty: 4129.832520 Iteration 62Q: 3 clusters Score -656634.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -656638.312500 Penalty: 4129.832520 Iteration 63Q: 3 clusters Score -656638.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -656639.687500 Penalty: 4129.832520 Iteration 64Q: 3 clusters Score -656639.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -656644.250000 Penalty: 4129.832520 Iteration 65Q: 3 clusters Score -656644.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -656646.875000 Penalty: 4129.832520 Iteration 66Q: 3 clusters Score -656646.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -656648.062500 Penalty: 4129.832520 Iteration 67Q: 3 clusters Score -656648.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -656649.375000 Penalty: 4129.832520 Iteration 68Q: 3 clusters Score -656649.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -656648.812500 Penalty: 4129.832520 Iteration 69Q: 3 clusters Score -656648.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -656647.875000 Penalty: 4129.832520 Iteration 70Q: 3 clusters Score -656647.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -656651.375000 Penalty: 4129.832520 Iteration 71Q: 3 clusters Score -656651.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -656651.125000 Penalty: 4129.832520 Iteration 72Q: 3 clusters Score -656651.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -656652.375000 Penalty: 4129.832520 Iteration 73Q: 3 clusters Score -656652.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -656653.687500 Penalty: 4129.832520 Iteration 74Q: 3 clusters Score -656653.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -656653.562500 Penalty: 4129.832520 Iteration 75Q: 3 clusters Score -656653.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -656655.562500 Penalty: 4129.832520 Iteration 76Q: 3 clusters Score -656655.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -656655.062500 Penalty: 4129.832520 Iteration 77Q: 3 clusters Score -656655.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -656656.000000 Penalty: 4129.832520 Iteration 78Q: 3 clusters Score -656656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -656655.812500 Penalty: 4129.832520 Iteration 79Q: 3 clusters Score -656655.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -656656.687500 Penalty: 4129.832520 Iteration 80F: 3 clusters Score -656656.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -656655.875000 Penalty: 4129.832520 Iteration 81Q: 3 clusters Score -656655.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -656657.000000 Penalty: 4129.832520 Iteration 82Q: 3 clusters Score -656657 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -656657.312500 Penalty: 4129.832520 Iteration 83Q: 3 clusters Score -656657.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -656657.312500 Penalty: 4129.832520 Iteration 84F: 3 clusters Score -656657.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Entering Unmasked Estep Score: -869761.062500 Penalty: 2123.322266 Iteration 0F: 2 clusters Score -869761.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -865100.687500 Penalty: 4246.644531 Iteration 0F: 3 clusters Score -865100.7 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -866221.375000 Penalty: 4246.644531 Iteration 1F: 3 clusters Score -866221.4 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -866440.375000 Penalty: 4246.644531 Iteration 2F: 3 clusters Score -866440.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -866614.937500 Penalty: 4246.644531 Iteration 3F: 3 clusters Score -866614.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -866780.375000 Penalty: 4246.644531 Iteration 4Q: 3 clusters Score -866780.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -866944.687500 Penalty: 4246.644531 Iteration 5Q: 3 clusters Score -866944.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -867133.750000 Penalty: 4246.644531 Iteration 6Q: 3 clusters Score -867133.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -867335.375000 Penalty: 4246.644531 Iteration 7Q: 3 clusters Score -867335.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -867539.062500 Penalty: 4246.644531 Iteration 8Q: 3 clusters Score -867539.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -867742.500000 Penalty: 4246.644531 Iteration 9Q: 3 clusters Score -867742.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -867926.625000 Penalty: 4246.644531 Iteration 10Q: 3 clusters Score -867926.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -868047.187500 Penalty: 4246.644531 Iteration 11Q: 3 clusters Score -868047.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -868112.625000 Penalty: 4246.644531 Iteration 12Q: 3 clusters Score -868112.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -868155.062500 Penalty: 4246.644531 Iteration 13Q: 3 clusters Score -868155.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -868183.000000 Penalty: 4246.644531 Iteration 14Q: 3 clusters Score -868183 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -868199.375000 Penalty: 4246.644531 Iteration 15Q: 3 clusters Score -868199.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -868209.062500 Penalty: 4246.644531 Iteration 16Q: 3 clusters Score -868209.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -868215.000000 Penalty: 4246.644531 Iteration 17Q: 3 clusters Score -868215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -868217.875000 Penalty: 4246.644531 Iteration 18Q: 3 clusters Score -868217.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -868222.812500 Penalty: 4246.644531 Iteration 19Q: 3 clusters Score -868222.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -868225.500000 Penalty: 4246.644531 Iteration 20F: 3 clusters Score -868225.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -868228.562500 Penalty: 4246.644531 Iteration 21Q: 3 clusters Score -868228.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -868229.062500 Penalty: 4246.644531 Iteration 22Q: 3 clusters Score -868229.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -868229.187500 Penalty: 4246.644531 Iteration 23Q: 3 clusters Score -868229.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -868230.500000 Penalty: 4246.644531 Iteration 24Q: 3 clusters Score -868230.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -868231.937500 Penalty: 4246.644531 Iteration 25Q: 3 clusters Score -868231.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -868234.500000 Penalty: 4246.644531 Iteration 26Q: 3 clusters Score -868234.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -868232.625000 Penalty: 4246.644531 Iteration 27Q: 3 clusters Score -868232.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -868232.187500 Penalty: 4246.644531 Iteration 28Q: 3 clusters Score -868232.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -868231.750000 Penalty: 4246.644531 Iteration 29Q: 3 clusters Score -868231.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -868233.562500 Penalty: 4246.644531 Iteration 30Q: 3 clusters Score -868233.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -868236.187500 Penalty: 4246.644531 Iteration 31Q: 3 clusters Score -868236.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -868237.875000 Penalty: 4246.644531 Iteration 32Q: 3 clusters Score -868237.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -868238.750000 Penalty: 4246.644531 Iteration 33Q: 3 clusters Score -868238.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -868238.375000 Penalty: 4246.644531 Iteration 34Q: 3 clusters Score -868238.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -868238.687500 Penalty: 4246.644531 Iteration 35Q: 3 clusters Score -868238.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -868238.687500 Penalty: 4246.644531 Iteration 36F: 3 clusters Score -868238.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Entering Unmasked Estep Score: -1808172.875000 Penalty: 2297.348633 Iteration 0F: 2 clusters Score -1808173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1800209.125000 Penalty: 4594.697266 Iteration 0F: 3 clusters Score -1800209 nChanged 4293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1802532.625000 Penalty: 4594.697266 Iteration 1F: 3 clusters Score -1802533 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -1802932.250000 Penalty: 4594.697266 Iteration 2F: 3 clusters Score -1802932 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1803309.250000 Penalty: 4594.697266 Iteration 3F: 3 clusters Score -1803309 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1803667.250000 Penalty: 4594.697266 Iteration 4F: 3 clusters Score -1803667 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1804003.875000 Penalty: 4594.697266 Iteration 5F: 3 clusters Score -1804004 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -1804435.875000 Penalty: 4594.697266 Iteration 6F: 3 clusters Score -1804436 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1804868.125000 Penalty: 4594.697266 Iteration 7Q: 3 clusters Score -1804868 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1805245.125000 Penalty: 4594.697266 Iteration 8Q: 3 clusters Score -1805245 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -1805561.000000 Penalty: 4594.697266 Iteration 9Q: 3 clusters Score -1805561 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1805770.000000 Penalty: 4594.697266 Iteration 10Q: 3 clusters Score -1805770 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1805904.250000 Penalty: 4594.697266 Iteration 11Q: 3 clusters Score -1805904 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -1805986.625000 Penalty: 4594.697266 Iteration 12Q: 3 clusters Score -1805987 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -1806039.750000 Penalty: 4594.697266 Iteration 13Q: 3 clusters Score -1806040 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -1806067.125000 Penalty: 4594.697266 Iteration 14Q: 3 clusters Score -1806067 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -1806087.500000 Penalty: 4594.697266 Iteration 15Q: 3 clusters Score -1806088 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -1806099.125000 Penalty: 4594.697266 Iteration 16Q: 3 clusters Score -1806099 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -1806101.000000 Penalty: 4594.697266 Iteration 17Q: 3 clusters Score -1806101 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -1806102.500000 Penalty: 4594.697266 Iteration 18Q: 3 clusters Score -1806102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -1806106.000000 Penalty: 4594.697266 Iteration 19Q: 3 clusters Score -1806106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -1806108.500000 Penalty: 4594.697266 Iteration 20F: 3 clusters Score -1806108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -1806114.625000 Penalty: 4594.697266 Iteration 21Q: 3 clusters Score -1806115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -1806115.375000 Penalty: 4594.697266 Iteration 22Q: 3 clusters Score -1806115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -1806115.375000 Penalty: 4594.697266 Iteration 23F: 3 clusters Score -1806115 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (46464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46464 members Entering Unmasked Estep Score: -7604314.500000 Penalty: 2665.115479 Iteration 0F: 2 clusters Score -7604314 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23210 members Mstep: Class 2 contains 23254 members Entering Unmasked Estep Score: -7573018.500000 Penalty: 5330.230957 Iteration 0F: 3 clusters Score -7573018 nChanged 21445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23021 members Mstep: Class 2 contains 23443 members Entering Unmasked Estep Score: -7584925.000000 Penalty: 5330.230957 Iteration 1F: 3 clusters Score -7584925 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22898 members Mstep: Class 2 contains 23566 members Entering Unmasked Estep Score: -7585674.000000 Penalty: 5330.230957 Iteration 2Q: 3 clusters Score -7585674 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -7586560.000000 Penalty: 5330.230957 Iteration 3Q: 3 clusters Score -7586560 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22443 members Mstep: Class 2 contains 24021 members Entering Unmasked Estep Score: -7587623.500000 Penalty: 5330.230957 Iteration 4Q: 3 clusters Score -7587624 nChanged 2273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22076 members Mstep: Class 2 contains 24388 members Entering Unmasked Estep Score: -7588743.500000 Penalty: 5330.230957 Iteration 5Q: 3 clusters Score -7588744 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21512 members Mstep: Class 2 contains 24952 members Entering Unmasked Estep Score: -7589964.000000 Penalty: 5330.230957 Iteration 6F: 3 clusters Score -7589964 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20814 members Mstep: Class 2 contains 25650 members Entering Unmasked Estep Score: -7591291.500000 Penalty: 5330.230957 Iteration 7F: 3 clusters Score -7591292 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19984 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -7592533.500000 Penalty: 5330.230957 Iteration 8F: 3 clusters Score -7592534 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19035 members Mstep: Class 2 contains 27429 members Entering Unmasked Estep Score: -7593844.500000 Penalty: 5330.230957 Iteration 9Q: 3 clusters Score -7593844 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 28428 members Entering Unmasked Estep Score: -7594953.500000 Penalty: 5330.230957 Iteration 10Q: 3 clusters Score -7594954 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 29457 members Entering Unmasked Estep Score: -7595860.000000 Penalty: 5330.230957 Iteration 11Q: 3 clusters Score -7595860 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 30441 members Entering Unmasked Estep Score: -7596562.000000 Penalty: 5330.230957 Iteration 12Q: 3 clusters Score -7596562 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 31405 members Entering Unmasked Estep Score: -7597105.000000 Penalty: 5330.230957 Iteration 13Q: 3 clusters Score -7597105 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 32389 members Entering Unmasked Estep Score: -7597509.000000 Penalty: 5330.230957 Iteration 14Q: 3 clusters Score -7597509 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 33355 members Entering Unmasked Estep Score: -7597924.000000 Penalty: 5330.230957 Iteration 15Q: 3 clusters Score -7597924 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 34309 members Entering Unmasked Estep Score: -7598401.500000 Penalty: 5330.230957 Iteration 16Q: 3 clusters Score -7598402 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 35291 members Entering Unmasked Estep Score: -7598845.000000 Penalty: 5330.230957 Iteration 17Q: 3 clusters Score -7598845 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 36234 members Entering Unmasked Estep Score: -7599276.500000 Penalty: 5330.230957 Iteration 18Q: 3 clusters Score -7599276 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 37196 members Entering Unmasked Estep Score: -7599820.500000 Penalty: 5330.230957 Iteration 19Q: 3 clusters Score -7599820 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 38132 members Entering Unmasked Estep Score: -7600341.500000 Penalty: 5330.230957 Iteration 20F: 3 clusters Score -7600342 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 39043 members Entering Unmasked Estep Score: -7600919.500000 Penalty: 5330.230957 Iteration 21Q: 3 clusters Score -7600920 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 39872 members Entering Unmasked Estep Score: -7601416.000000 Penalty: 5330.230957 Iteration 22Q: 3 clusters Score -7601416 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 40597 members Entering Unmasked Estep Score: -7601891.500000 Penalty: 5330.230957 Iteration 23Q: 3 clusters Score -7601892 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 41249 members Entering Unmasked Estep Score: -7602264.500000 Penalty: 5330.230957 Iteration 24Q: 3 clusters Score -7602264 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 41793 members Entering Unmasked Estep Score: -7602624.500000 Penalty: 5330.230957 Iteration 25Q: 3 clusters Score -7602624 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 42191 members Entering Unmasked Estep Score: -7602853.000000 Penalty: 5330.230957 Iteration 26Q: 3 clusters Score -7602853 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 42508 members Entering Unmasked Estep Score: -7603032.500000 Penalty: 5330.230957 Iteration 27Q: 3 clusters Score -7603032 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 42768 members Entering Unmasked Estep Score: -7603158.500000 Penalty: 5330.230957 Iteration 28Q: 3 clusters Score -7603158 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 42976 members Entering Unmasked Estep Score: -7603237.500000 Penalty: 5330.230957 Iteration 29Q: 3 clusters Score -7603238 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 43150 members Entering Unmasked Estep Score: -7603303.000000 Penalty: 5330.230957 Iteration 30Q: 3 clusters Score -7603303 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 43300 members Entering Unmasked Estep Score: -7603362.500000 Penalty: 5330.230957 Iteration 31Q: 3 clusters Score -7603362 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 43404 members Entering Unmasked Estep Score: -7603401.000000 Penalty: 5330.230957 Iteration 32Q: 3 clusters Score -7603401 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 43486 members Entering Unmasked Estep Score: -7603428.500000 Penalty: 5330.230957 Iteration 33Q: 3 clusters Score -7603428 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 43571 members Entering Unmasked Estep Score: -7603446.500000 Penalty: 5330.230957 Iteration 34Q: 3 clusters Score -7603446 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 43642 members Entering Unmasked Estep Score: -7603494.500000 Penalty: 5330.230957 Iteration 35Q: 3 clusters Score -7603494 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 43684 members Entering Unmasked Estep Score: -7603499.000000 Penalty: 5330.230957 Iteration 36Q: 3 clusters Score -7603499 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 43722 members Entering Unmasked Estep Score: -7603495.500000 Penalty: 5330.230957 Iteration 37Q: 3 clusters Score -7603496 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 43750 members Entering Unmasked Estep Score: -7603505.000000 Penalty: 5330.230957 Iteration 38Q: 3 clusters Score -7603505 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 43773 members Entering Unmasked Estep Score: -7603516.500000 Penalty: 5330.230957 Iteration 39Q: 3 clusters Score -7603516 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 43805 members Entering Unmasked Estep Score: -7603539.500000 Penalty: 5330.230957 Iteration 40F: 3 clusters Score -7603540 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 43826 members Entering Unmasked Estep Score: -7603543.000000 Penalty: 5330.230957 Iteration 41Q: 3 clusters Score -7603543 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 43850 members Entering Unmasked Estep Score: -7603567.000000 Penalty: 5330.230957 Iteration 42Q: 3 clusters Score -7603567 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 43874 members Entering Unmasked Estep Score: -7603574.500000 Penalty: 5330.230957 Iteration 43Q: 3 clusters Score -7603574 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 43905 members Entering Unmasked Estep Score: -7603587.500000 Penalty: 5330.230957 Iteration 44Q: 3 clusters Score -7603588 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 43930 members Entering Unmasked Estep Score: -7603586.000000 Penalty: 5330.230957 Iteration 45Q: 3 clusters Score -7603586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 43949 members Entering Unmasked Estep Score: -7603596.500000 Penalty: 5330.230957 Iteration 46Q: 3 clusters Score -7603596 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 43967 members Entering Unmasked Estep Score: -7603591.500000 Penalty: 5330.230957 Iteration 47Q: 3 clusters Score -7603592 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 43978 members Entering Unmasked Estep Score: -7603590.000000 Penalty: 5330.230957 Iteration 48Q: 3 clusters Score -7603590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 43988 members Entering Unmasked Estep Score: -7603608.500000 Penalty: 5330.230957 Iteration 49Q: 3 clusters Score -7603608 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 43999 members Entering Unmasked Estep Score: -7603602.000000 Penalty: 5330.230957 Iteration 50Q: 3 clusters Score -7603602 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 44008 members Entering Unmasked Estep Score: -7603596.500000 Penalty: 5330.230957 Iteration 51Q: 3 clusters Score -7603596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 44015 members Entering Unmasked Estep Score: -7603603.500000 Penalty: 5330.230957 Iteration 52Q: 3 clusters Score -7603604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 44021 members Entering Unmasked Estep Score: -7603601.500000 Penalty: 5330.230957 Iteration 53Q: 3 clusters Score -7603602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 44028 members Entering Unmasked Estep Score: -7603603.000000 Penalty: 5330.230957 Iteration 54Q: 3 clusters Score -7603603 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 44034 members Entering Unmasked Estep Score: -7603607.500000 Penalty: 5330.230957 Iteration 55Q: 3 clusters Score -7603608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 44034 members Entering Unmasked Estep Score: -7603612.000000 Penalty: 5330.230957 Iteration 56Q: 3 clusters Score -7603612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 44036 members Entering Unmasked Estep Score: -7603602.500000 Penalty: 5330.230957 Iteration 57Q: 3 clusters Score -7603602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 44046 members Entering Unmasked Estep Score: -7603621.500000 Penalty: 5330.230957 Iteration 58Q: 3 clusters Score -7603622 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 44054 members Entering Unmasked Estep Score: -7603620.000000 Penalty: 5330.230957 Iteration 59Q: 3 clusters Score -7603620 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 44061 members Entering Unmasked Estep Score: -7603617.000000 Penalty: 5330.230957 Iteration 60F: 3 clusters Score -7603617 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 44068 members Entering Unmasked Estep Score: -7603621.000000 Penalty: 5330.230957 Iteration 61Q: 3 clusters Score -7603621 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 44071 members Entering Unmasked Estep Score: -7603623.500000 Penalty: 5330.230957 Iteration 62Q: 3 clusters Score -7603624 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 44080 members Entering Unmasked Estep Score: -7603629.500000 Penalty: 5330.230957 Iteration 63Q: 3 clusters Score -7603630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 44089 members Entering Unmasked Estep Score: -7603627.000000 Penalty: 5330.230957 Iteration 64Q: 3 clusters Score -7603627 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 44093 members Entering Unmasked Estep Score: -7603629.000000 Penalty: 5330.230957 Iteration 65Q: 3 clusters Score -7603629 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 44099 members Entering Unmasked Estep Score: -7603633.000000 Penalty: 5330.230957 Iteration 66Q: 3 clusters Score -7603633 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 44101 members Entering Unmasked Estep Score: -7603622.000000 Penalty: 5330.230957 Iteration 67Q: 3 clusters Score -7603622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 44101 members Entering Unmasked Estep Score: -7603637.500000 Penalty: 5330.230957 Iteration 68Q: 3 clusters Score -7603638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 44101 members Entering Unmasked Estep Score: -7603637.500000 Penalty: 5330.230957 Iteration 69F: 3 clusters Score -7603638 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -32455.439453 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -32455.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -31313.421875 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -31313.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -31385.548828 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -31385.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -31409.281250 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -31409.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -31413.976562 Penalty: 2659.200928 Iteration 3Q: 3 clusters Score -31413.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -31413.976562 Penalty: 2659.200928 Iteration 4F: 3 clusters Score -31413.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -104896.437500 Penalty: 1632.342163 Iteration 0F: 2 clusters Score -104896.4 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 374 members Entering Unmasked Estep Score: -103269.210938 Penalty: 3264.684326 Iteration 0F: 3 clusters Score -103269.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -103692.250000 Penalty: 3264.684326 Iteration 1F: 3 clusters Score -103692.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -104138.093750 Penalty: 3264.684326 Iteration 2F: 3 clusters Score -104138.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -104516.882812 Penalty: 3264.684326 Iteration 3F: 3 clusters Score -104516.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -104757.992188 Penalty: 3264.684326 Iteration 4F: 3 clusters Score -104758 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -104976.554688 Penalty: 3264.684326 Iteration 5Q: 3 clusters Score -104976.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -105299.781250 Penalty: 3264.684326 Iteration 6Q: 3 clusters Score -105299.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -105444.515625 Penalty: 3264.684326 Iteration 7Q: 3 clusters Score -105444.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -105570.015625 Penalty: 3264.684326 Iteration 8Q: 3 clusters Score -105570 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -105693.492188 Penalty: 3264.684326 Iteration 9Q: 3 clusters Score -105693.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -105788.460938 Penalty: 3264.684326 Iteration 10Q: 3 clusters Score -105788.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -105807.789062 Penalty: 3264.684326 Iteration 11Q: 3 clusters Score -105807.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -105810.195312 Penalty: 3264.684326 Iteration 12Q: 3 clusters Score -105810.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -105816.796875 Penalty: 3264.684326 Iteration 13Q: 3 clusters Score -105816.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -105819.164062 Penalty: 3264.684326 Iteration 14Q: 3 clusters Score -105819.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -105834.296875 Penalty: 3264.684326 Iteration 15Q: 3 clusters Score -105834.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -105834.296875 Penalty: 3264.684326 Iteration 16F: 3 clusters Score -105834.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9974 members Mstep: Class 9 contains 21583 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8967 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46464 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 15699 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14467 members Mstep: Class 25 contains 24161 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4273 members Mstep: Class 28 contains 48286 members Mstep: Class 29 contains 8696 members Mstep: Class 30 contains 16306 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7858 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16838 members Mstep: Class 39 contains 303 members Entering Unmasked Estep Score: -51831996.000000 Penalty: 122686.585938 Splitting cluster 18 changes total score from -51832636.000000 to -51831996.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (15699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15699 members Entering Unmasked Estep Score: -2415871.000000 Penalty: 2396.015381 Iteration 0F: 2 clusters Score -2415871 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -2404588.500000 Penalty: 4792.030762 Iteration 0F: 3 clusters Score -2404588 nChanged 6865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -2408738.750000 Penalty: 4792.030762 Iteration 1F: 3 clusters Score -2408739 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -2409637.000000 Penalty: 4792.030762 Iteration 2F: 3 clusters Score -2409637 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -2410422.750000 Penalty: 4792.030762 Iteration 3F: 3 clusters Score -2410423 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9321 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -2411150.250000 Penalty: 4792.030762 Iteration 4F: 3 clusters Score -2411150 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -2411783.750000 Penalty: 4792.030762 Iteration 5F: 3 clusters Score -2411784 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -2412239.000000 Penalty: 4792.030762 Iteration 6F: 3 clusters Score -2412239 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -2412526.000000 Penalty: 4792.030762 Iteration 7Q: 3 clusters Score -2412526 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -2412730.250000 Penalty: 4792.030762 Iteration 8Q: 3 clusters Score -2412730 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -2412897.000000 Penalty: 4792.030762 Iteration 9Q: 3 clusters Score -2412897 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -2413010.750000 Penalty: 4792.030762 Iteration 10Q: 3 clusters Score -2413011 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -2413112.750000 Penalty: 4792.030762 Iteration 11Q: 3 clusters Score -2413113 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -2413198.750000 Penalty: 4792.030762 Iteration 12Q: 3 clusters Score -2413199 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -2413285.750000 Penalty: 4792.030762 Iteration 13Q: 3 clusters Score -2413286 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11970 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -2413372.250000 Penalty: 4792.030762 Iteration 14Q: 3 clusters Score -2413372 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -2413462.000000 Penalty: 4792.030762 Iteration 15Q: 3 clusters Score -2413462 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -2413560.250000 Penalty: 4792.030762 Iteration 16Q: 3 clusters Score -2413560 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -2413648.000000 Penalty: 4792.030762 Iteration 17Q: 3 clusters Score -2413648 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -2413713.250000 Penalty: 4792.030762 Iteration 18Q: 3 clusters Score -2413713 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -2413754.750000 Penalty: 4792.030762 Iteration 19Q: 3 clusters Score -2413755 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -2413813.250000 Penalty: 4792.030762 Iteration 20F: 3 clusters Score -2413813 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -2413855.500000 Penalty: 4792.030762 Iteration 21Q: 3 clusters Score -2413856 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13346 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -2413901.250000 Penalty: 4792.030762 Iteration 22Q: 3 clusters Score -2413901 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -2413929.750000 Penalty: 4792.030762 Iteration 23Q: 3 clusters Score -2413930 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13545 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -2413956.500000 Penalty: 4792.030762 Iteration 24Q: 3 clusters Score -2413956 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -2413981.000000 Penalty: 4792.030762 Iteration 25Q: 3 clusters Score -2413981 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -2414007.250000 Penalty: 4792.030762 Iteration 26Q: 3 clusters Score -2414007 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -2414042.500000 Penalty: 4792.030762 Iteration 27Q: 3 clusters Score -2414042 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -2414072.000000 Penalty: 4792.030762 Iteration 28Q: 3 clusters Score -2414072 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13925 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -2414083.500000 Penalty: 4792.030762 Iteration 29Q: 3 clusters Score -2414084 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -2414113.250000 Penalty: 4792.030762 Iteration 30Q: 3 clusters Score -2414113 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -2414141.250000 Penalty: 4792.030762 Iteration 31Q: 3 clusters Score -2414141 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -2414190.000000 Penalty: 4792.030762 Iteration 32Q: 3 clusters Score -2414190 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14214 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2414222.500000 Penalty: 4792.030762 Iteration 33Q: 3 clusters Score -2414222 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -2414247.000000 Penalty: 4792.030762 Iteration 34Q: 3 clusters Score -2414247 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -2414284.500000 Penalty: 4792.030762 Iteration 35Q: 3 clusters Score -2414284 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -2414334.000000 Penalty: 4792.030762 Iteration 36Q: 3 clusters Score -2414334 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -2414355.750000 Penalty: 4792.030762 Iteration 37Q: 3 clusters Score -2414356 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14501 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -2414379.750000 Penalty: 4792.030762 Iteration 38Q: 3 clusters Score -2414380 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14531 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -2414392.000000 Penalty: 4792.030762 Iteration 39Q: 3 clusters Score -2414392 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14558 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -2414406.250000 Penalty: 4792.030762 Iteration 40F: 3 clusters Score -2414406 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14584 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -2414417.000000 Penalty: 4792.030762 Iteration 41Q: 3 clusters Score -2414417 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14600 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -2414422.500000 Penalty: 4792.030762 Iteration 42Q: 3 clusters Score -2414422 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -2414429.250000 Penalty: 4792.030762 Iteration 43Q: 3 clusters Score -2414429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14614 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -2414431.250000 Penalty: 4792.030762 Iteration 44Q: 3 clusters Score -2414431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14618 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -2414433.000000 Penalty: 4792.030762 Iteration 45Q: 3 clusters Score -2414433 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14624 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -2414429.250000 Penalty: 4792.030762 Iteration 46Q: 3 clusters Score -2414429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14630 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -2414434.250000 Penalty: 4792.030762 Iteration 47Q: 3 clusters Score -2414434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -2414435.500000 Penalty: 4792.030762 Iteration 48Q: 3 clusters Score -2414436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14642 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -2414438.000000 Penalty: 4792.030762 Iteration 49Q: 3 clusters Score -2414438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -2414442.750000 Penalty: 4792.030762 Iteration 50Q: 3 clusters Score -2414443 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14649 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -2414443.250000 Penalty: 4792.030762 Iteration 51Q: 3 clusters Score -2414443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -2414443.750000 Penalty: 4792.030762 Iteration 52Q: 3 clusters Score -2414444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -2414443.500000 Penalty: 4792.030762 Iteration 53Q: 3 clusters Score -2414444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -2414443.500000 Penalty: 4792.030762 Iteration 54F: 3 clusters Score -2414444 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Entering Unmasked Estep Score: -1179803.625000 Penalty: 2201.659912 Iteration 0F: 2 clusters Score -1179804 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 3586 members Entering Unmasked Estep Score: -1174007.750000 Penalty: 4403.319824 Iteration 0F: 3 clusters Score -1174008 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1175675.500000 Penalty: 4403.319824 Iteration 1F: 3 clusters Score -1175676 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1176062.625000 Penalty: 4403.319824 Iteration 2F: 3 clusters Score -1176063 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1176419.750000 Penalty: 4403.319824 Iteration 3F: 3 clusters Score -1176420 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -1176752.250000 Penalty: 4403.319824 Iteration 4F: 3 clusters Score -1176752 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1177059.500000 Penalty: 4403.319824 Iteration 5F: 3 clusters Score -1177060 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1177322.000000 Penalty: 4403.319824 Iteration 6F: 3 clusters Score -1177322 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1177533.250000 Penalty: 4403.319824 Iteration 7Q: 3 clusters Score -1177533 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1177723.625000 Penalty: 4403.319824 Iteration 8Q: 3 clusters Score -1177724 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1177857.625000 Penalty: 4403.319824 Iteration 9Q: 3 clusters Score -1177858 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1177952.375000 Penalty: 4403.319824 Iteration 10Q: 3 clusters Score -1177952 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1178035.375000 Penalty: 4403.319824 Iteration 11Q: 3 clusters Score -1178035 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1178099.500000 Penalty: 4403.319824 Iteration 12Q: 3 clusters Score -1178100 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1178169.125000 Penalty: 4403.319824 Iteration 13Q: 3 clusters Score -1178169 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1178215.500000 Penalty: 4403.319824 Iteration 14Q: 3 clusters Score -1178216 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1178258.125000 Penalty: 4403.319824 Iteration 15Q: 3 clusters Score -1178258 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1178305.750000 Penalty: 4403.319824 Iteration 16Q: 3 clusters Score -1178306 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1178348.125000 Penalty: 4403.319824 Iteration 17Q: 3 clusters Score -1178348 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1178393.875000 Penalty: 4403.319824 Iteration 18Q: 3 clusters Score -1178394 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1178439.375000 Penalty: 4403.319824 Iteration 19Q: 3 clusters Score -1178439 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1178482.125000 Penalty: 4403.319824 Iteration 20F: 3 clusters Score -1178482 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1178523.625000 Penalty: 4403.319824 Iteration 21Q: 3 clusters Score -1178524 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1178550.250000 Penalty: 4403.319824 Iteration 22Q: 3 clusters Score -1178550 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1178575.750000 Penalty: 4403.319824 Iteration 23Q: 3 clusters Score -1178576 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1178599.125000 Penalty: 4403.319824 Iteration 24Q: 3 clusters Score -1178599 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1178617.250000 Penalty: 4403.319824 Iteration 25Q: 3 clusters Score -1178617 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1178626.500000 Penalty: 4403.319824 Iteration 26Q: 3 clusters Score -1178626 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1178636.750000 Penalty: 4403.319824 Iteration 27Q: 3 clusters Score -1178637 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1178646.250000 Penalty: 4403.319824 Iteration 28Q: 3 clusters Score -1178646 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1178660.875000 Penalty: 4403.319824 Iteration 29Q: 3 clusters Score -1178661 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1178674.250000 Penalty: 4403.319824 Iteration 30Q: 3 clusters Score -1178674 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1178685.625000 Penalty: 4403.319824 Iteration 31Q: 3 clusters Score -1178686 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1178702.375000 Penalty: 4403.319824 Iteration 32Q: 3 clusters Score -1178702 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1178714.000000 Penalty: 4403.319824 Iteration 33Q: 3 clusters Score -1178714 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1178729.250000 Penalty: 4403.319824 Iteration 34Q: 3 clusters Score -1178729 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -1178742.125000 Penalty: 4403.319824 Iteration 35Q: 3 clusters Score -1178742 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -1178756.875000 Penalty: 4403.319824 Iteration 36Q: 3 clusters Score -1178757 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -1178778.500000 Penalty: 4403.319824 Iteration 37Q: 3 clusters Score -1178778 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -1178788.875000 Penalty: 4403.319824 Iteration 38Q: 3 clusters Score -1178789 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1178812.000000 Penalty: 4403.319824 Iteration 39Q: 3 clusters Score -1178812 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -1178833.125000 Penalty: 4403.319824 Iteration 40F: 3 clusters Score -1178833 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1178852.000000 Penalty: 4403.319824 Iteration 41Q: 3 clusters Score -1178852 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1178871.250000 Penalty: 4403.319824 Iteration 42Q: 3 clusters Score -1178871 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1178883.375000 Penalty: 4403.319824 Iteration 43Q: 3 clusters Score -1178883 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1178904.000000 Penalty: 4403.319824 Iteration 44Q: 3 clusters Score -1178904 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1178914.750000 Penalty: 4403.319824 Iteration 45Q: 3 clusters Score -1178915 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1178927.250000 Penalty: 4403.319824 Iteration 46Q: 3 clusters Score -1178927 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1178931.625000 Penalty: 4403.319824 Iteration 47Q: 3 clusters Score -1178932 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1178940.625000 Penalty: 4403.319824 Iteration 48Q: 3 clusters Score -1178941 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1178946.125000 Penalty: 4403.319824 Iteration 49Q: 3 clusters Score -1178946 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1178956.000000 Penalty: 4403.319824 Iteration 50Q: 3 clusters Score -1178956 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1178965.500000 Penalty: 4403.319824 Iteration 51Q: 3 clusters Score -1178966 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -1178973.500000 Penalty: 4403.319824 Iteration 52Q: 3 clusters Score -1178974 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1178977.750000 Penalty: 4403.319824 Iteration 53Q: 3 clusters Score -1178978 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1178985.375000 Penalty: 4403.319824 Iteration 54Q: 3 clusters Score -1178985 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -1178989.750000 Penalty: 4403.319824 Iteration 55Q: 3 clusters Score -1178990 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1178994.000000 Penalty: 4403.319824 Iteration 56Q: 3 clusters Score -1178994 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1178995.000000 Penalty: 4403.319824 Iteration 57Q: 3 clusters Score -1178995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1178995.000000 Penalty: 4403.319824 Iteration 58Q: 3 clusters Score -1178995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1178997.750000 Penalty: 4403.319824 Iteration 59Q: 3 clusters Score -1178998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1178999.375000 Penalty: 4403.319824 Iteration 60F: 3 clusters Score -1178999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1179002.000000 Penalty: 4403.319824 Iteration 61Q: 3 clusters Score -1179002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1179002.000000 Penalty: 4403.319824 Iteration 62Q: 3 clusters Score -1179002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1179003.000000 Penalty: 4403.319824 Iteration 63Q: 3 clusters Score -1179003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1179001.750000 Penalty: 4403.319824 Iteration 64Q: 3 clusters Score -1179002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1179001.750000 Penalty: 4403.319824 Iteration 65F: 3 clusters Score -1179002 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Entering Unmasked Estep Score: -86364.875000 Penalty: 1567.104126 Iteration 0F: 2 clusters Score -86364.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -84839.015625 Penalty: 3134.208252 Iteration 0F: 3 clusters Score -84839.02 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -85088.429688 Penalty: 3134.208252 Iteration 1F: 3 clusters Score -85088.43 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -85204.468750 Penalty: 3134.208252 Iteration 2Q: 3 clusters Score -85204.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -85278.570312 Penalty: 3134.208252 Iteration 3Q: 3 clusters Score -85278.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -85310.898438 Penalty: 3134.208252 Iteration 4Q: 3 clusters Score -85310.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -85320.851562 Penalty: 3134.208252 Iteration 5Q: 3 clusters Score -85320.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -85328.414062 Penalty: 3134.208252 Iteration 6Q: 3 clusters Score -85328.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -85340.882812 Penalty: 3134.208252 Iteration 7Q: 3 clusters Score -85340.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -85341.664062 Penalty: 3134.208252 Iteration 8Q: 3 clusters Score -85341.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -85341.664062 Penalty: 3134.208252 Iteration 9F: 3 clusters Score -85341.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Entering Unmasked Estep Score: -1728282.000000 Penalty: 2289.924805 Iteration 0F: 2 clusters Score -1728282 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1720469.375000 Penalty: 4579.849609 Iteration 0F: 3 clusters Score -1720469 nChanged 4204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -1722711.000000 Penalty: 4579.849609 Iteration 1F: 3 clusters Score -1722711 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1723022.250000 Penalty: 4579.849609 Iteration 2F: 3 clusters Score -1723022 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1723235.625000 Penalty: 4579.849609 Iteration 3Q: 3 clusters Score -1723236 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1723413.875000 Penalty: 4579.849609 Iteration 4Q: 3 clusters Score -1723414 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1723552.625000 Penalty: 4579.849609 Iteration 5Q: 3 clusters Score -1723553 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1723669.250000 Penalty: 4579.849609 Iteration 6Q: 3 clusters Score -1723669 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1723751.000000 Penalty: 4579.849609 Iteration 7Q: 3 clusters Score -1723751 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1723818.500000 Penalty: 4579.849609 Iteration 8Q: 3 clusters Score -1723818 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1723888.000000 Penalty: 4579.849609 Iteration 9Q: 3 clusters Score -1723888 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1723935.000000 Penalty: 4579.849609 Iteration 10Q: 3 clusters Score -1723935 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1723989.625000 Penalty: 4579.849609 Iteration 11Q: 3 clusters Score -1723990 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1724040.250000 Penalty: 4579.849609 Iteration 12Q: 3 clusters Score -1724040 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1724079.250000 Penalty: 4579.849609 Iteration 13Q: 3 clusters Score -1724079 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1724130.875000 Penalty: 4579.849609 Iteration 14Q: 3 clusters Score -1724131 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1724168.500000 Penalty: 4579.849609 Iteration 15Q: 3 clusters Score -1724168 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1724189.500000 Penalty: 4579.849609 Iteration 16Q: 3 clusters Score -1724190 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1724214.125000 Penalty: 4579.849609 Iteration 17Q: 3 clusters Score -1724214 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1724238.125000 Penalty: 4579.849609 Iteration 18Q: 3 clusters Score -1724238 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1724261.375000 Penalty: 4579.849609 Iteration 19Q: 3 clusters Score -1724261 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1724277.875000 Penalty: 4579.849609 Iteration 20F: 3 clusters Score -1724278 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1724297.625000 Penalty: 4579.849609 Iteration 21Q: 3 clusters Score -1724298 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1724310.000000 Penalty: 4579.849609 Iteration 22Q: 3 clusters Score -1724310 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1724326.625000 Penalty: 4579.849609 Iteration 23Q: 3 clusters Score -1724327 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1724340.000000 Penalty: 4579.849609 Iteration 24Q: 3 clusters Score -1724340 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1724351.625000 Penalty: 4579.849609 Iteration 25Q: 3 clusters Score -1724352 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1724366.250000 Penalty: 4579.849609 Iteration 26Q: 3 clusters Score -1724366 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1724378.875000 Penalty: 4579.849609 Iteration 27Q: 3 clusters Score -1724379 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1724390.125000 Penalty: 4579.849609 Iteration 28Q: 3 clusters Score -1724390 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1724403.375000 Penalty: 4579.849609 Iteration 29Q: 3 clusters Score -1724403 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1724422.750000 Penalty: 4579.849609 Iteration 30Q: 3 clusters Score -1724423 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1724432.000000 Penalty: 4579.849609 Iteration 31Q: 3 clusters Score -1724432 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1724443.875000 Penalty: 4579.849609 Iteration 32Q: 3 clusters Score -1724444 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1724455.250000 Penalty: 4579.849609 Iteration 33Q: 3 clusters Score -1724455 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1724463.375000 Penalty: 4579.849609 Iteration 34Q: 3 clusters Score -1724463 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -1724479.500000 Penalty: 4579.849609 Iteration 35Q: 3 clusters Score -1724480 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -1724490.125000 Penalty: 4579.849609 Iteration 36Q: 3 clusters Score -1724490 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -1724503.625000 Penalty: 4579.849609 Iteration 37Q: 3 clusters Score -1724504 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1724513.750000 Penalty: 4579.849609 Iteration 38Q: 3 clusters Score -1724514 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1724525.875000 Penalty: 4579.849609 Iteration 39Q: 3 clusters Score -1724526 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1724537.750000 Penalty: 4579.849609 Iteration 40F: 3 clusters Score -1724538 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1724548.250000 Penalty: 4579.849609 Iteration 41Q: 3 clusters Score -1724548 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1724558.000000 Penalty: 4579.849609 Iteration 42Q: 3 clusters Score -1724558 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -1724574.875000 Penalty: 4579.849609 Iteration 43Q: 3 clusters Score -1724575 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1724581.375000 Penalty: 4579.849609 Iteration 44Q: 3 clusters Score -1724581 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1724598.250000 Penalty: 4579.849609 Iteration 45Q: 3 clusters Score -1724598 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1724614.375000 Penalty: 4579.849609 Iteration 46Q: 3 clusters Score -1724614 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -1724626.250000 Penalty: 4579.849609 Iteration 47Q: 3 clusters Score -1724626 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -1724639.875000 Penalty: 4579.849609 Iteration 48Q: 3 clusters Score -1724640 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -1724657.250000 Penalty: 4579.849609 Iteration 49Q: 3 clusters Score -1724657 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1724674.625000 Penalty: 4579.849609 Iteration 50Q: 3 clusters Score -1724675 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -1724689.625000 Penalty: 4579.849609 Iteration 51Q: 3 clusters Score -1724690 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -1724702.125000 Penalty: 4579.849609 Iteration 52Q: 3 clusters Score -1724702 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1724721.250000 Penalty: 4579.849609 Iteration 53Q: 3 clusters Score -1724721 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1724725.250000 Penalty: 4579.849609 Iteration 54Q: 3 clusters Score -1724725 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1724742.250000 Penalty: 4579.849609 Iteration 55Q: 3 clusters Score -1724742 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -1724756.250000 Penalty: 4579.849609 Iteration 56Q: 3 clusters Score -1724756 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1724766.625000 Penalty: 4579.849609 Iteration 57Q: 3 clusters Score -1724767 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1724776.125000 Penalty: 4579.849609 Iteration 58Q: 3 clusters Score -1724776 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -1724785.250000 Penalty: 4579.849609 Iteration 59Q: 3 clusters Score -1724785 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1724800.375000 Penalty: 4579.849609 Iteration 60F: 3 clusters Score -1724800 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1724823.000000 Penalty: 4579.849609 Iteration 61Q: 3 clusters Score -1724823 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1724838.000000 Penalty: 4579.849609 Iteration 62Q: 3 clusters Score -1724838 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -1724854.500000 Penalty: 4579.849609 Iteration 63Q: 3 clusters Score -1724854 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -1724866.750000 Penalty: 4579.849609 Iteration 64Q: 3 clusters Score -1724867 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -1724898.250000 Penalty: 4579.849609 Iteration 65Q: 3 clusters Score -1724898 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -1724922.500000 Penalty: 4579.849609 Iteration 66Q: 3 clusters Score -1724922 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1724950.250000 Penalty: 4579.849609 Iteration 67Q: 3 clusters Score -1724950 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1724967.875000 Penalty: 4579.849609 Iteration 68Q: 3 clusters Score -1724968 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -1724995.500000 Penalty: 4579.849609 Iteration 69Q: 3 clusters Score -1724996 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1725028.500000 Penalty: 4579.849609 Iteration 70Q: 3 clusters Score -1725028 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1725062.625000 Penalty: 4579.849609 Iteration 71Q: 3 clusters Score -1725063 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -1725094.500000 Penalty: 4579.849609 Iteration 72Q: 3 clusters Score -1725094 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -1725138.250000 Penalty: 4579.849609 Iteration 73Q: 3 clusters Score -1725138 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1725174.000000 Penalty: 4579.849609 Iteration 74Q: 3 clusters Score -1725174 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -1725207.000000 Penalty: 4579.849609 Iteration 75Q: 3 clusters Score -1725207 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1725256.500000 Penalty: 4579.849609 Iteration 76Q: 3 clusters Score -1725256 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1725296.625000 Penalty: 4579.849609 Iteration 77Q: 3 clusters Score -1725297 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -1725337.625000 Penalty: 4579.849609 Iteration 78Q: 3 clusters Score -1725338 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -1725372.250000 Penalty: 4579.849609 Iteration 79Q: 3 clusters Score -1725372 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -1725424.875000 Penalty: 4579.849609 Iteration 80F: 3 clusters Score -1725425 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -1725480.500000 Penalty: 4579.849609 Iteration 81Q: 3 clusters Score -1725480 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -1725548.375000 Penalty: 4579.849609 Iteration 82Q: 3 clusters Score -1725548 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -1725604.250000 Penalty: 4579.849609 Iteration 83Q: 3 clusters Score -1725604 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -1725676.750000 Penalty: 4579.849609 Iteration 84Q: 3 clusters Score -1725677 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -1725729.125000 Penalty: 4579.849609 Iteration 85Q: 3 clusters Score -1725729 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -1725785.500000 Penalty: 4579.849609 Iteration 86Q: 3 clusters Score -1725786 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -1725842.625000 Penalty: 4579.849609 Iteration 87Q: 3 clusters Score -1725843 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -1725882.500000 Penalty: 4579.849609 Iteration 88Q: 3 clusters Score -1725882 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1725921.375000 Penalty: 4579.849609 Iteration 89Q: 3 clusters Score -1725921 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -1725966.000000 Penalty: 4579.849609 Iteration 90Q: 3 clusters Score -1725966 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -1725999.750000 Penalty: 4579.849609 Iteration 91Q: 3 clusters Score -1726000 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -1726043.250000 Penalty: 4579.849609 Iteration 92Q: 3 clusters Score -1726043 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -1726069.875000 Penalty: 4579.849609 Iteration 93Q: 3 clusters Score -1726070 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -1726090.250000 Penalty: 4579.849609 Iteration 94Q: 3 clusters Score -1726090 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -1726108.750000 Penalty: 4579.849609 Iteration 95Q: 3 clusters Score -1726109 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -1726135.375000 Penalty: 4579.849609 Iteration 96Q: 3 clusters Score -1726135 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -1726167.125000 Penalty: 4579.849609 Iteration 97Q: 3 clusters Score -1726167 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1726192.625000 Penalty: 4579.849609 Iteration 98Q: 3 clusters Score -1726193 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -1726216.750000 Penalty: 4579.849609 Iteration 99Q: 3 clusters Score -1726217 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -1726231.875000 Penalty: 4579.849609 Iteration 100F: 3 clusters Score -1726232 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -1726244.250000 Penalty: 4579.849609 Iteration 101Q: 3 clusters Score -1726244 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -1726248.375000 Penalty: 4579.849609 Iteration 102Q: 3 clusters Score -1726248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -1726253.875000 Penalty: 4579.849609 Iteration 103Q: 3 clusters Score -1726254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -1726262.875000 Penalty: 4579.849609 Iteration 104Q: 3 clusters Score -1726263 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -1726264.000000 Penalty: 4579.849609 Iteration 105Q: 3 clusters Score -1726264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -1726266.250000 Penalty: 4579.849609 Iteration 106Q: 3 clusters Score -1726266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -1726265.000000 Penalty: 4579.849609 Iteration 107Q: 3 clusters Score -1726265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -1726267.250000 Penalty: 4579.849609 Iteration 108Q: 3 clusters Score -1726267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1726266.750000 Penalty: 4579.849609 Iteration 109Q: 3 clusters Score -1726267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1726266.750000 Penalty: 4579.849609 Iteration 110F: 3 clusters Score -1726267 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Entering Unmasked Estep Score: -283581.562500 Penalty: 1847.763916 Iteration 0F: 2 clusters Score -283581.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -281110.906250 Penalty: 3695.527832 Iteration 0F: 3 clusters Score -281110.9 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -281540.250000 Penalty: 3695.527832 Iteration 1F: 3 clusters Score -281540.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -281664.843750 Penalty: 3695.527832 Iteration 2F: 3 clusters Score -281664.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -281739.968750 Penalty: 3695.527832 Iteration 3Q: 3 clusters Score -281740 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -281784.750000 Penalty: 3695.527832 Iteration 4Q: 3 clusters Score -281784.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -281817.218750 Penalty: 3695.527832 Iteration 5Q: 3 clusters Score -281817.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -281843.343750 Penalty: 3695.527832 Iteration 6Q: 3 clusters Score -281843.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -281865.968750 Penalty: 3695.527832 Iteration 7Q: 3 clusters Score -281866 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -281884.062500 Penalty: 3695.527832 Iteration 8Q: 3 clusters Score -281884.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -281900.968750 Penalty: 3695.527832 Iteration 9Q: 3 clusters Score -281901 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -281908.937500 Penalty: 3695.527832 Iteration 10Q: 3 clusters Score -281908.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -281916.062500 Penalty: 3695.527832 Iteration 11Q: 3 clusters Score -281916.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -281917.875000 Penalty: 3695.527832 Iteration 12Q: 3 clusters Score -281917.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -281920.281250 Penalty: 3695.527832 Iteration 13Q: 3 clusters Score -281920.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -281923.500000 Penalty: 3695.527832 Iteration 14Q: 3 clusters Score -281923.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -281928.562500 Penalty: 3695.527832 Iteration 15Q: 3 clusters Score -281928.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -281933.218750 Penalty: 3695.527832 Iteration 16Q: 3 clusters Score -281933.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -281937.250000 Penalty: 3695.527832 Iteration 17Q: 3 clusters Score -281937.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -281937.906250 Penalty: 3695.527832 Iteration 18Q: 3 clusters Score -281937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -281939.750000 Penalty: 3695.527832 Iteration 19Q: 3 clusters Score -281939.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -281940.625000 Penalty: 3695.527832 Iteration 20F: 3 clusters Score -281940.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (14467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Entering Unmasked Estep Score: -2352985.250000 Penalty: 2375.747070 Iteration 0F: 2 clusters Score -2352985 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -2342514.000000 Penalty: 4751.494141 Iteration 0F: 3 clusters Score -2342514 nChanged 6235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2346259.500000 Penalty: 4751.494141 Iteration 1F: 3 clusters Score -2346260 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -2347121.000000 Penalty: 4751.494141 Iteration 2F: 3 clusters Score -2347121 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2348055.500000 Penalty: 4751.494141 Iteration 3F: 3 clusters Score -2348056 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -2348914.750000 Penalty: 4751.494141 Iteration 4F: 3 clusters Score -2348915 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -2349667.250000 Penalty: 4751.494141 Iteration 5F: 3 clusters Score -2349667 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -2350304.250000 Penalty: 4751.494141 Iteration 6F: 3 clusters Score -2350304 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -2350794.000000 Penalty: 4751.494141 Iteration 7Q: 3 clusters Score -2350794 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -2351207.250000 Penalty: 4751.494141 Iteration 8Q: 3 clusters Score -2351207 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -2351568.750000 Penalty: 4751.494141 Iteration 9Q: 3 clusters Score -2351569 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -2351853.500000 Penalty: 4751.494141 Iteration 10Q: 3 clusters Score -2351854 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -2352030.250000 Penalty: 4751.494141 Iteration 11Q: 3 clusters Score -2352030 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -2352125.500000 Penalty: 4751.494141 Iteration 12Q: 3 clusters Score -2352126 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -2352180.500000 Penalty: 4751.494141 Iteration 13Q: 3 clusters Score -2352180 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -2352201.000000 Penalty: 4751.494141 Iteration 14Q: 3 clusters Score -2352201 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -2352227.250000 Penalty: 4751.494141 Iteration 15Q: 3 clusters Score -2352227 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -2352234.000000 Penalty: 4751.494141 Iteration 16Q: 3 clusters Score -2352234 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2352244.500000 Penalty: 4751.494141 Iteration 17Q: 3 clusters Score -2352244 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -2352252.750000 Penalty: 4751.494141 Iteration 18Q: 3 clusters Score -2352253 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -2352257.250000 Penalty: 4751.494141 Iteration 19Q: 3 clusters Score -2352257 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -2352262.750000 Penalty: 4751.494141 Iteration 20F: 3 clusters Score -2352263 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -2352262.250000 Penalty: 4751.494141 Iteration 21Q: 3 clusters Score -2352262 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10205 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -2352264.500000 Penalty: 4751.494141 Iteration 22Q: 3 clusters Score -2352264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -2352266.250000 Penalty: 4751.494141 Iteration 23Q: 3 clusters Score -2352266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10211 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -2352268.750000 Penalty: 4751.494141 Iteration 24Q: 3 clusters Score -2352269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -2352265.500000 Penalty: 4751.494141 Iteration 25Q: 3 clusters Score -2352266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -2352264.500000 Penalty: 4751.494141 Iteration 26Q: 3 clusters Score -2352264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -2352265.000000 Penalty: 4751.494141 Iteration 27Q: 3 clusters Score -2352265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -2352266.500000 Penalty: 4751.494141 Iteration 28Q: 3 clusters Score -2352266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -2352272.000000 Penalty: 4751.494141 Iteration 29Q: 3 clusters Score -2352272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -2352267.500000 Penalty: 4751.494141 Iteration 30Q: 3 clusters Score -2352268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -2352266.500000 Penalty: 4751.494141 Iteration 31Q: 3 clusters Score -2352266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -2352266.500000 Penalty: 4751.494141 Iteration 32F: 3 clusters Score -2352266 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (24161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24161 members Entering Unmasked Estep Score: -4056154.500000 Penalty: 2502.938721 Iteration 0F: 2 clusters Score -4056154 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -4039374.500000 Penalty: 5005.877441 Iteration 0F: 3 clusters Score -4039374 nChanged 10745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -4045177.250000 Penalty: 5005.877441 Iteration 1F: 3 clusters Score -4045177 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 11909 members Entering Unmasked Estep Score: -4045645.750000 Penalty: 5005.877441 Iteration 2F: 3 clusters Score -4045646 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -4046073.000000 Penalty: 5005.877441 Iteration 3Q: 3 clusters Score -4046073 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 11864 members Entering Unmasked Estep Score: -4046450.500000 Penalty: 5005.877441 Iteration 4Q: 3 clusters Score -4046450 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12290 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -4046860.750000 Penalty: 5005.877441 Iteration 5Q: 3 clusters Score -4046861 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -4047227.750000 Penalty: 5005.877441 Iteration 6Q: 3 clusters Score -4047228 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -4047648.750000 Penalty: 5005.877441 Iteration 7Q: 3 clusters Score -4047649 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -4048075.500000 Penalty: 5005.877441 Iteration 8Q: 3 clusters Score -4048076 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 12106 members Entering Unmasked Estep Score: -4048523.000000 Penalty: 5005.877441 Iteration 9Q: 3 clusters Score -4048523 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -4048868.500000 Penalty: 5005.877441 Iteration 10Q: 3 clusters Score -4048868 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -4049157.500000 Penalty: 5005.877441 Iteration 11Q: 3 clusters Score -4049158 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -4049396.000000 Penalty: 5005.877441 Iteration 12Q: 3 clusters Score -4049396 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11716 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -4049596.250000 Penalty: 5005.877441 Iteration 13Q: 3 clusters Score -4049596 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -4049743.250000 Penalty: 5005.877441 Iteration 14Q: 3 clusters Score -4049743 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 12648 members Entering Unmasked Estep Score: -4049860.750000 Penalty: 5005.877441 Iteration 15Q: 3 clusters Score -4049861 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -4049952.750000 Penalty: 5005.877441 Iteration 16Q: 3 clusters Score -4049953 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -4050014.000000 Penalty: 5005.877441 Iteration 17Q: 3 clusters Score -4050014 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -4050052.250000 Penalty: 5005.877441 Iteration 18Q: 3 clusters Score -4050052 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -4050116.750000 Penalty: 5005.877441 Iteration 19Q: 3 clusters Score -4050117 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -4050135.250000 Penalty: 5005.877441 Iteration 20F: 3 clusters Score -4050135 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -4050147.750000 Penalty: 5005.877441 Iteration 21Q: 3 clusters Score -4050148 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 12815 members Entering Unmasked Estep Score: -4050163.250000 Penalty: 5005.877441 Iteration 22Q: 3 clusters Score -4050163 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -4050174.250000 Penalty: 5005.877441 Iteration 23Q: 3 clusters Score -4050174 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -4050202.000000 Penalty: 5005.877441 Iteration 24Q: 3 clusters Score -4050202 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -4050202.750000 Penalty: 5005.877441 Iteration 25Q: 3 clusters Score -4050203 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 12929 members Entering Unmasked Estep Score: -4050205.250000 Penalty: 5005.877441 Iteration 26Q: 3 clusters Score -4050205 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -4050220.000000 Penalty: 5005.877441 Iteration 27Q: 3 clusters Score -4050220 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11190 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -4050227.500000 Penalty: 5005.877441 Iteration 28Q: 3 clusters Score -4050228 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 12981 members Entering Unmasked Estep Score: -4050242.000000 Penalty: 5005.877441 Iteration 29Q: 3 clusters Score -4050242 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -4050242.000000 Penalty: 5005.877441 Iteration 30Q: 3 clusters Score -4050242 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -4050251.500000 Penalty: 5005.877441 Iteration 31Q: 3 clusters Score -4050252 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11127 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -4050243.250000 Penalty: 5005.877441 Iteration 32Q: 3 clusters Score -4050243 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -4050247.500000 Penalty: 5005.877441 Iteration 33Q: 3 clusters Score -4050248 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11064 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -4050263.500000 Penalty: 5005.877441 Iteration 34Q: 3 clusters Score -4050264 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -4050260.500000 Penalty: 5005.877441 Iteration 35Q: 3 clusters Score -4050260 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 13137 members Entering Unmasked Estep Score: -4050264.000000 Penalty: 5005.877441 Iteration 36Q: 3 clusters Score -4050264 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -4050267.000000 Penalty: 5005.877441 Iteration 37Q: 3 clusters Score -4050267 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -4050270.500000 Penalty: 5005.877441 Iteration 38Q: 3 clusters Score -4050270 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -4050278.500000 Penalty: 5005.877441 Iteration 39Q: 3 clusters Score -4050278 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -4050289.500000 Penalty: 5005.877441 Iteration 40F: 3 clusters Score -4050290 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 13295 members Entering Unmasked Estep Score: -4050292.500000 Penalty: 5005.877441 Iteration 41Q: 3 clusters Score -4050292 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -4050302.250000 Penalty: 5005.877441 Iteration 42Q: 3 clusters Score -4050302 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 13367 members Entering Unmasked Estep Score: -4050303.500000 Penalty: 5005.877441 Iteration 43Q: 3 clusters Score -4050304 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -4050303.750000 Penalty: 5005.877441 Iteration 44Q: 3 clusters Score -4050304 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10698 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -4050321.250000 Penalty: 5005.877441 Iteration 45Q: 3 clusters Score -4050321 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -4050320.000000 Penalty: 5005.877441 Iteration 46Q: 3 clusters Score -4050320 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 13593 members Entering Unmasked Estep Score: -4050331.000000 Penalty: 5005.877441 Iteration 47Q: 3 clusters Score -4050331 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 13666 members Entering Unmasked Estep Score: -4050344.250000 Penalty: 5005.877441 Iteration 48Q: 3 clusters Score -4050344 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -4050365.500000 Penalty: 5005.877441 Iteration 49Q: 3 clusters Score -4050366 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -4050379.000000 Penalty: 5005.877441 Iteration 50Q: 3 clusters Score -4050379 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -4050390.750000 Penalty: 5005.877441 Iteration 51Q: 3 clusters Score -4050391 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 14061 members Entering Unmasked Estep Score: -4050406.750000 Penalty: 5005.877441 Iteration 52Q: 3 clusters Score -4050407 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -4050442.500000 Penalty: 5005.877441 Iteration 53Q: 3 clusters Score -4050442 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 14349 members Entering Unmasked Estep Score: -4050465.500000 Penalty: 5005.877441 Iteration 54Q: 3 clusters Score -4050466 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 14525 members Entering Unmasked Estep Score: -4050521.500000 Penalty: 5005.877441 Iteration 55Q: 3 clusters Score -4050522 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 14721 members Entering Unmasked Estep Score: -4050566.750000 Penalty: 5005.877441 Iteration 56Q: 3 clusters Score -4050567 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -4050622.500000 Penalty: 5005.877441 Iteration 57Q: 3 clusters Score -4050622 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 15197 members Entering Unmasked Estep Score: -4050677.000000 Penalty: 5005.877441 Iteration 58Q: 3 clusters Score -4050677 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 15501 members Entering Unmasked Estep Score: -4050774.750000 Penalty: 5005.877441 Iteration 59Q: 3 clusters Score -4050775 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 15867 members Entering Unmasked Estep Score: -4050885.000000 Penalty: 5005.877441 Iteration 60F: 3 clusters Score -4050885 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -4051043.250000 Penalty: 5005.877441 Iteration 61Q: 3 clusters Score -4051043 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 16712 members Entering Unmasked Estep Score: -4051204.750000 Penalty: 5005.877441 Iteration 62Q: 3 clusters Score -4051205 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -4051386.500000 Penalty: 5005.877441 Iteration 63Q: 3 clusters Score -4051386 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 17634 members Entering Unmasked Estep Score: -4051568.000000 Penalty: 5005.877441 Iteration 64Q: 3 clusters Score -4051568 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 18089 members Entering Unmasked Estep Score: -4051793.250000 Penalty: 5005.877441 Iteration 65Q: 3 clusters Score -4051793 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 18552 members Entering Unmasked Estep Score: -4052010.500000 Penalty: 5005.877441 Iteration 66Q: 3 clusters Score -4052010 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 19028 members Entering Unmasked Estep Score: -4052226.250000 Penalty: 5005.877441 Iteration 67Q: 3 clusters Score -4052226 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 19521 members Entering Unmasked Estep Score: -4052451.000000 Penalty: 5005.877441 Iteration 68Q: 3 clusters Score -4052451 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 20006 members Entering Unmasked Estep Score: -4052702.500000 Penalty: 5005.877441 Iteration 69Q: 3 clusters Score -4052702 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -4052937.500000 Penalty: 5005.877441 Iteration 70Q: 3 clusters Score -4052938 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 20837 members Entering Unmasked Estep Score: -4053166.500000 Penalty: 5005.877441 Iteration 71Q: 3 clusters Score -4053166 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 21196 members Entering Unmasked Estep Score: -4053331.750000 Penalty: 5005.877441 Iteration 72Q: 3 clusters Score -4053332 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 21501 members Entering Unmasked Estep Score: -4053490.500000 Penalty: 5005.877441 Iteration 73Q: 3 clusters Score -4053490 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 21771 members Entering Unmasked Estep Score: -4053611.000000 Penalty: 5005.877441 Iteration 74Q: 3 clusters Score -4053611 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -4053718.500000 Penalty: 5005.877441 Iteration 75Q: 3 clusters Score -4053718 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 22201 members Entering Unmasked Estep Score: -4053815.750000 Penalty: 5005.877441 Iteration 76Q: 3 clusters Score -4053816 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 22368 members Entering Unmasked Estep Score: -4053897.750000 Penalty: 5005.877441 Iteration 77Q: 3 clusters Score -4053898 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 22498 members Entering Unmasked Estep Score: -4053944.750000 Penalty: 5005.877441 Iteration 78Q: 3 clusters Score -4053945 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 22593 members Entering Unmasked Estep Score: -4053982.250000 Penalty: 5005.877441 Iteration 79Q: 3 clusters Score -4053982 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 22683 members Entering Unmasked Estep Score: -4054005.000000 Penalty: 5005.877441 Iteration 80F: 3 clusters Score -4054005 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 22745 members Entering Unmasked Estep Score: -4054037.250000 Penalty: 5005.877441 Iteration 81Q: 3 clusters Score -4054037 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 22806 members Entering Unmasked Estep Score: -4054065.250000 Penalty: 5005.877441 Iteration 82Q: 3 clusters Score -4054065 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -4054083.500000 Penalty: 5005.877441 Iteration 83Q: 3 clusters Score -4054084 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 22892 members Entering Unmasked Estep Score: -4054099.250000 Penalty: 5005.877441 Iteration 84Q: 3 clusters Score -4054099 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 22927 members Entering Unmasked Estep Score: -4054118.500000 Penalty: 5005.877441 Iteration 85Q: 3 clusters Score -4054118 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 22957 members Entering Unmasked Estep Score: -4054139.250000 Penalty: 5005.877441 Iteration 86Q: 3 clusters Score -4054139 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 22979 members Entering Unmasked Estep Score: -4054134.750000 Penalty: 5005.877441 Iteration 87Q: 3 clusters Score -4054135 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 22995 members Entering Unmasked Estep Score: -4054138.750000 Penalty: 5005.877441 Iteration 88Q: 3 clusters Score -4054139 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 23005 members Entering Unmasked Estep Score: -4054140.000000 Penalty: 5005.877441 Iteration 89Q: 3 clusters Score -4054140 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 23019 members Entering Unmasked Estep Score: -4054141.000000 Penalty: 5005.877441 Iteration 90Q: 3 clusters Score -4054141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 23022 members Entering Unmasked Estep Score: -4054145.500000 Penalty: 5005.877441 Iteration 91Q: 3 clusters Score -4054146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 23026 members Entering Unmasked Estep Score: -4054148.500000 Penalty: 5005.877441 Iteration 92Q: 3 clusters Score -4054148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 23028 members Entering Unmasked Estep Score: -4054150.250000 Penalty: 5005.877441 Iteration 93Q: 3 clusters Score -4054150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 23032 members Entering Unmasked Estep Score: -4054152.750000 Penalty: 5005.877441 Iteration 94Q: 3 clusters Score -4054153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 23035 members Entering Unmasked Estep Score: -4054151.250000 Penalty: 5005.877441 Iteration 95Q: 3 clusters Score -4054151 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 23040 members Entering Unmasked Estep Score: -4054146.250000 Penalty: 5005.877441 Iteration 96Q: 3 clusters Score -4054146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 23046 members Entering Unmasked Estep Score: -4054145.500000 Penalty: 5005.877441 Iteration 97Q: 3 clusters Score -4054146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -4054142.750000 Penalty: 5005.877441 Iteration 98Q: 3 clusters Score -4054143 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 23049 members Entering Unmasked Estep Score: -4054148.000000 Penalty: 5005.877441 Iteration 99Q: 3 clusters Score -4054148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 23049 members Entering Unmasked Estep Score: -4054148.000000 Penalty: 5005.877441 Iteration 100F: 3 clusters Score -4054148 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -9370.159180 Penalty: 1098.842529 Iteration 0F: 2 clusters Score -9370.159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -8948.538086 Penalty: 2197.685059 Iteration 0F: 3 clusters Score -8948.538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -8972.706055 Penalty: 2197.685059 Iteration 1Q: 3 clusters Score -8972.706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -8995.690430 Penalty: 2197.685059 Iteration 2Q: 3 clusters Score -8995.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -8995.690430 Penalty: 2197.685059 Iteration 3F: 3 clusters Score -8995.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Entering Unmasked Estep Score: -663808.250000 Penalty: 2073.297607 Iteration 0F: 2 clusters Score -663808.2 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 2092 members Entering Unmasked Estep Score: -659754.437500 Penalty: 4146.595215 Iteration 0F: 3 clusters Score -659754.4 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -660731.250000 Penalty: 4146.595215 Iteration 1F: 3 clusters Score -660731.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -661025.312500 Penalty: 4146.595215 Iteration 2F: 3 clusters Score -661025.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -661255.750000 Penalty: 4146.595215 Iteration 3F: 3 clusters Score -661255.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -661447.750000 Penalty: 4146.595215 Iteration 4F: 3 clusters Score -661447.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -661599.562500 Penalty: 4146.595215 Iteration 5Q: 3 clusters Score -661599.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -661728.562500 Penalty: 4146.595215 Iteration 6Q: 3 clusters Score -661728.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -661819.437500 Penalty: 4146.595215 Iteration 7Q: 3 clusters Score -661819.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -661895.625000 Penalty: 4146.595215 Iteration 8Q: 3 clusters Score -661895.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -661955.375000 Penalty: 4146.595215 Iteration 9Q: 3 clusters Score -661955.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -662004.062500 Penalty: 4146.595215 Iteration 10Q: 3 clusters Score -662004.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -662054.687500 Penalty: 4146.595215 Iteration 11Q: 3 clusters Score -662054.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -662090.937500 Penalty: 4146.595215 Iteration 12Q: 3 clusters Score -662090.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -662119.750000 Penalty: 4146.595215 Iteration 13Q: 3 clusters Score -662119.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -662138.687500 Penalty: 4146.595215 Iteration 14Q: 3 clusters Score -662138.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -662157.500000 Penalty: 4146.595215 Iteration 15Q: 3 clusters Score -662157.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -662175.375000 Penalty: 4146.595215 Iteration 16Q: 3 clusters Score -662175.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -662192.062500 Penalty: 4146.595215 Iteration 17Q: 3 clusters Score -662192.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -662208.062500 Penalty: 4146.595215 Iteration 18Q: 3 clusters Score -662208.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -662225.125000 Penalty: 4146.595215 Iteration 19Q: 3 clusters Score -662225.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -662241.187500 Penalty: 4146.595215 Iteration 20F: 3 clusters Score -662241.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -662255.250000 Penalty: 4146.595215 Iteration 21Q: 3 clusters Score -662255.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -662278.500000 Penalty: 4146.595215 Iteration 22Q: 3 clusters Score -662278.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -662291.125000 Penalty: 4146.595215 Iteration 23Q: 3 clusters Score -662291.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -662301.750000 Penalty: 4146.595215 Iteration 24Q: 3 clusters Score -662301.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -662308.750000 Penalty: 4146.595215 Iteration 25Q: 3 clusters Score -662308.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -662321.375000 Penalty: 4146.595215 Iteration 26Q: 3 clusters Score -662321.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -662333.437500 Penalty: 4146.595215 Iteration 27Q: 3 clusters Score -662333.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -662341.562500 Penalty: 4146.595215 Iteration 28Q: 3 clusters Score -662341.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -662344.875000 Penalty: 4146.595215 Iteration 29Q: 3 clusters Score -662344.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -662349.000000 Penalty: 4146.595215 Iteration 30Q: 3 clusters Score -662349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -662354.250000 Penalty: 4146.595215 Iteration 31Q: 3 clusters Score -662354.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -662357.750000 Penalty: 4146.595215 Iteration 32Q: 3 clusters Score -662357.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -662359.500000 Penalty: 4146.595215 Iteration 33Q: 3 clusters Score -662359.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -662361.437500 Penalty: 4146.595215 Iteration 34Q: 3 clusters Score -662361.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -662362.000000 Penalty: 4146.595215 Iteration 35Q: 3 clusters Score -662362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -662362.000000 Penalty: 4146.595215 Iteration 36F: 3 clusters Score -662362 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (48286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48286 members Entering Unmasked Estep Score: -7874120.500000 Penalty: 2674.654297 Iteration 0F: 2 clusters Score -7874120 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24220 members Mstep: Class 2 contains 24066 members Entering Unmasked Estep Score: -7841871.500000 Penalty: 5349.308594 Iteration 0F: 3 clusters Score -7841872 nChanged 22248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25246 members Mstep: Class 2 contains 23040 members Entering Unmasked Estep Score: -7854280.000000 Penalty: 5349.308594 Iteration 1F: 3 clusters Score -7854280 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26040 members Mstep: Class 2 contains 22246 members Entering Unmasked Estep Score: -7855036.500000 Penalty: 5349.308594 Iteration 2Q: 3 clusters Score -7855036 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 21131 members Entering Unmasked Estep Score: -7855969.000000 Penalty: 5349.308594 Iteration 3Q: 3 clusters Score -7855969 nChanged 2516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28691 members Mstep: Class 2 contains 19595 members Entering Unmasked Estep Score: -7857152.500000 Penalty: 5349.308594 Iteration 4F: 3 clusters Score -7857152 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30500 members Mstep: Class 2 contains 17786 members Entering Unmasked Estep Score: -7858482.500000 Penalty: 5349.308594 Iteration 5F: 3 clusters Score -7858482 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32612 members Mstep: Class 2 contains 15674 members Entering Unmasked Estep Score: -7860142.000000 Penalty: 5349.308594 Iteration 6F: 3 clusters Score -7860142 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34872 members Mstep: Class 2 contains 13414 members Entering Unmasked Estep Score: -7861958.000000 Penalty: 5349.308594 Iteration 7F: 3 clusters Score -7861958 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37145 members Mstep: Class 2 contains 11141 members Entering Unmasked Estep Score: -7863975.000000 Penalty: 5349.308594 Iteration 8F: 3 clusters Score -7863975 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39203 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -7866028.500000 Penalty: 5349.308594 Iteration 9Q: 3 clusters Score -7866028 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40774 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -7868095.000000 Penalty: 5349.308594 Iteration 10Q: 3 clusters Score -7868095 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41689 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -7869557.500000 Penalty: 5349.308594 Iteration 11Q: 3 clusters Score -7869558 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42024 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -7870430.000000 Penalty: 5349.308594 Iteration 12Q: 3 clusters Score -7870430 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42143 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -7870778.500000 Penalty: 5349.308594 Iteration 13Q: 3 clusters Score -7870778 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42167 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -7870988.000000 Penalty: 5349.308594 Iteration 14Q: 3 clusters Score -7870988 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42207 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -7871095.000000 Penalty: 5349.308594 Iteration 15Q: 3 clusters Score -7871095 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42214 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -7871172.500000 Penalty: 5349.308594 Iteration 16Q: 3 clusters Score -7871172 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42198 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -7871242.500000 Penalty: 5349.308594 Iteration 17Q: 3 clusters Score -7871242 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42163 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -7871315.000000 Penalty: 5349.308594 Iteration 18Q: 3 clusters Score -7871315 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42099 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -7871361.000000 Penalty: 5349.308594 Iteration 19Q: 3 clusters Score -7871361 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42053 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -7871408.500000 Penalty: 5349.308594 Iteration 20F: 3 clusters Score -7871408 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42009 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -7871413.500000 Penalty: 5349.308594 Iteration 21Q: 3 clusters Score -7871414 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41969 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -7871438.500000 Penalty: 5349.308594 Iteration 22Q: 3 clusters Score -7871438 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41930 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -7871442.000000 Penalty: 5349.308594 Iteration 23Q: 3 clusters Score -7871442 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41882 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -7871456.500000 Penalty: 5349.308594 Iteration 24Q: 3 clusters Score -7871456 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41829 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -7871460.000000 Penalty: 5349.308594 Iteration 25Q: 3 clusters Score -7871460 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41778 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -7871468.500000 Penalty: 5349.308594 Iteration 26Q: 3 clusters Score -7871468 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41735 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -7871492.000000 Penalty: 5349.308594 Iteration 27Q: 3 clusters Score -7871492 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41687 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -7871493.000000 Penalty: 5349.308594 Iteration 28Q: 3 clusters Score -7871493 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41646 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -7871509.000000 Penalty: 5349.308594 Iteration 29Q: 3 clusters Score -7871509 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41591 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -7871509.000000 Penalty: 5349.308594 Iteration 30Q: 3 clusters Score -7871509 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41540 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -7871533.500000 Penalty: 5349.308594 Iteration 31Q: 3 clusters Score -7871534 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41495 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -7871521.500000 Penalty: 5349.308594 Iteration 32Q: 3 clusters Score -7871522 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41438 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -7871529.500000 Penalty: 5349.308594 Iteration 33Q: 3 clusters Score -7871530 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41374 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -7871563.000000 Penalty: 5349.308594 Iteration 34Q: 3 clusters Score -7871563 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41324 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -7871563.000000 Penalty: 5349.308594 Iteration 35Q: 3 clusters Score -7871563 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41286 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -7871562.500000 Penalty: 5349.308594 Iteration 36Q: 3 clusters Score -7871562 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41242 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -7871574.500000 Penalty: 5349.308594 Iteration 37Q: 3 clusters Score -7871574 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41193 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -7871567.000000 Penalty: 5349.308594 Iteration 38Q: 3 clusters Score -7871567 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41148 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -7871580.000000 Penalty: 5349.308594 Iteration 39Q: 3 clusters Score -7871580 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41111 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -7871570.000000 Penalty: 5349.308594 Iteration 40F: 3 clusters Score -7871570 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41082 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -7871585.000000 Penalty: 5349.308594 Iteration 41Q: 3 clusters Score -7871585 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41050 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -7871591.500000 Penalty: 5349.308594 Iteration 42Q: 3 clusters Score -7871592 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41014 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -7871590.000000 Penalty: 5349.308594 Iteration 43Q: 3 clusters Score -7871590 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40964 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -7871596.000000 Penalty: 5349.308594 Iteration 44Q: 3 clusters Score -7871596 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40925 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -7871608.500000 Penalty: 5349.308594 Iteration 45Q: 3 clusters Score -7871608 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40887 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -7871606.000000 Penalty: 5349.308594 Iteration 46Q: 3 clusters Score -7871606 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40843 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -7871607.500000 Penalty: 5349.308594 Iteration 47Q: 3 clusters Score -7871608 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40796 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -7871624.000000 Penalty: 5349.308594 Iteration 48Q: 3 clusters Score -7871624 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40751 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -7871648.000000 Penalty: 5349.308594 Iteration 49Q: 3 clusters Score -7871648 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40709 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -7871652.500000 Penalty: 5349.308594 Iteration 50Q: 3 clusters Score -7871652 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40665 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -7871655.500000 Penalty: 5349.308594 Iteration 51Q: 3 clusters Score -7871656 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40613 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -7871663.500000 Penalty: 5349.308594 Iteration 52Q: 3 clusters Score -7871664 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40547 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -7871660.500000 Penalty: 5349.308594 Iteration 53Q: 3 clusters Score -7871660 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40481 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -7871678.500000 Penalty: 5349.308594 Iteration 54Q: 3 clusters Score -7871678 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40408 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -7871687.000000 Penalty: 5349.308594 Iteration 55Q: 3 clusters Score -7871687 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40334 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -7871689.000000 Penalty: 5349.308594 Iteration 56Q: 3 clusters Score -7871689 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40269 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -7871691.000000 Penalty: 5349.308594 Iteration 57Q: 3 clusters Score -7871691 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40199 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -7871693.000000 Penalty: 5349.308594 Iteration 58Q: 3 clusters Score -7871693 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40127 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -7871691.000000 Penalty: 5349.308594 Iteration 59Q: 3 clusters Score -7871691 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40057 members Mstep: Class 2 contains 8229 members Entering Unmasked Estep Score: -7871698.000000 Penalty: 5349.308594 Iteration 60F: 3 clusters Score -7871698 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39998 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -7871695.500000 Penalty: 5349.308594 Iteration 61Q: 3 clusters Score -7871696 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39939 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -7871701.000000 Penalty: 5349.308594 Iteration 62Q: 3 clusters Score -7871701 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39868 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -7871708.500000 Penalty: 5349.308594 Iteration 63Q: 3 clusters Score -7871708 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39800 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -7871724.500000 Penalty: 5349.308594 Iteration 64Q: 3 clusters Score -7871724 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39744 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -7871739.500000 Penalty: 5349.308594 Iteration 65Q: 3 clusters Score -7871740 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39686 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -7871763.500000 Penalty: 5349.308594 Iteration 66Q: 3 clusters Score -7871764 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39613 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -7871758.000000 Penalty: 5349.308594 Iteration 67Q: 3 clusters Score -7871758 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39532 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -7871764.000000 Penalty: 5349.308594 Iteration 68Q: 3 clusters Score -7871764 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39447 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -7871778.000000 Penalty: 5349.308594 Iteration 69Q: 3 clusters Score -7871778 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39361 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -7871806.000000 Penalty: 5349.308594 Iteration 70Q: 3 clusters Score -7871806 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39274 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -7871802.000000 Penalty: 5349.308594 Iteration 71Q: 3 clusters Score -7871802 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39178 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -7871801.500000 Penalty: 5349.308594 Iteration 72Q: 3 clusters Score -7871802 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39072 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -7871800.000000 Penalty: 5349.308594 Iteration 73Q: 3 clusters Score -7871800 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38956 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -7871818.000000 Penalty: 5349.308594 Iteration 74Q: 3 clusters Score -7871818 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38825 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -7871843.500000 Penalty: 5349.308594 Iteration 75Q: 3 clusters Score -7871844 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38676 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -7871876.500000 Penalty: 5349.308594 Iteration 76Q: 3 clusters Score -7871876 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38496 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -7871947.500000 Penalty: 5349.308594 Iteration 77Q: 3 clusters Score -7871948 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38312 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -7871971.500000 Penalty: 5349.308594 Iteration 78Q: 3 clusters Score -7871972 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38132 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -7871984.000000 Penalty: 5349.308594 Iteration 79Q: 3 clusters Score -7871984 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37962 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -7872010.500000 Penalty: 5349.308594 Iteration 80F: 3 clusters Score -7872010 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37761 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -7872036.000000 Penalty: 5349.308594 Iteration 81Q: 3 clusters Score -7872036 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37543 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -7872097.000000 Penalty: 5349.308594 Iteration 82Q: 3 clusters Score -7872097 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37310 members Mstep: Class 2 contains 10976 members Entering Unmasked Estep Score: -7872164.000000 Penalty: 5349.308594 Iteration 83Q: 3 clusters Score -7872164 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37077 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -7872218.500000 Penalty: 5349.308594 Iteration 84Q: 3 clusters Score -7872218 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36832 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -7872282.500000 Penalty: 5349.308594 Iteration 85Q: 3 clusters Score -7872282 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36567 members Mstep: Class 2 contains 11719 members Entering Unmasked Estep Score: -7872302.500000 Penalty: 5349.308594 Iteration 86Q: 3 clusters Score -7872302 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36300 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -7872318.000000 Penalty: 5349.308594 Iteration 87Q: 3 clusters Score -7872318 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36020 members Mstep: Class 2 contains 12266 members Entering Unmasked Estep Score: -7872364.000000 Penalty: 5349.308594 Iteration 88Q: 3 clusters Score -7872364 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35737 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -7872433.000000 Penalty: 5349.308594 Iteration 89Q: 3 clusters Score -7872433 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35438 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -7872505.500000 Penalty: 5349.308594 Iteration 90Q: 3 clusters Score -7872506 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35137 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -7872553.000000 Penalty: 5349.308594 Iteration 91Q: 3 clusters Score -7872553 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34829 members Mstep: Class 2 contains 13457 members Entering Unmasked Estep Score: -7872610.000000 Penalty: 5349.308594 Iteration 92Q: 3 clusters Score -7872610 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34508 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -7872677.000000 Penalty: 5349.308594 Iteration 93Q: 3 clusters Score -7872677 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34205 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -7872778.500000 Penalty: 5349.308594 Iteration 94Q: 3 clusters Score -7872778 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33886 members Mstep: Class 2 contains 14400 members Entering Unmasked Estep Score: -7872805.000000 Penalty: 5349.308594 Iteration 95Q: 3 clusters Score -7872805 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33580 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -7872864.500000 Penalty: 5349.308594 Iteration 96Q: 3 clusters Score -7872864 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33267 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -7872930.500000 Penalty: 5349.308594 Iteration 97Q: 3 clusters Score -7872930 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32932 members Mstep: Class 2 contains 15354 members Entering Unmasked Estep Score: -7873000.000000 Penalty: 5349.308594 Iteration 98Q: 3 clusters Score -7873000 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32606 members Mstep: Class 2 contains 15680 members Entering Unmasked Estep Score: -7873058.500000 Penalty: 5349.308594 Iteration 99Q: 3 clusters Score -7873058 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32304 members Mstep: Class 2 contains 15982 members Entering Unmasked Estep Score: -7873128.500000 Penalty: 5349.308594 Iteration 100F: 3 clusters Score -7873128 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31983 members Mstep: Class 2 contains 16303 members Entering Unmasked Estep Score: -7873193.500000 Penalty: 5349.308594 Iteration 101Q: 3 clusters Score -7873194 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31665 members Mstep: Class 2 contains 16621 members Entering Unmasked Estep Score: -7873242.000000 Penalty: 5349.308594 Iteration 102Q: 3 clusters Score -7873242 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31351 members Mstep: Class 2 contains 16935 members Entering Unmasked Estep Score: -7873313.000000 Penalty: 5349.308594 Iteration 103Q: 3 clusters Score -7873313 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31023 members Mstep: Class 2 contains 17263 members Entering Unmasked Estep Score: -7873376.000000 Penalty: 5349.308594 Iteration 104Q: 3 clusters Score -7873376 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30717 members Mstep: Class 2 contains 17569 members Entering Unmasked Estep Score: -7873456.500000 Penalty: 5349.308594 Iteration 105Q: 3 clusters Score -7873456 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30425 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -7873518.500000 Penalty: 5349.308594 Iteration 106Q: 3 clusters Score -7873518 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30150 members Mstep: Class 2 contains 18136 members Entering Unmasked Estep Score: -7873566.500000 Penalty: 5349.308594 Iteration 107Q: 3 clusters Score -7873566 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29926 members Mstep: Class 2 contains 18360 members Entering Unmasked Estep Score: -7873626.500000 Penalty: 5349.308594 Iteration 108Q: 3 clusters Score -7873626 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29725 members Mstep: Class 2 contains 18561 members Entering Unmasked Estep Score: -7873659.000000 Penalty: 5349.308594 Iteration 109Q: 3 clusters Score -7873659 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29525 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -7873677.500000 Penalty: 5349.308594 Iteration 110Q: 3 clusters Score -7873678 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29352 members Mstep: Class 2 contains 18934 members Entering Unmasked Estep Score: -7873682.500000 Penalty: 5349.308594 Iteration 111Q: 3 clusters Score -7873682 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29192 members Mstep: Class 2 contains 19094 members Entering Unmasked Estep Score: -7873720.000000 Penalty: 5349.308594 Iteration 112Q: 3 clusters Score -7873720 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29049 members Mstep: Class 2 contains 19237 members Entering Unmasked Estep Score: -7873728.000000 Penalty: 5349.308594 Iteration 113Q: 3 clusters Score -7873728 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28939 members Mstep: Class 2 contains 19347 members Entering Unmasked Estep Score: -7873738.000000 Penalty: 5349.308594 Iteration 114Q: 3 clusters Score -7873738 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28841 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -7873734.500000 Penalty: 5349.308594 Iteration 115Q: 3 clusters Score -7873734 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28745 members Mstep: Class 2 contains 19541 members Entering Unmasked Estep Score: -7873731.500000 Penalty: 5349.308594 Iteration 116Q: 3 clusters Score -7873732 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28669 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -7873756.000000 Penalty: 5349.308594 Iteration 117Q: 3 clusters Score -7873756 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28606 members Mstep: Class 2 contains 19680 members Entering Unmasked Estep Score: -7873761.500000 Penalty: 5349.308594 Iteration 118Q: 3 clusters Score -7873762 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28551 members Mstep: Class 2 contains 19735 members Entering Unmasked Estep Score: -7873753.000000 Penalty: 5349.308594 Iteration 119Q: 3 clusters Score -7873753 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28498 members Mstep: Class 2 contains 19788 members Entering Unmasked Estep Score: -7873746.000000 Penalty: 5349.308594 Iteration 120F: 3 clusters Score -7873746 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28445 members Mstep: Class 2 contains 19841 members Entering Unmasked Estep Score: -7873744.500000 Penalty: 5349.308594 Iteration 121Q: 3 clusters Score -7873744 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28398 members Mstep: Class 2 contains 19888 members Entering Unmasked Estep Score: -7873740.000000 Penalty: 5349.308594 Iteration 122Q: 3 clusters Score -7873740 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28349 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -7873747.000000 Penalty: 5349.308594 Iteration 123Q: 3 clusters Score -7873747 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28295 members Mstep: Class 2 contains 19991 members Entering Unmasked Estep Score: -7873743.500000 Penalty: 5349.308594 Iteration 124Q: 3 clusters Score -7873744 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28263 members Mstep: Class 2 contains 20023 members Entering Unmasked Estep Score: -7873749.000000 Penalty: 5349.308594 Iteration 125Q: 3 clusters Score -7873749 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28237 members Mstep: Class 2 contains 20049 members Entering Unmasked Estep Score: -7873759.500000 Penalty: 5349.308594 Iteration 126Q: 3 clusters Score -7873760 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28215 members Mstep: Class 2 contains 20071 members Entering Unmasked Estep Score: -7873760.500000 Penalty: 5349.308594 Iteration 127Q: 3 clusters Score -7873760 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28195 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -7873753.000000 Penalty: 5349.308594 Iteration 128Q: 3 clusters Score -7873753 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28181 members Mstep: Class 2 contains 20105 members Entering Unmasked Estep Score: -7873750.000000 Penalty: 5349.308594 Iteration 129Q: 3 clusters Score -7873750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28169 members Mstep: Class 2 contains 20117 members Entering Unmasked Estep Score: -7873759.500000 Penalty: 5349.308594 Iteration 130Q: 3 clusters Score -7873760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28158 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -7873761.000000 Penalty: 5349.308594 Iteration 131Q: 3 clusters Score -7873761 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28147 members Mstep: Class 2 contains 20139 members Entering Unmasked Estep Score: -7873747.500000 Penalty: 5349.308594 Iteration 132Q: 3 clusters Score -7873748 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28138 members Mstep: Class 2 contains 20148 members Entering Unmasked Estep Score: -7873755.500000 Penalty: 5349.308594 Iteration 133Q: 3 clusters Score -7873756 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28131 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -7873745.000000 Penalty: 5349.308594 Iteration 134Q: 3 clusters Score -7873745 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28124 members Mstep: Class 2 contains 20162 members Entering Unmasked Estep Score: -7873745.500000 Penalty: 5349.308594 Iteration 135Q: 3 clusters Score -7873746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28119 members Mstep: Class 2 contains 20167 members Entering Unmasked Estep Score: -7873743.500000 Penalty: 5349.308594 Iteration 136Q: 3 clusters Score -7873744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28117 members Mstep: Class 2 contains 20169 members Entering Unmasked Estep Score: -7873749.500000 Penalty: 5349.308594 Iteration 137Q: 3 clusters Score -7873750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28116 members Mstep: Class 2 contains 20170 members Entering Unmasked Estep Score: -7873746.000000 Penalty: 5349.308594 Iteration 138Q: 3 clusters Score -7873746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28113 members Mstep: Class 2 contains 20173 members Entering Unmasked Estep Score: -7873752.000000 Penalty: 5349.308594 Iteration 139Q: 3 clusters Score -7873752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28111 members Mstep: Class 2 contains 20175 members Entering Unmasked Estep Score: -7873756.500000 Penalty: 5349.308594 Iteration 140F: 3 clusters Score -7873756 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28107 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -7873746.500000 Penalty: 5349.308594 Iteration 141Q: 3 clusters Score -7873746 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28100 members Mstep: Class 2 contains 20186 members Entering Unmasked Estep Score: -7873755.500000 Penalty: 5349.308594 Iteration 142Q: 3 clusters Score -7873756 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28093 members Mstep: Class 2 contains 20193 members Entering Unmasked Estep Score: -7873753.000000 Penalty: 5349.308594 Iteration 143Q: 3 clusters Score -7873753 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28084 members Mstep: Class 2 contains 20202 members Entering Unmasked Estep Score: -7873751.500000 Penalty: 5349.308594 Iteration 144Q: 3 clusters Score -7873752 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28075 members Mstep: Class 2 contains 20211 members Entering Unmasked Estep Score: -7873753.000000 Penalty: 5349.308594 Iteration 145Q: 3 clusters Score -7873753 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 20215 members Entering Unmasked Estep Score: -7873744.500000 Penalty: 5349.308594 Iteration 146Q: 3 clusters Score -7873744 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28066 members Mstep: Class 2 contains 20220 members Entering Unmasked Estep Score: -7873738.500000 Penalty: 5349.308594 Iteration 147Q: 3 clusters Score -7873738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28061 members Mstep: Class 2 contains 20225 members Entering Unmasked Estep Score: -7873749.000000 Penalty: 5349.308594 Iteration 148Q: 3 clusters Score -7873749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28056 members Mstep: Class 2 contains 20230 members Entering Unmasked Estep Score: -7873740.500000 Penalty: 5349.308594 Iteration 149Q: 3 clusters Score -7873740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28050 members Mstep: Class 2 contains 20236 members Entering Unmasked Estep Score: -7873741.500000 Penalty: 5349.308594 Iteration 150Q: 3 clusters Score -7873742 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28045 members Mstep: Class 2 contains 20241 members Entering Unmasked Estep Score: -7873749.500000 Penalty: 5349.308594 Iteration 151Q: 3 clusters Score -7873750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28037 members Mstep: Class 2 contains 20249 members Entering Unmasked Estep Score: -7873762.500000 Penalty: 5349.308594 Iteration 152Q: 3 clusters Score -7873762 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28025 members Mstep: Class 2 contains 20261 members Entering Unmasked Estep Score: -7873752.500000 Penalty: 5349.308594 Iteration 153Q: 3 clusters Score -7873752 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28014 members Mstep: Class 2 contains 20272 members Entering Unmasked Estep Score: -7873769.500000 Penalty: 5349.308594 Iteration 154Q: 3 clusters Score -7873770 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28000 members Mstep: Class 2 contains 20286 members Entering Unmasked Estep Score: -7873757.500000 Penalty: 5349.308594 Iteration 155Q: 3 clusters Score -7873758 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27984 members Mstep: Class 2 contains 20302 members Entering Unmasked Estep Score: -7873767.500000 Penalty: 5349.308594 Iteration 156Q: 3 clusters Score -7873768 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27972 members Mstep: Class 2 contains 20314 members Entering Unmasked Estep Score: -7873763.500000 Penalty: 5349.308594 Iteration 157Q: 3 clusters Score -7873764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27962 members Mstep: Class 2 contains 20324 members Entering Unmasked Estep Score: -7873766.500000 Penalty: 5349.308594 Iteration 158Q: 3 clusters Score -7873766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27951 members Mstep: Class 2 contains 20335 members Entering Unmasked Estep Score: -7873778.000000 Penalty: 5349.308594 Iteration 159Q: 3 clusters Score -7873778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27941 members Mstep: Class 2 contains 20345 members Entering Unmasked Estep Score: -7873774.500000 Penalty: 5349.308594 Iteration 160F: 3 clusters Score -7873774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27936 members Mstep: Class 2 contains 20350 members Entering Unmasked Estep Score: -7873771.500000 Penalty: 5349.308594 Iteration 161Q: 3 clusters Score -7873772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27930 members Mstep: Class 2 contains 20356 members Entering Unmasked Estep Score: -7873779.500000 Penalty: 5349.308594 Iteration 162Q: 3 clusters Score -7873780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27927 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -7873774.000000 Penalty: 5349.308594 Iteration 163Q: 3 clusters Score -7873774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27916 members Mstep: Class 2 contains 20370 members Entering Unmasked Estep Score: -7873780.500000 Penalty: 5349.308594 Iteration 164Q: 3 clusters Score -7873780 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27908 members Mstep: Class 2 contains 20378 members Entering Unmasked Estep Score: -7873774.000000 Penalty: 5349.308594 Iteration 165Q: 3 clusters Score -7873774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27901 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -7873768.000000 Penalty: 5349.308594 Iteration 166Q: 3 clusters Score -7873768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27898 members Mstep: Class 2 contains 20388 members Entering Unmasked Estep Score: -7873769.000000 Penalty: 5349.308594 Iteration 167Q: 3 clusters Score -7873769 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27894 members Mstep: Class 2 contains 20392 members Entering Unmasked Estep Score: -7873774.000000 Penalty: 5349.308594 Iteration 168Q: 3 clusters Score -7873774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27891 members Mstep: Class 2 contains 20395 members Entering Unmasked Estep Score: -7873776.500000 Penalty: 5349.308594 Iteration 169Q: 3 clusters Score -7873776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27889 members Mstep: Class 2 contains 20397 members Entering Unmasked Estep Score: -7873780.000000 Penalty: 5349.308594 Iteration 170Q: 3 clusters Score -7873780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27883 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -7873783.500000 Penalty: 5349.308594 Iteration 171Q: 3 clusters Score -7873784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27877 members Mstep: Class 2 contains 20409 members Entering Unmasked Estep Score: -7873780.500000 Penalty: 5349.308594 Iteration 172Q: 3 clusters Score -7873780 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27869 members Mstep: Class 2 contains 20417 members Entering Unmasked Estep Score: -7873776.500000 Penalty: 5349.308594 Iteration 173Q: 3 clusters Score -7873776 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27859 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -7873772.500000 Penalty: 5349.308594 Iteration 174Q: 3 clusters Score -7873772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27854 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -7873775.500000 Penalty: 5349.308594 Iteration 175Q: 3 clusters Score -7873776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27848 members Mstep: Class 2 contains 20438 members Entering Unmasked Estep Score: -7873775.000000 Penalty: 5349.308594 Iteration 176Q: 3 clusters Score -7873775 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27843 members Mstep: Class 2 contains 20443 members Entering Unmasked Estep Score: -7873778.500000 Penalty: 5349.308594 Iteration 177Q: 3 clusters Score -7873778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27841 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -7873777.000000 Penalty: 5349.308594 Iteration 178Q: 3 clusters Score -7873777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27839 members Mstep: Class 2 contains 20447 members Entering Unmasked Estep Score: -7873783.500000 Penalty: 5349.308594 Iteration 179Q: 3 clusters Score -7873784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27838 members Mstep: Class 2 contains 20448 members Entering Unmasked Estep Score: -7873784.000000 Penalty: 5349.308594 Iteration 180F: 3 clusters Score -7873784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27836 members Mstep: Class 2 contains 20450 members Entering Unmasked Estep Score: -7873784.000000 Penalty: 5349.308594 Iteration 181Q: 3 clusters Score -7873784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27834 members Mstep: Class 2 contains 20452 members Entering Unmasked Estep Score: -7873775.500000 Penalty: 5349.308594 Iteration 182Q: 3 clusters Score -7873776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27833 members Mstep: Class 2 contains 20453 members Entering Unmasked Estep Score: -7873776.500000 Penalty: 5349.308594 Iteration 183Q: 3 clusters Score -7873776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27832 members Mstep: Class 2 contains 20454 members Entering Unmasked Estep Score: -7873775.500000 Penalty: 5349.308594 Iteration 184Q: 3 clusters Score -7873776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27829 members Mstep: Class 2 contains 20457 members Entering Unmasked Estep Score: -7873777.000000 Penalty: 5349.308594 Iteration 185Q: 3 clusters Score -7873777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27828 members Mstep: Class 2 contains 20458 members Entering Unmasked Estep Score: -7873777.000000 Penalty: 5349.308594 Iteration 186Q: 3 clusters Score -7873777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27826 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -7873775.500000 Penalty: 5349.308594 Iteration 187Q: 3 clusters Score -7873776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27822 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -7873780.500000 Penalty: 5349.308594 Iteration 188Q: 3 clusters Score -7873780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27816 members Mstep: Class 2 contains 20470 members Entering Unmasked Estep Score: -7873782.000000 Penalty: 5349.308594 Iteration 189Q: 3 clusters Score -7873782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27811 members Mstep: Class 2 contains 20475 members Entering Unmasked Estep Score: -7873775.000000 Penalty: 5349.308594 Iteration 190Q: 3 clusters Score -7873775 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27809 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -7873770.500000 Penalty: 5349.308594 Iteration 191Q: 3 clusters Score -7873770 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27809 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -7873770.500000 Penalty: 5349.308594 Iteration 192F: 3 clusters Score -7873770 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Entering Unmasked Estep Score: -1417175.375000 Penalty: 2249.513428 Iteration 0F: 2 clusters Score -1417175 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1410378.625000 Penalty: 4499.026855 Iteration 0F: 3 clusters Score -1410379 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1412266.000000 Penalty: 4499.026855 Iteration 1F: 3 clusters Score -1412266 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1412582.000000 Penalty: 4499.026855 Iteration 2F: 3 clusters Score -1412582 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1412809.750000 Penalty: 4499.026855 Iteration 3F: 3 clusters Score -1412810 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1412977.000000 Penalty: 4499.026855 Iteration 4Q: 3 clusters Score -1412977 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1413143.375000 Penalty: 4499.026855 Iteration 5Q: 3 clusters Score -1413143 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1413301.750000 Penalty: 4499.026855 Iteration 6Q: 3 clusters Score -1413302 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1413460.125000 Penalty: 4499.026855 Iteration 7Q: 3 clusters Score -1413460 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1413629.625000 Penalty: 4499.026855 Iteration 8Q: 3 clusters Score -1413630 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -1413780.750000 Penalty: 4499.026855 Iteration 9Q: 3 clusters Score -1413781 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1413916.125000 Penalty: 4499.026855 Iteration 10Q: 3 clusters Score -1413916 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1414027.250000 Penalty: 4499.026855 Iteration 11Q: 3 clusters Score -1414027 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -1414125.000000 Penalty: 4499.026855 Iteration 12Q: 3 clusters Score -1414125 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1414195.375000 Penalty: 4499.026855 Iteration 13Q: 3 clusters Score -1414195 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1414255.875000 Penalty: 4499.026855 Iteration 14Q: 3 clusters Score -1414256 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1414304.250000 Penalty: 4499.026855 Iteration 15Q: 3 clusters Score -1414304 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1414341.750000 Penalty: 4499.026855 Iteration 16Q: 3 clusters Score -1414342 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1414376.875000 Penalty: 4499.026855 Iteration 17Q: 3 clusters Score -1414377 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1414401.000000 Penalty: 4499.026855 Iteration 18Q: 3 clusters Score -1414401 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1414429.500000 Penalty: 4499.026855 Iteration 19Q: 3 clusters Score -1414430 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -1414454.250000 Penalty: 4499.026855 Iteration 20F: 3 clusters Score -1414454 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1414470.625000 Penalty: 4499.026855 Iteration 21Q: 3 clusters Score -1414471 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1414499.750000 Penalty: 4499.026855 Iteration 22Q: 3 clusters Score -1414500 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -1414509.625000 Penalty: 4499.026855 Iteration 23Q: 3 clusters Score -1414510 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1414521.625000 Penalty: 4499.026855 Iteration 24Q: 3 clusters Score -1414522 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -1414545.500000 Penalty: 4499.026855 Iteration 25Q: 3 clusters Score -1414546 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1414561.875000 Penalty: 4499.026855 Iteration 26Q: 3 clusters Score -1414562 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -1414574.125000 Penalty: 4499.026855 Iteration 27Q: 3 clusters Score -1414574 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -1414586.375000 Penalty: 4499.026855 Iteration 28Q: 3 clusters Score -1414586 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1414596.375000 Penalty: 4499.026855 Iteration 29Q: 3 clusters Score -1414596 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1414615.875000 Penalty: 4499.026855 Iteration 30Q: 3 clusters Score -1414616 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -1414632.750000 Penalty: 4499.026855 Iteration 31Q: 3 clusters Score -1414633 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1414645.750000 Penalty: 4499.026855 Iteration 32Q: 3 clusters Score -1414646 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1414670.500000 Penalty: 4499.026855 Iteration 33Q: 3 clusters Score -1414670 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1414684.250000 Penalty: 4499.026855 Iteration 34Q: 3 clusters Score -1414684 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1414693.125000 Penalty: 4499.026855 Iteration 35Q: 3 clusters Score -1414693 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -1414697.625000 Penalty: 4499.026855 Iteration 36Q: 3 clusters Score -1414698 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1414709.125000 Penalty: 4499.026855 Iteration 37Q: 3 clusters Score -1414709 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1414714.500000 Penalty: 4499.026855 Iteration 38Q: 3 clusters Score -1414714 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1414717.125000 Penalty: 4499.026855 Iteration 39Q: 3 clusters Score -1414717 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1414730.000000 Penalty: 4499.026855 Iteration 40F: 3 clusters Score -1414730 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -1414746.000000 Penalty: 4499.026855 Iteration 41Q: 3 clusters Score -1414746 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1414764.625000 Penalty: 4499.026855 Iteration 42Q: 3 clusters Score -1414765 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -1414776.250000 Penalty: 4499.026855 Iteration 43Q: 3 clusters Score -1414776 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1414788.500000 Penalty: 4499.026855 Iteration 44Q: 3 clusters Score -1414788 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -1414798.875000 Penalty: 4499.026855 Iteration 45Q: 3 clusters Score -1414799 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -1414808.375000 Penalty: 4499.026855 Iteration 46Q: 3 clusters Score -1414808 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1414814.875000 Penalty: 4499.026855 Iteration 47Q: 3 clusters Score -1414815 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1414826.125000 Penalty: 4499.026855 Iteration 48Q: 3 clusters Score -1414826 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1414837.250000 Penalty: 4499.026855 Iteration 49Q: 3 clusters Score -1414837 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1414846.625000 Penalty: 4499.026855 Iteration 50Q: 3 clusters Score -1414847 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1414856.875000 Penalty: 4499.026855 Iteration 51Q: 3 clusters Score -1414857 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -1414870.375000 Penalty: 4499.026855 Iteration 52Q: 3 clusters Score -1414870 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -1414882.625000 Penalty: 4499.026855 Iteration 53Q: 3 clusters Score -1414883 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1414894.500000 Penalty: 4499.026855 Iteration 54Q: 3 clusters Score -1414894 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -1414895.250000 Penalty: 4499.026855 Iteration 55Q: 3 clusters Score -1414895 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -1414900.125000 Penalty: 4499.026855 Iteration 56Q: 3 clusters Score -1414900 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1414906.500000 Penalty: 4499.026855 Iteration 57Q: 3 clusters Score -1414906 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1414906.375000 Penalty: 4499.026855 Iteration 58Q: 3 clusters Score -1414906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -1414914.375000 Penalty: 4499.026855 Iteration 59Q: 3 clusters Score -1414914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1414915.875000 Penalty: 4499.026855 Iteration 60F: 3 clusters Score -1414916 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1414919.375000 Penalty: 4499.026855 Iteration 61Q: 3 clusters Score -1414919 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -1414922.375000 Penalty: 4499.026855 Iteration 62Q: 3 clusters Score -1414922 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1414926.875000 Penalty: 4499.026855 Iteration 63Q: 3 clusters Score -1414927 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1414925.000000 Penalty: 4499.026855 Iteration 64Q: 3 clusters Score -1414925 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1414930.125000 Penalty: 4499.026855 Iteration 65Q: 3 clusters Score -1414930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1414932.750000 Penalty: 4499.026855 Iteration 66Q: 3 clusters Score -1414933 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1414938.250000 Penalty: 4499.026855 Iteration 67Q: 3 clusters Score -1414938 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -1414944.125000 Penalty: 4499.026855 Iteration 68Q: 3 clusters Score -1414944 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1414952.125000 Penalty: 4499.026855 Iteration 69Q: 3 clusters Score -1414952 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -1414959.625000 Penalty: 4499.026855 Iteration 70Q: 3 clusters Score -1414960 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1414962.375000 Penalty: 4499.026855 Iteration 71Q: 3 clusters Score -1414962 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1414969.875000 Penalty: 4499.026855 Iteration 72Q: 3 clusters Score -1414970 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -1414978.000000 Penalty: 4499.026855 Iteration 73Q: 3 clusters Score -1414978 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1414985.625000 Penalty: 4499.026855 Iteration 74Q: 3 clusters Score -1414986 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1414992.625000 Penalty: 4499.026855 Iteration 75Q: 3 clusters Score -1414993 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -1414999.875000 Penalty: 4499.026855 Iteration 76Q: 3 clusters Score -1415000 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1415013.875000 Penalty: 4499.026855 Iteration 77Q: 3 clusters Score -1415014 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1415031.250000 Penalty: 4499.026855 Iteration 78Q: 3 clusters Score -1415031 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1415041.500000 Penalty: 4499.026855 Iteration 79Q: 3 clusters Score -1415042 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -1415047.125000 Penalty: 4499.026855 Iteration 80F: 3 clusters Score -1415047 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1415057.250000 Penalty: 4499.026855 Iteration 81Q: 3 clusters Score -1415057 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1415055.750000 Penalty: 4499.026855 Iteration 82Q: 3 clusters Score -1415056 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1415062.500000 Penalty: 4499.026855 Iteration 83Q: 3 clusters Score -1415062 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -1415070.875000 Penalty: 4499.026855 Iteration 84Q: 3 clusters Score -1415071 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1415080.750000 Penalty: 4499.026855 Iteration 85Q: 3 clusters Score -1415081 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1415087.375000 Penalty: 4499.026855 Iteration 86Q: 3 clusters Score -1415087 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -1415089.000000 Penalty: 4499.026855 Iteration 87Q: 3 clusters Score -1415089 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -1415093.625000 Penalty: 4499.026855 Iteration 88Q: 3 clusters Score -1415094 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -1415097.625000 Penalty: 4499.026855 Iteration 89Q: 3 clusters Score -1415098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1415098.250000 Penalty: 4499.026855 Iteration 90Q: 3 clusters Score -1415098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -1415099.875000 Penalty: 4499.026855 Iteration 91Q: 3 clusters Score -1415100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -1415106.750000 Penalty: 4499.026855 Iteration 92Q: 3 clusters Score -1415107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1415106.000000 Penalty: 4499.026855 Iteration 93Q: 3 clusters Score -1415106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1415106.500000 Penalty: 4499.026855 Iteration 94Q: 3 clusters Score -1415106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -1415103.000000 Penalty: 4499.026855 Iteration 95Q: 3 clusters Score -1415103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1415103.500000 Penalty: 4499.026855 Iteration 96Q: 3 clusters Score -1415104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -1415106.375000 Penalty: 4499.026855 Iteration 97Q: 3 clusters Score -1415106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1415106.875000 Penalty: 4499.026855 Iteration 98Q: 3 clusters Score -1415107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1415106.875000 Penalty: 4499.026855 Iteration 99F: 3 clusters Score -1415107 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (16306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Entering Unmasked Estep Score: -2638471.750000 Penalty: 2405.423584 Iteration 0F: 2 clusters Score -2638472 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -2626862.250000 Penalty: 4810.847168 Iteration 0F: 3 clusters Score -2626862 nChanged 7009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -2630559.000000 Penalty: 4810.847168 Iteration 1F: 3 clusters Score -2630559 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -2630934.250000 Penalty: 4810.847168 Iteration 2F: 3 clusters Score -2630934 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -2631215.000000 Penalty: 4810.847168 Iteration 3Q: 3 clusters Score -2631215 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -2631481.500000 Penalty: 4810.847168 Iteration 4Q: 3 clusters Score -2631482 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -2631760.500000 Penalty: 4810.847168 Iteration 5Q: 3 clusters Score -2631760 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -2632115.500000 Penalty: 4810.847168 Iteration 6Q: 3 clusters Score -2632116 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -2632572.000000 Penalty: 4810.847168 Iteration 7Q: 3 clusters Score -2632572 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -2632966.250000 Penalty: 4810.847168 Iteration 8Q: 3 clusters Score -2632966 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2633287.750000 Penalty: 4810.847168 Iteration 9Q: 3 clusters Score -2633288 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -2633574.000000 Penalty: 4810.847168 Iteration 10Q: 3 clusters Score -2633574 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -2633822.500000 Penalty: 4810.847168 Iteration 11Q: 3 clusters Score -2633822 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -2634098.000000 Penalty: 4810.847168 Iteration 12Q: 3 clusters Score -2634098 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -2634378.250000 Penalty: 4810.847168 Iteration 13Q: 3 clusters Score -2634378 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -2634599.500000 Penalty: 4810.847168 Iteration 14Q: 3 clusters Score -2634600 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -2634816.250000 Penalty: 4810.847168 Iteration 15Q: 3 clusters Score -2634816 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -2635023.250000 Penalty: 4810.847168 Iteration 16Q: 3 clusters Score -2635023 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 10775 members Entering Unmasked Estep Score: -2635209.500000 Penalty: 4810.847168 Iteration 17Q: 3 clusters Score -2635210 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -2635352.000000 Penalty: 4810.847168 Iteration 18Q: 3 clusters Score -2635352 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -2635489.250000 Penalty: 4810.847168 Iteration 19Q: 3 clusters Score -2635489 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -2635614.500000 Penalty: 4810.847168 Iteration 20F: 3 clusters Score -2635614 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -2635731.000000 Penalty: 4810.847168 Iteration 21Q: 3 clusters Score -2635731 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -2635876.000000 Penalty: 4810.847168 Iteration 22Q: 3 clusters Score -2635876 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 12658 members Entering Unmasked Estep Score: -2636040.500000 Penalty: 4810.847168 Iteration 23Q: 3 clusters Score -2636040 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -2636216.250000 Penalty: 4810.847168 Iteration 24Q: 3 clusters Score -2636216 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -2636411.750000 Penalty: 4810.847168 Iteration 25Q: 3 clusters Score -2636412 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -2636587.250000 Penalty: 4810.847168 Iteration 26Q: 3 clusters Score -2636587 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -2636757.250000 Penalty: 4810.847168 Iteration 27Q: 3 clusters Score -2636757 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 14068 members Entering Unmasked Estep Score: -2636917.750000 Penalty: 4810.847168 Iteration 28Q: 3 clusters Score -2636918 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -2637028.750000 Penalty: 4810.847168 Iteration 29Q: 3 clusters Score -2637029 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -2637113.250000 Penalty: 4810.847168 Iteration 30Q: 3 clusters Score -2637113 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -2637169.250000 Penalty: 4810.847168 Iteration 31Q: 3 clusters Score -2637169 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -2637205.000000 Penalty: 4810.847168 Iteration 32Q: 3 clusters Score -2637205 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 14594 members Entering Unmasked Estep Score: -2637224.000000 Penalty: 4810.847168 Iteration 33Q: 3 clusters Score -2637224 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -2637249.250000 Penalty: 4810.847168 Iteration 34Q: 3 clusters Score -2637249 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -2637273.000000 Penalty: 4810.847168 Iteration 35Q: 3 clusters Score -2637273 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -2637305.000000 Penalty: 4810.847168 Iteration 36Q: 3 clusters Score -2637305 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 14776 members Entering Unmasked Estep Score: -2637327.250000 Penalty: 4810.847168 Iteration 37Q: 3 clusters Score -2637327 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 14821 members Entering Unmasked Estep Score: -2637352.750000 Penalty: 4810.847168 Iteration 38Q: 3 clusters Score -2637353 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -2637369.750000 Penalty: 4810.847168 Iteration 39Q: 3 clusters Score -2637370 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 14875 members Entering Unmasked Estep Score: -2637366.000000 Penalty: 4810.847168 Iteration 40F: 3 clusters Score -2637366 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -2637372.250000 Penalty: 4810.847168 Iteration 41Q: 3 clusters Score -2637372 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -2637384.250000 Penalty: 4810.847168 Iteration 42Q: 3 clusters Score -2637384 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -2637391.750000 Penalty: 4810.847168 Iteration 43Q: 3 clusters Score -2637392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 14926 members Entering Unmasked Estep Score: -2637398.500000 Penalty: 4810.847168 Iteration 44Q: 3 clusters Score -2637398 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -2637399.250000 Penalty: 4810.847168 Iteration 45Q: 3 clusters Score -2637399 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 14953 members Entering Unmasked Estep Score: -2637413.000000 Penalty: 4810.847168 Iteration 46Q: 3 clusters Score -2637413 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 14968 members Entering Unmasked Estep Score: -2637424.500000 Penalty: 4810.847168 Iteration 47Q: 3 clusters Score -2637424 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -2637424.000000 Penalty: 4810.847168 Iteration 48Q: 3 clusters Score -2637424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -2637426.000000 Penalty: 4810.847168 Iteration 49Q: 3 clusters Score -2637426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -2637426.250000 Penalty: 4810.847168 Iteration 50Q: 3 clusters Score -2637426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -2637429.750000 Penalty: 4810.847168 Iteration 51Q: 3 clusters Score -2637430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -2637435.500000 Penalty: 4810.847168 Iteration 52Q: 3 clusters Score -2637436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 15027 members Entering Unmasked Estep Score: -2637441.250000 Penalty: 4810.847168 Iteration 53Q: 3 clusters Score -2637441 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -2637448.250000 Penalty: 4810.847168 Iteration 54Q: 3 clusters Score -2637448 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -2637448.250000 Penalty: 4810.847168 Iteration 55Q: 3 clusters Score -2637448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 15043 members Entering Unmasked Estep Score: -2637457.750000 Penalty: 4810.847168 Iteration 56Q: 3 clusters Score -2637458 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 15054 members Entering Unmasked Estep Score: -2637466.750000 Penalty: 4810.847168 Iteration 57Q: 3 clusters Score -2637467 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 15065 members Entering Unmasked Estep Score: -2637471.000000 Penalty: 4810.847168 Iteration 58Q: 3 clusters Score -2637471 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 15079 members Entering Unmasked Estep Score: -2637480.250000 Penalty: 4810.847168 Iteration 59Q: 3 clusters Score -2637480 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 15087 members Entering Unmasked Estep Score: -2637477.750000 Penalty: 4810.847168 Iteration 60F: 3 clusters Score -2637478 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 15096 members Entering Unmasked Estep Score: -2637483.250000 Penalty: 4810.847168 Iteration 61Q: 3 clusters Score -2637483 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -2637485.250000 Penalty: 4810.847168 Iteration 62Q: 3 clusters Score -2637485 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -2637495.500000 Penalty: 4810.847168 Iteration 63Q: 3 clusters Score -2637496 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 15137 members Entering Unmasked Estep Score: -2637504.000000 Penalty: 4810.847168 Iteration 64Q: 3 clusters Score -2637504 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -2637515.250000 Penalty: 4810.847168 Iteration 65Q: 3 clusters Score -2637515 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -2637527.750000 Penalty: 4810.847168 Iteration 66Q: 3 clusters Score -2637528 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 15194 members Entering Unmasked Estep Score: -2637543.000000 Penalty: 4810.847168 Iteration 67Q: 3 clusters Score -2637543 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -2637544.500000 Penalty: 4810.847168 Iteration 68Q: 3 clusters Score -2637544 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 15222 members Entering Unmasked Estep Score: -2637550.500000 Penalty: 4810.847168 Iteration 69Q: 3 clusters Score -2637550 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 15238 members Entering Unmasked Estep Score: -2637569.250000 Penalty: 4810.847168 Iteration 70Q: 3 clusters Score -2637569 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 15256 members Entering Unmasked Estep Score: -2637580.750000 Penalty: 4810.847168 Iteration 71Q: 3 clusters Score -2637581 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -2637601.500000 Penalty: 4810.847168 Iteration 72Q: 3 clusters Score -2637602 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 15307 members Entering Unmasked Estep Score: -2637631.000000 Penalty: 4810.847168 Iteration 73Q: 3 clusters Score -2637631 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 15338 members Entering Unmasked Estep Score: -2637680.000000 Penalty: 4810.847168 Iteration 74Q: 3 clusters Score -2637680 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -2637721.000000 Penalty: 4810.847168 Iteration 75Q: 3 clusters Score -2637721 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 15394 members Entering Unmasked Estep Score: -2637755.000000 Penalty: 4810.847168 Iteration 76Q: 3 clusters Score -2637755 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -2637775.500000 Penalty: 4810.847168 Iteration 77Q: 3 clusters Score -2637776 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 15412 members Entering Unmasked Estep Score: -2637784.750000 Penalty: 4810.847168 Iteration 78Q: 3 clusters Score -2637785 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 15422 members Entering Unmasked Estep Score: -2637789.750000 Penalty: 4810.847168 Iteration 79Q: 3 clusters Score -2637790 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 15430 members Entering Unmasked Estep Score: -2637793.750000 Penalty: 4810.847168 Iteration 80F: 3 clusters Score -2637794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 15433 members Entering Unmasked Estep Score: -2637796.250000 Penalty: 4810.847168 Iteration 81Q: 3 clusters Score -2637796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 15434 members Entering Unmasked Estep Score: -2637795.500000 Penalty: 4810.847168 Iteration 82Q: 3 clusters Score -2637796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 15434 members Entering Unmasked Estep Score: -2637795.500000 Penalty: 4810.847168 Iteration 83F: 3 clusters Score -2637796 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -80004.265625 Penalty: 1552.849976 Iteration 0F: 2 clusters Score -80004.27 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 230 members Entering Unmasked Estep Score: -78483.000000 Penalty: 3105.699951 Iteration 0F: 3 clusters Score -78483 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -78688.937500 Penalty: 3105.699951 Iteration 1F: 3 clusters Score -78688.94 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -78778.484375 Penalty: 3105.699951 Iteration 2F: 3 clusters Score -78778.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -78800.820312 Penalty: 3105.699951 Iteration 3Q: 3 clusters Score -78800.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -78818.796875 Penalty: 3105.699951 Iteration 4Q: 3 clusters Score -78818.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -78855.445312 Penalty: 3105.699951 Iteration 5Q: 3 clusters Score -78855.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -78873.187500 Penalty: 3105.699951 Iteration 6Q: 3 clusters Score -78873.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -78878.976562 Penalty: 3105.699951 Iteration 7Q: 3 clusters Score -78878.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -78882.804688 Penalty: 3105.699951 Iteration 8Q: 3 clusters Score -78882.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -78882.804688 Penalty: 3105.699951 Iteration 9F: 3 clusters Score -78882.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -19220.511719 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -19220.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -18523.529297 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -18523.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -18640.076172 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -18640.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -18664.273438 Penalty: 2514.176514 Iteration 2Q: 3 clusters Score -18664.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -18665.914062 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -18665.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -18668.953125 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -18668.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -18676.888672 Penalty: 2514.176514 Iteration 5Q: 3 clusters Score -18676.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -18676.888672 Penalty: 2514.176514 Iteration 6F: 3 clusters Score -18676.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Entering Unmasked Estep Score: -1305552.125000 Penalty: 2224.383301 Iteration 0F: 2 clusters Score -1305552 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -1299243.500000 Penalty: 4448.766602 Iteration 0F: 3 clusters Score -1299244 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -1301024.375000 Penalty: 4448.766602 Iteration 1F: 3 clusters Score -1301024 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1301334.250000 Penalty: 4448.766602 Iteration 2F: 3 clusters Score -1301334 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1301554.625000 Penalty: 4448.766602 Iteration 3F: 3 clusters Score -1301555 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1301761.625000 Penalty: 4448.766602 Iteration 4Q: 3 clusters Score -1301762 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1301963.750000 Penalty: 4448.766602 Iteration 5Q: 3 clusters Score -1301964 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1302190.500000 Penalty: 4448.766602 Iteration 6Q: 3 clusters Score -1302190 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1302424.125000 Penalty: 4448.766602 Iteration 7Q: 3 clusters Score -1302424 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1302653.125000 Penalty: 4448.766602 Iteration 8Q: 3 clusters Score -1302653 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1302869.250000 Penalty: 4448.766602 Iteration 9Q: 3 clusters Score -1302869 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1303047.125000 Penalty: 4448.766602 Iteration 10Q: 3 clusters Score -1303047 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1303190.875000 Penalty: 4448.766602 Iteration 11Q: 3 clusters Score -1303191 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1303311.500000 Penalty: 4448.766602 Iteration 12Q: 3 clusters Score -1303312 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1303411.250000 Penalty: 4448.766602 Iteration 13Q: 3 clusters Score -1303411 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1303490.500000 Penalty: 4448.766602 Iteration 14Q: 3 clusters Score -1303490 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -1303558.125000 Penalty: 4448.766602 Iteration 15Q: 3 clusters Score -1303558 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1303611.000000 Penalty: 4448.766602 Iteration 16Q: 3 clusters Score -1303611 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1303663.625000 Penalty: 4448.766602 Iteration 17Q: 3 clusters Score -1303664 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1303707.000000 Penalty: 4448.766602 Iteration 18Q: 3 clusters Score -1303707 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1303750.625000 Penalty: 4448.766602 Iteration 19Q: 3 clusters Score -1303751 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -1303802.750000 Penalty: 4448.766602 Iteration 20F: 3 clusters Score -1303803 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -1303868.375000 Penalty: 4448.766602 Iteration 21Q: 3 clusters Score -1303868 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1303928.625000 Penalty: 4448.766602 Iteration 22Q: 3 clusters Score -1303929 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1303990.125000 Penalty: 4448.766602 Iteration 23Q: 3 clusters Score -1303990 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1304045.875000 Penalty: 4448.766602 Iteration 24Q: 3 clusters Score -1304046 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1304109.125000 Penalty: 4448.766602 Iteration 25Q: 3 clusters Score -1304109 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1304152.625000 Penalty: 4448.766602 Iteration 26Q: 3 clusters Score -1304153 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1304193.250000 Penalty: 4448.766602 Iteration 27Q: 3 clusters Score -1304193 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1304232.125000 Penalty: 4448.766602 Iteration 28Q: 3 clusters Score -1304232 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1304263.500000 Penalty: 4448.766602 Iteration 29Q: 3 clusters Score -1304264 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1304292.125000 Penalty: 4448.766602 Iteration 30Q: 3 clusters Score -1304292 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1304312.875000 Penalty: 4448.766602 Iteration 31Q: 3 clusters Score -1304313 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1304339.625000 Penalty: 4448.766602 Iteration 32Q: 3 clusters Score -1304340 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1304359.250000 Penalty: 4448.766602 Iteration 33Q: 3 clusters Score -1304359 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1304375.750000 Penalty: 4448.766602 Iteration 34Q: 3 clusters Score -1304376 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1304393.250000 Penalty: 4448.766602 Iteration 35Q: 3 clusters Score -1304393 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1304408.375000 Penalty: 4448.766602 Iteration 36Q: 3 clusters Score -1304408 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1304422.375000 Penalty: 4448.766602 Iteration 37Q: 3 clusters Score -1304422 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1304441.375000 Penalty: 4448.766602 Iteration 38Q: 3 clusters Score -1304441 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1304457.000000 Penalty: 4448.766602 Iteration 39Q: 3 clusters Score -1304457 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1304475.500000 Penalty: 4448.766602 Iteration 40F: 3 clusters Score -1304476 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1304479.875000 Penalty: 4448.766602 Iteration 41Q: 3 clusters Score -1304480 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1304485.250000 Penalty: 4448.766602 Iteration 42Q: 3 clusters Score -1304485 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -1304496.875000 Penalty: 4448.766602 Iteration 43Q: 3 clusters Score -1304497 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1304508.750000 Penalty: 4448.766602 Iteration 44Q: 3 clusters Score -1304509 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1304515.250000 Penalty: 4448.766602 Iteration 45Q: 3 clusters Score -1304515 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1304519.125000 Penalty: 4448.766602 Iteration 46Q: 3 clusters Score -1304519 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -1304523.250000 Penalty: 4448.766602 Iteration 47Q: 3 clusters Score -1304523 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -1304529.500000 Penalty: 4448.766602 Iteration 48Q: 3 clusters Score -1304530 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1304533.500000 Penalty: 4448.766602 Iteration 49Q: 3 clusters Score -1304534 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1304536.625000 Penalty: 4448.766602 Iteration 50Q: 3 clusters Score -1304537 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -1304539.125000 Penalty: 4448.766602 Iteration 51Q: 3 clusters Score -1304539 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1304549.750000 Penalty: 4448.766602 Iteration 52Q: 3 clusters Score -1304550 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1304554.625000 Penalty: 4448.766602 Iteration 53Q: 3 clusters Score -1304555 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1304563.125000 Penalty: 4448.766602 Iteration 54Q: 3 clusters Score -1304563 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1304569.500000 Penalty: 4448.766602 Iteration 55Q: 3 clusters Score -1304570 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1304577.125000 Penalty: 4448.766602 Iteration 56Q: 3 clusters Score -1304577 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1304578.000000 Penalty: 4448.766602 Iteration 57Q: 3 clusters Score -1304578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1304577.625000 Penalty: 4448.766602 Iteration 58Q: 3 clusters Score -1304578 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1304580.750000 Penalty: 4448.766602 Iteration 59Q: 3 clusters Score -1304581 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1304587.250000 Penalty: 4448.766602 Iteration 60F: 3 clusters Score -1304587 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1304587.000000 Penalty: 4448.766602 Iteration 61Q: 3 clusters Score -1304587 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1304592.250000 Penalty: 4448.766602 Iteration 62Q: 3 clusters Score -1304592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1304591.375000 Penalty: 4448.766602 Iteration 63Q: 3 clusters Score -1304591 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1304591.625000 Penalty: 4448.766602 Iteration 64Q: 3 clusters Score -1304592 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -1304593.500000 Penalty: 4448.766602 Iteration 65Q: 3 clusters Score -1304594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1304595.125000 Penalty: 4448.766602 Iteration 66Q: 3 clusters Score -1304595 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1304596.125000 Penalty: 4448.766602 Iteration 67Q: 3 clusters Score -1304596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -1304598.750000 Penalty: 4448.766602 Iteration 68Q: 3 clusters Score -1304599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1304601.500000 Penalty: 4448.766602 Iteration 69Q: 3 clusters Score -1304602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1304601.375000 Penalty: 4448.766602 Iteration 70Q: 3 clusters Score -1304601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1304602.000000 Penalty: 4448.766602 Iteration 71Q: 3 clusters Score -1304602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -1304603.250000 Penalty: 4448.766602 Iteration 72Q: 3 clusters Score -1304603 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1304602.875000 Penalty: 4448.766602 Iteration 73Q: 3 clusters Score -1304603 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1304604.500000 Penalty: 4448.766602 Iteration 74Q: 3 clusters Score -1304604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1304606.250000 Penalty: 4448.766602 Iteration 75Q: 3 clusters Score -1304606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -1304606.625000 Penalty: 4448.766602 Iteration 76Q: 3 clusters Score -1304607 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1304609.125000 Penalty: 4448.766602 Iteration 77Q: 3 clusters Score -1304609 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1304609.125000 Penalty: 4448.766602 Iteration 78F: 3 clusters Score -1304609 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Entering Unmasked Estep Score: -146433.140625 Penalty: 1717.791138 Iteration 0F: 2 clusters Score -146433.1 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 507 members Entering Unmasked Estep Score: -144539.390625 Penalty: 3435.582275 Iteration 0F: 3 clusters Score -144539.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -145008.125000 Penalty: 3435.582275 Iteration 1F: 3 clusters Score -145008.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -145193.937500 Penalty: 3435.582275 Iteration 2F: 3 clusters Score -145193.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -145371.890625 Penalty: 3435.582275 Iteration 3F: 3 clusters Score -145371.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -145547.187500 Penalty: 3435.582275 Iteration 4F: 3 clusters Score -145547.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -145677.828125 Penalty: 3435.582275 Iteration 5F: 3 clusters Score -145677.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -145750.046875 Penalty: 3435.582275 Iteration 6Q: 3 clusters Score -145750 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -145796.546875 Penalty: 3435.582275 Iteration 7Q: 3 clusters Score -145796.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -145818.312500 Penalty: 3435.582275 Iteration 8Q: 3 clusters Score -145818.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -145836.187500 Penalty: 3435.582275 Iteration 9Q: 3 clusters Score -145836.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -145841.281250 Penalty: 3435.582275 Iteration 10Q: 3 clusters Score -145841.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -145848.187500 Penalty: 3435.582275 Iteration 11Q: 3 clusters Score -145848.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -145856.875000 Penalty: 3435.582275 Iteration 12Q: 3 clusters Score -145856.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -145866.281250 Penalty: 3435.582275 Iteration 13Q: 3 clusters Score -145866.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -145879.781250 Penalty: 3435.582275 Iteration 14Q: 3 clusters Score -145879.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -145899.734375 Penalty: 3435.582275 Iteration 15Q: 3 clusters Score -145899.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -145908.625000 Penalty: 3435.582275 Iteration 16Q: 3 clusters Score -145908.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -145911.937500 Penalty: 3435.582275 Iteration 17Q: 3 clusters Score -145911.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -145922.015625 Penalty: 3435.582275 Iteration 18Q: 3 clusters Score -145922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -145931.984375 Penalty: 3435.582275 Iteration 19Q: 3 clusters Score -145932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -145947.187500 Penalty: 3435.582275 Iteration 20F: 3 clusters Score -145947.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -145951.671875 Penalty: 3435.582275 Iteration 21Q: 3 clusters Score -145951.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -145955.718750 Penalty: 3435.582275 Iteration 22Q: 3 clusters Score -145955.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -145955.906250 Penalty: 3435.582275 Iteration 23Q: 3 clusters Score -145955.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -145955.890625 Penalty: 3435.582275 Iteration 24Q: 3 clusters Score -145955.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -145957.000000 Penalty: 3435.582275 Iteration 25Q: 3 clusters Score -145957 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -145957.000000 Penalty: 3435.582275 Iteration 26F: 3 clusters Score -145957 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (10184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Entering Unmasked Estep Score: -1740851.750000 Penalty: 2288.686035 Iteration 0F: 2 clusters Score -1740852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1733071.500000 Penalty: 4577.372070 Iteration 0F: 3 clusters Score -1733072 nChanged 4186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1735200.125000 Penalty: 4577.372070 Iteration 1F: 3 clusters Score -1735200 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1735475.625000 Penalty: 4577.372070 Iteration 2F: 3 clusters Score -1735476 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -1735702.500000 Penalty: 4577.372070 Iteration 3Q: 3 clusters Score -1735702 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1735865.250000 Penalty: 4577.372070 Iteration 4Q: 3 clusters Score -1735865 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1736027.125000 Penalty: 4577.372070 Iteration 5Q: 3 clusters Score -1736027 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1736143.500000 Penalty: 4577.372070 Iteration 6Q: 3 clusters Score -1736144 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1736223.750000 Penalty: 4577.372070 Iteration 7Q: 3 clusters Score -1736224 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -1736275.625000 Penalty: 4577.372070 Iteration 8Q: 3 clusters Score -1736276 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1736315.625000 Penalty: 4577.372070 Iteration 9Q: 3 clusters Score -1736316 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1736357.375000 Penalty: 4577.372070 Iteration 10Q: 3 clusters Score -1736357 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1736401.750000 Penalty: 4577.372070 Iteration 11Q: 3 clusters Score -1736402 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1736438.625000 Penalty: 4577.372070 Iteration 12Q: 3 clusters Score -1736439 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1736473.625000 Penalty: 4577.372070 Iteration 13Q: 3 clusters Score -1736474 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1736505.250000 Penalty: 4577.372070 Iteration 14Q: 3 clusters Score -1736505 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1736538.375000 Penalty: 4577.372070 Iteration 15Q: 3 clusters Score -1736538 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1736564.125000 Penalty: 4577.372070 Iteration 16Q: 3 clusters Score -1736564 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1736596.875000 Penalty: 4577.372070 Iteration 17Q: 3 clusters Score -1736597 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1736623.750000 Penalty: 4577.372070 Iteration 18Q: 3 clusters Score -1736624 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1736657.375000 Penalty: 4577.372070 Iteration 19Q: 3 clusters Score -1736657 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1736686.000000 Penalty: 4577.372070 Iteration 20F: 3 clusters Score -1736686 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1736723.250000 Penalty: 4577.372070 Iteration 21Q: 3 clusters Score -1736723 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -1736756.750000 Penalty: 4577.372070 Iteration 22Q: 3 clusters Score -1736757 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -1736784.375000 Penalty: 4577.372070 Iteration 23Q: 3 clusters Score -1736784 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1736822.250000 Penalty: 4577.372070 Iteration 24Q: 3 clusters Score -1736822 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -1736850.625000 Penalty: 4577.372070 Iteration 25Q: 3 clusters Score -1736851 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -1736896.250000 Penalty: 4577.372070 Iteration 26Q: 3 clusters Score -1736896 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -1736946.250000 Penalty: 4577.372070 Iteration 27Q: 3 clusters Score -1736946 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1737013.125000 Penalty: 4577.372070 Iteration 28Q: 3 clusters Score -1737013 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1737083.375000 Penalty: 4577.372070 Iteration 29Q: 3 clusters Score -1737083 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1737172.500000 Penalty: 4577.372070 Iteration 30Q: 3 clusters Score -1737172 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -1737289.625000 Penalty: 4577.372070 Iteration 31Q: 3 clusters Score -1737290 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1737399.875000 Penalty: 4577.372070 Iteration 32Q: 3 clusters Score -1737400 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -1737529.125000 Penalty: 4577.372070 Iteration 33Q: 3 clusters Score -1737529 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1737674.875000 Penalty: 4577.372070 Iteration 34Q: 3 clusters Score -1737675 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -1737824.000000 Penalty: 4577.372070 Iteration 35Q: 3 clusters Score -1737824 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -1737971.125000 Penalty: 4577.372070 Iteration 36Q: 3 clusters Score -1737971 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -1738130.250000 Penalty: 4577.372070 Iteration 37Q: 3 clusters Score -1738130 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -1738264.125000 Penalty: 4577.372070 Iteration 38Q: 3 clusters Score -1738264 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -1738388.375000 Penalty: 4577.372070 Iteration 39Q: 3 clusters Score -1738388 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -1738485.250000 Penalty: 4577.372070 Iteration 40F: 3 clusters Score -1738485 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -1738557.875000 Penalty: 4577.372070 Iteration 41Q: 3 clusters Score -1738558 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1738618.000000 Penalty: 4577.372070 Iteration 42Q: 3 clusters Score -1738618 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1738668.250000 Penalty: 4577.372070 Iteration 43Q: 3 clusters Score -1738668 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -1738701.125000 Penalty: 4577.372070 Iteration 44Q: 3 clusters Score -1738701 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 9605 members Entering Unmasked Estep Score: -1738733.875000 Penalty: 4577.372070 Iteration 45Q: 3 clusters Score -1738734 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -1738765.375000 Penalty: 4577.372070 Iteration 46Q: 3 clusters Score -1738765 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -1738786.625000 Penalty: 4577.372070 Iteration 47Q: 3 clusters Score -1738787 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -1738806.375000 Penalty: 4577.372070 Iteration 48Q: 3 clusters Score -1738806 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -1738815.250000 Penalty: 4577.372070 Iteration 49Q: 3 clusters Score -1738815 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1738829.875000 Penalty: 4577.372070 Iteration 50Q: 3 clusters Score -1738830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -1738842.625000 Penalty: 4577.372070 Iteration 51Q: 3 clusters Score -1738843 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -1738850.125000 Penalty: 4577.372070 Iteration 52Q: 3 clusters Score -1738850 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -1738860.250000 Penalty: 4577.372070 Iteration 53Q: 3 clusters Score -1738860 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -1738865.750000 Penalty: 4577.372070 Iteration 54Q: 3 clusters Score -1738866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -1738872.500000 Penalty: 4577.372070 Iteration 55Q: 3 clusters Score -1738872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -1738883.125000 Penalty: 4577.372070 Iteration 56Q: 3 clusters Score -1738883 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -1738889.375000 Penalty: 4577.372070 Iteration 57Q: 3 clusters Score -1738889 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 9749 members Entering Unmasked Estep Score: -1738894.375000 Penalty: 4577.372070 Iteration 58Q: 3 clusters Score -1738894 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -1738901.000000 Penalty: 4577.372070 Iteration 59Q: 3 clusters Score -1738901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -1738903.500000 Penalty: 4577.372070 Iteration 60F: 3 clusters Score -1738904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -1738907.750000 Penalty: 4577.372070 Iteration 61Q: 3 clusters Score -1738908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 9770 members Entering Unmasked Estep Score: -1738909.625000 Penalty: 4577.372070 Iteration 62Q: 3 clusters Score -1738910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -1738914.375000 Penalty: 4577.372070 Iteration 63Q: 3 clusters Score -1738914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -1738914.500000 Penalty: 4577.372070 Iteration 64Q: 3 clusters Score -1738914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -1738914.500000 Penalty: 4577.372070 Iteration 65F: 3 clusters Score -1738914 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -21189.201172 Penalty: 1290.593628 Iteration 0F: 2 clusters Score -21189.2 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 86 members Entering Unmasked Estep Score: -20291.759766 Penalty: 2581.187256 Iteration 0F: 3 clusters Score -20291.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -20401.701172 Penalty: 2581.187256 Iteration 1F: 3 clusters Score -20401.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20446.048828 Penalty: 2581.187256 Iteration 2Q: 3 clusters Score -20446.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20451.875000 Penalty: 2581.187256 Iteration 3Q: 3 clusters Score -20451.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -20455.902344 Penalty: 2581.187256 Iteration 4Q: 3 clusters Score -20455.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -20455.902344 Penalty: 2581.187256 Iteration 5F: 3 clusters Score -20455.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (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: -289719.656250 Penalty: 1873.604980 Iteration 0F: 2 clusters Score -289719.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -287132.593750 Penalty: 3747.209961 Iteration 0F: 3 clusters Score -287132.6 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -287670.375000 Penalty: 3747.209961 Iteration 1F: 3 clusters Score -287670.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -287813.625000 Penalty: 3747.209961 Iteration 2F: 3 clusters Score -287813.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -287921.031250 Penalty: 3747.209961 Iteration 3F: 3 clusters Score -287921 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -288000.062500 Penalty: 3747.209961 Iteration 4Q: 3 clusters Score -288000.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -288057.437500 Penalty: 3747.209961 Iteration 5Q: 3 clusters Score -288057.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -288107.468750 Penalty: 3747.209961 Iteration 6Q: 3 clusters Score -288107.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -288149.156250 Penalty: 3747.209961 Iteration 7Q: 3 clusters Score -288149.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -288183.906250 Penalty: 3747.209961 Iteration 8Q: 3 clusters Score -288183.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -288226.937500 Penalty: 3747.209961 Iteration 9Q: 3 clusters Score -288226.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -288262.093750 Penalty: 3747.209961 Iteration 10Q: 3 clusters Score -288262.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -288297.656250 Penalty: 3747.209961 Iteration 11Q: 3 clusters Score -288297.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -288331.906250 Penalty: 3747.209961 Iteration 12Q: 3 clusters Score -288331.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -288398.125000 Penalty: 3747.209961 Iteration 13Q: 3 clusters Score -288398.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -288456.843750 Penalty: 3747.209961 Iteration 14Q: 3 clusters Score -288456.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -288488.750000 Penalty: 3747.209961 Iteration 15Q: 3 clusters Score -288488.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -288516.000000 Penalty: 3747.209961 Iteration 16Q: 3 clusters Score -288516 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -288536.562500 Penalty: 3747.209961 Iteration 17Q: 3 clusters Score -288536.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -288550.937500 Penalty: 3747.209961 Iteration 18Q: 3 clusters Score -288550.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -288559.343750 Penalty: 3747.209961 Iteration 19Q: 3 clusters Score -288559.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -288568.312500 Penalty: 3747.209961 Iteration 20F: 3 clusters Score -288568.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -288575.843750 Penalty: 3747.209961 Iteration 21Q: 3 clusters Score -288575.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -288582.125000 Penalty: 3747.209961 Iteration 22Q: 3 clusters Score -288582.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -288593.593750 Penalty: 3747.209961 Iteration 23Q: 3 clusters Score -288593.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -288606.281250 Penalty: 3747.209961 Iteration 24Q: 3 clusters Score -288606.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -288616.562500 Penalty: 3747.209961 Iteration 25Q: 3 clusters Score -288616.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -288623.375000 Penalty: 3747.209961 Iteration 26Q: 3 clusters Score -288623.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -288626.906250 Penalty: 3747.209961 Iteration 27Q: 3 clusters Score -288626.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -288630.875000 Penalty: 3747.209961 Iteration 28Q: 3 clusters Score -288630.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -288632.531250 Penalty: 3747.209961 Iteration 29Q: 3 clusters Score -288632.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -288636.062500 Penalty: 3747.209961 Iteration 30Q: 3 clusters Score -288636.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -288641.625000 Penalty: 3747.209961 Iteration 31Q: 3 clusters Score -288641.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -288642.625000 Penalty: 3747.209961 Iteration 32Q: 3 clusters Score -288642.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -288643.437500 Penalty: 3747.209961 Iteration 33Q: 3 clusters Score -288643.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -288646.031250 Penalty: 3747.209961 Iteration 34Q: 3 clusters Score -288646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -288647.312500 Penalty: 3747.209961 Iteration 35Q: 3 clusters Score -288647.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -288648.062500 Penalty: 3747.209961 Iteration 36Q: 3 clusters Score -288648.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -288649.062500 Penalty: 3747.209961 Iteration 37Q: 3 clusters Score -288649.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -288652.281250 Penalty: 3747.209961 Iteration 38Q: 3 clusters Score -288652.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -288656.312500 Penalty: 3747.209961 Iteration 39Q: 3 clusters Score -288656.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -288660.593750 Penalty: 3747.209961 Iteration 40F: 3 clusters Score -288660.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -288664.468750 Penalty: 3747.209961 Iteration 41Q: 3 clusters Score -288664.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -288665.500000 Penalty: 3747.209961 Iteration 42Q: 3 clusters Score -288665.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -288667.375000 Penalty: 3747.209961 Iteration 43Q: 3 clusters Score -288667.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -288667.843750 Penalty: 3747.209961 Iteration 44Q: 3 clusters Score -288667.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -288667.843750 Penalty: 3747.209961 Iteration 45F: 3 clusters Score -288667.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (16838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16838 members Entering Unmasked Estep Score: -2900960.750000 Penalty: 2413.385742 Iteration 0F: 2 clusters Score -2900961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -2888962.000000 Penalty: 4826.771484 Iteration 0F: 3 clusters Score -2888962 nChanged 7282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -2892743.000000 Penalty: 4826.771484 Iteration 1F: 3 clusters Score -2892743 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -2892988.000000 Penalty: 4826.771484 Iteration 2Q: 3 clusters Score -2892988 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -2893181.250000 Penalty: 4826.771484 Iteration 3Q: 3 clusters Score -2893181 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -2893350.000000 Penalty: 4826.771484 Iteration 4Q: 3 clusters Score -2893350 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -2893495.500000 Penalty: 4826.771484 Iteration 5Q: 3 clusters Score -2893496 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -2893634.000000 Penalty: 4826.771484 Iteration 6Q: 3 clusters Score -2893634 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -2893740.500000 Penalty: 4826.771484 Iteration 7Q: 3 clusters Score -2893740 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -2893827.500000 Penalty: 4826.771484 Iteration 8Q: 3 clusters Score -2893828 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -2893917.750000 Penalty: 4826.771484 Iteration 9Q: 3 clusters Score -2893918 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -2894042.250000 Penalty: 4826.771484 Iteration 10Q: 3 clusters Score -2894042 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -2894181.250000 Penalty: 4826.771484 Iteration 11Q: 3 clusters Score -2894181 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -2894349.250000 Penalty: 4826.771484 Iteration 12Q: 3 clusters Score -2894349 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -2894574.250000 Penalty: 4826.771484 Iteration 13Q: 3 clusters Score -2894574 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -2894889.000000 Penalty: 4826.771484 Iteration 14Q: 3 clusters Score -2894889 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -2895387.750000 Penalty: 4826.771484 Iteration 15Q: 3 clusters Score -2895388 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13485 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -2896000.250000 Penalty: 4826.771484 Iteration 16F: 3 clusters Score -2896000 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14345 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -2896679.750000 Penalty: 4826.771484 Iteration 17F: 3 clusters Score -2896680 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15121 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2897362.250000 Penalty: 4826.771484 Iteration 18Q: 3 clusters Score -2897362 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -2897906.000000 Penalty: 4826.771484 Iteration 19Q: 3 clusters Score -2897906 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16107 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -2898265.000000 Penalty: 4826.771484 Iteration 20F: 3 clusters Score -2898265 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16333 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -2898519.000000 Penalty: 4826.771484 Iteration 21Q: 3 clusters Score -2898519 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -2898661.500000 Penalty: 4826.771484 Iteration 22Q: 3 clusters Score -2898662 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16495 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -2898731.000000 Penalty: 4826.771484 Iteration 23Q: 3 clusters Score -2898731 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16524 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -2898767.750000 Penalty: 4826.771484 Iteration 24Q: 3 clusters Score -2898768 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16539 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -2898794.500000 Penalty: 4826.771484 Iteration 25Q: 3 clusters Score -2898794 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -2898812.750000 Penalty: 4826.771484 Iteration 26Q: 3 clusters Score -2898813 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -2898816.000000 Penalty: 4826.771484 Iteration 27Q: 3 clusters Score -2898816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -2898821.500000 Penalty: 4826.771484 Iteration 28Q: 3 clusters Score -2898822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -2898823.750000 Penalty: 4826.771484 Iteration 29Q: 3 clusters Score -2898824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -2898825.250000 Penalty: 4826.771484 Iteration 30Q: 3 clusters Score -2898825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -2898829.250000 Penalty: 4826.771484 Iteration 31Q: 3 clusters Score -2898829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -2898830.500000 Penalty: 4826.771484 Iteration 32Q: 3 clusters Score -2898830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -2898835.000000 Penalty: 4826.771484 Iteration 33Q: 3 clusters Score -2898835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -2898836.250000 Penalty: 4826.771484 Iteration 34Q: 3 clusters Score -2898836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -2898836.250000 Penalty: 4826.771484 Iteration 35F: 3 clusters Score -2898836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9974 members Mstep: Class 9 contains 21583 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8967 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46464 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15699 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14467 members Mstep: Class 25 contains 24161 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4273 members Mstep: Class 28 contains 48286 members Mstep: Class 29 contains 8696 members Mstep: Class 30 contains 16306 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7858 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16838 members Entering Unmasked Estep ConsiderDeletion Score: -51832568.000000 Penalty: 119540.773438 Iteration 199Q: 39 clusters Score -5.183257e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21582 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8964 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46435 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15689 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14467 members Mstep: Class 25 contains 24163 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4274 members Mstep: Class 28 contains 48289 members Mstep: Class 29 contains 8696 members Mstep: Class 30 contains 16304 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 16878 members Entering Unmasked Estep ConsiderDeletion Score: -51832528.000000 Penalty: 119540.773438 Iteration 200F: 39 clusters Score -5.183253e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21582 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8961 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46408 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15686 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14465 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4275 members Mstep: Class 28 contains 48284 members Mstep: Class 29 contains 8696 members Mstep: Class 30 contains 16304 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 16917 members Entering Unmasked Estep ConsiderDeletion Score: -51832528.000000 Penalty: 119540.773438 Iteration 201Q: 39 clusters Score -5.183253e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21582 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8960 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46387 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15680 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14465 members Mstep: Class 25 contains 24166 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4275 members Mstep: Class 28 contains 48283 members Mstep: Class 29 contains 8693 members Mstep: Class 30 contains 16303 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 16949 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 202Q: 39 clusters Score -5.183254e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21582 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8959 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46370 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15676 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14466 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4274 members Mstep: Class 28 contains 48281 members Mstep: Class 29 contains 8691 members Mstep: Class 30 contains 16303 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 16974 members Entering Unmasked Estep ConsiderDeletion Score: -51832560.000000 Penalty: 119540.773438 Iteration 203Q: 39 clusters Score -5.183256e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8958 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46359 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15675 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14465 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4275 members Mstep: Class 28 contains 48281 members Mstep: Class 29 contains 8691 members Mstep: Class 30 contains 16302 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 16989 members Entering Unmasked Estep ConsiderDeletion Score: -51832508.000000 Penalty: 119540.773438 Iteration 204Q: 39 clusters Score -5.183251e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8959 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46353 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15672 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14463 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4276 members Mstep: Class 28 contains 48281 members Mstep: Class 29 contains 8691 members Mstep: Class 30 contains 16300 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17000 members Entering Unmasked Estep ConsiderDeletion Score: -51832524.000000 Penalty: 119540.773438 Iteration 205Q: 39 clusters Score -5.183252e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46351 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15666 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14462 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4277 members Mstep: Class 28 contains 48280 members Mstep: Class 29 contains 8690 members Mstep: Class 30 contains 16300 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17013 members Entering Unmasked Estep ConsiderDeletion Score: -51832508.000000 Penalty: 119540.773438 Iteration 206Q: 39 clusters Score -5.183251e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46340 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15660 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14461 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4278 members Mstep: Class 28 contains 48280 members Mstep: Class 29 contains 8692 members Mstep: Class 30 contains 16300 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17029 members Entering Unmasked Estep ConsiderDeletion Score: -51832516.000000 Penalty: 119540.773438 Iteration 207Q: 39 clusters Score -5.183252e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46327 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15655 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48281 members Mstep: Class 29 contains 8691 members Mstep: Class 30 contains 16301 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17048 members Entering Unmasked Estep ConsiderDeletion Score: -51832520.000000 Penalty: 119540.773438 Iteration 208Q: 39 clusters Score -5.183252e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46308 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15653 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48280 members Mstep: Class 29 contains 8691 members Mstep: Class 30 contains 16301 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17069 members Entering Unmasked Estep ConsiderDeletion Score: -51832528.000000 Penalty: 119540.773438 Iteration 209Q: 39 clusters Score -5.183253e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46300 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15650 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 24168 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48279 members Mstep: Class 29 contains 8691 members Mstep: Class 30 contains 16299 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17081 members Entering Unmasked Estep ConsiderDeletion Score: -51832552.000000 Penalty: 119540.773438 Iteration 210Q: 39 clusters Score -5.183255e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46286 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15648 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48279 members Mstep: Class 29 contains 8692 members Mstep: Class 30 contains 16298 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17096 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 211Q: 39 clusters Score -5.183246e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46277 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15646 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14459 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48278 members Mstep: Class 29 contains 8692 members Mstep: Class 30 contains 16297 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17108 members Entering Unmasked Estep ConsiderDeletion Score: -51832468.000000 Penalty: 119540.773438 Iteration 212Q: 39 clusters Score -5.183247e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46262 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15644 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14457 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48278 members Mstep: Class 29 contains 8692 members Mstep: Class 30 contains 16296 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17127 members Entering Unmasked Estep ConsiderDeletion Score: -51832480.000000 Penalty: 119540.773438 Iteration 213Q: 39 clusters Score -5.183248e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46245 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15643 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14457 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8692 members Mstep: Class 30 contains 16295 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17149 members Entering Unmasked Estep ConsiderDeletion Score: -51832480.000000 Penalty: 119540.773438 Iteration 214Q: 39 clusters Score -5.183248e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46237 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15635 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14456 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4278 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8690 members Mstep: Class 30 contains 16295 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17170 members Entering Unmasked Estep ConsiderDeletion Score: -51832528.000000 Penalty: 119540.773438 Iteration 215Q: 39 clusters Score -5.183253e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8956 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46235 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15626 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1721 members Mstep: Class 24 contains 14454 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48274 members Mstep: Class 29 contains 8690 members Mstep: Class 30 contains 16295 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17183 members Entering Unmasked Estep ConsiderDeletion Score: -51832532.000000 Penalty: 119540.773438 Iteration 216Q: 39 clusters Score -5.183253e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8956 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46228 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15618 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1722 members Mstep: Class 24 contains 14451 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48274 members Mstep: Class 29 contains 8693 members Mstep: Class 30 contains 16294 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10184 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17197 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 217Q: 39 clusters Score -5.183254e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8955 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46222 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15612 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14447 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48274 members Mstep: Class 29 contains 8695 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17211 members Entering Unmasked Estep ConsiderDeletion Score: -51832548.000000 Penalty: 119540.773438 Iteration 218Q: 39 clusters Score -5.183255e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8956 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46221 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15608 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14441 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8696 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1908 members Mstep: Class 38 contains 17219 members Entering Unmasked Estep ConsiderDeletion Score: -51832624.000000 Penalty: 119540.773438 Iteration 219Q: 39 clusters Score -5.183262e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8955 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46222 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15604 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14440 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4279 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1908 members Mstep: Class 38 contains 17223 members Entering Unmasked Estep ConsiderDeletion Score: -51832596.000000 Penalty: 119540.773438 Iteration 220F: 39 clusters Score -5.18326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8956 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46221 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15599 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14442 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4278 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16291 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1908 members Mstep: Class 38 contains 17228 members Entering Unmasked Estep ConsiderDeletion Score: -51832620.000000 Penalty: 119540.773438 Iteration 221Q: 39 clusters Score -5.183262e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46219 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15596 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14442 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4278 members Mstep: Class 28 contains 48276 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16291 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1908 members Mstep: Class 38 contains 17233 members Entering Unmasked Estep ConsiderDeletion Score: -51832624.000000 Penalty: 119540.773438 Iteration 222Q: 39 clusters Score -5.183262e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46217 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15590 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14442 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4278 members Mstep: Class 28 contains 48279 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16291 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17237 members Entering Unmasked Estep ConsiderDeletion Score: -51832632.000000 Penalty: 119540.773438 Iteration 223Q: 39 clusters Score -5.183263e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46210 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15587 members Mstep: Class 20 contains 7172 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14443 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8698 members Mstep: Class 30 contains 16291 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17247 members Entering Unmasked Estep ConsiderDeletion Score: -51832632.000000 Penalty: 119540.773438 Iteration 224Q: 39 clusters Score -5.183263e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46205 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15588 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14441 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48275 members Mstep: Class 29 contains 8699 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17253 members Entering Unmasked Estep ConsiderDeletion Score: -51832612.000000 Penalty: 119540.773438 Iteration 225Q: 39 clusters Score -5.183261e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46195 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15583 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14440 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48279 members Mstep: Class 29 contains 8699 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1909 members Mstep: Class 38 contains 17265 members Entering Unmasked Estep ConsiderDeletion Score: -51832572.000000 Penalty: 119540.773438 Iteration 226Q: 39 clusters Score -5.183257e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8957 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46182 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15575 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14441 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48283 members Mstep: Class 29 contains 8700 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 17279 members Entering Unmasked Estep ConsiderDeletion Score: -51832552.000000 Penalty: 119540.773438 Iteration 227Q: 39 clusters Score -5.183255e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8954 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46168 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15570 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14441 members Mstep: Class 25 contains 24169 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48284 members Mstep: Class 29 contains 8701 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1912 members Mstep: Class 38 contains 17296 members Entering Unmasked Estep ConsiderDeletion Score: -51832552.000000 Penalty: 119540.773438 Iteration 228Q: 39 clusters Score -5.183255e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8955 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46158 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15565 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14439 members Mstep: Class 25 contains 24168 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48284 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16293 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1912 members Mstep: Class 38 contains 17310 members Entering Unmasked Estep ConsiderDeletion Score: -51832568.000000 Penalty: 119540.773438 Iteration 229Q: 39 clusters Score -5.183257e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8954 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46150 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15560 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14438 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48285 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16293 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1912 members Mstep: Class 38 contains 17325 members Entering Unmasked Estep ConsiderDeletion Score: -51832524.000000 Penalty: 119540.773438 Iteration 230Q: 39 clusters Score -5.183252e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8951 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46153 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15547 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 555 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14438 members Mstep: Class 25 contains 24167 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48286 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16292 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1912 members Mstep: Class 38 contains 17337 members Entering Unmasked Estep ConsiderDeletion Score: -51832536.000000 Penalty: 119540.773438 Iteration 231Q: 39 clusters Score -5.183254e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9969 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46152 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15533 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14437 members Mstep: Class 25 contains 24166 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48288 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16291 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7860 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1913 members Mstep: Class 38 contains 17351 members Entering Unmasked Estep ConsiderDeletion Score: -51832532.000000 Penalty: 119540.773438 Iteration 232Q: 39 clusters Score -5.183253e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46151 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15525 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14435 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48289 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16289 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1914 members Mstep: Class 38 contains 17361 members Entering Unmasked Estep ConsiderDeletion Score: -51832556.000000 Penalty: 119540.773438 Iteration 233Q: 39 clusters Score -5.183256e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21581 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8951 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46154 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15516 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14434 members Mstep: Class 25 contains 24166 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48291 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16287 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1916 members Mstep: Class 38 contains 17366 members Entering Unmasked Estep ConsiderDeletion Score: -51832532.000000 Penalty: 119540.773438 Iteration 234Q: 39 clusters Score -5.183253e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21580 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4134 members Mstep: Class 14 contains 5228 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46150 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15511 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10234 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14433 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4280 members Mstep: Class 28 contains 48294 members Mstep: Class 29 contains 8704 members Mstep: Class 30 contains 16283 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1916 members Mstep: Class 38 contains 17376 members Entering Unmasked Estep ConsiderDeletion Score: -51832580.000000 Penalty: 119540.773438 Iteration 235Q: 39 clusters Score -5.183258e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9970 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8953 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46148 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15505 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14432 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48296 members Mstep: Class 29 contains 8704 members Mstep: Class 30 contains 16280 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10185 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1918 members Mstep: Class 38 contains 17383 members Entering Unmasked Estep ConsiderDeletion Score: -51832532.000000 Penalty: 119540.773438 Iteration 236Q: 39 clusters Score -5.183253e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46140 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15505 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14432 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48296 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10186 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17392 members Entering Unmasked Estep ConsiderDeletion Score: -51832512.000000 Penalty: 119540.773438 Iteration 237Q: 39 clusters Score -5.183251e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21579 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46136 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15502 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14431 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48297 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17398 members Entering Unmasked Estep ConsiderDeletion Score: -51832456.000000 Penalty: 119540.773438 Iteration 238Q: 39 clusters Score -5.183246e+07 nChanged 7 Entering ConstructFrom: Score: -51832456.000000 Penalty: 119540.773438 Entering ConstructFrom: Trying to split cluster 1 (3855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Entering Unmasked Estep Score: -594509.000000 Penalty: 2047.767212 Iteration 0F: 2 clusters Score -594509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -590712.187500 Penalty: 4095.534424 Iteration 0F: 3 clusters Score -590712.2 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -591740.812500 Penalty: 4095.534424 Iteration 1F: 3 clusters Score -591740.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -592075.187500 Penalty: 4095.534424 Iteration 2F: 3 clusters Score -592075.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -592291.250000 Penalty: 4095.534424 Iteration 3F: 3 clusters Score -592291.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -592423.687500 Penalty: 4095.534424 Iteration 4F: 3 clusters Score -592423.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -592525.312500 Penalty: 4095.534424 Iteration 5Q: 3 clusters Score -592525.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -592627.562500 Penalty: 4095.534424 Iteration 6Q: 3 clusters Score -592627.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -592722.750000 Penalty: 4095.534424 Iteration 7Q: 3 clusters Score -592722.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -592815.125000 Penalty: 4095.534424 Iteration 8Q: 3 clusters Score -592815.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -592895.000000 Penalty: 4095.534424 Iteration 9Q: 3 clusters Score -592895 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -592970.187500 Penalty: 4095.534424 Iteration 10Q: 3 clusters Score -592970.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -593042.062500 Penalty: 4095.534424 Iteration 11Q: 3 clusters Score -593042.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -593090.125000 Penalty: 4095.534424 Iteration 12Q: 3 clusters Score -593090.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -593134.187500 Penalty: 4095.534424 Iteration 13Q: 3 clusters Score -593134.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -593168.875000 Penalty: 4095.534424 Iteration 14Q: 3 clusters Score -593168.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -593206.937500 Penalty: 4095.534424 Iteration 15Q: 3 clusters Score -593206.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -593243.250000 Penalty: 4095.534424 Iteration 16Q: 3 clusters Score -593243.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -593270.500000 Penalty: 4095.534424 Iteration 17Q: 3 clusters Score -593270.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -593287.875000 Penalty: 4095.534424 Iteration 18Q: 3 clusters Score -593287.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -593304.750000 Penalty: 4095.534424 Iteration 19Q: 3 clusters Score -593304.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -593321.000000 Penalty: 4095.534424 Iteration 20F: 3 clusters Score -593321 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -593346.062500 Penalty: 4095.534424 Iteration 21Q: 3 clusters Score -593346.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -593374.375000 Penalty: 4095.534424 Iteration 22Q: 3 clusters Score -593374.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -593405.000000 Penalty: 4095.534424 Iteration 23Q: 3 clusters Score -593405 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -593429.000000 Penalty: 4095.534424 Iteration 24Q: 3 clusters Score -593429 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -593441.937500 Penalty: 4095.534424 Iteration 25Q: 3 clusters Score -593441.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -593455.500000 Penalty: 4095.534424 Iteration 26Q: 3 clusters Score -593455.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -593465.875000 Penalty: 4095.534424 Iteration 27Q: 3 clusters Score -593465.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -593471.750000 Penalty: 4095.534424 Iteration 28Q: 3 clusters Score -593471.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -593477.000000 Penalty: 4095.534424 Iteration 29Q: 3 clusters Score -593477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -593482.437500 Penalty: 4095.534424 Iteration 30Q: 3 clusters Score -593482.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -593488.937500 Penalty: 4095.534424 Iteration 31Q: 3 clusters Score -593488.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -593499.750000 Penalty: 4095.534424 Iteration 32Q: 3 clusters Score -593499.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -593510.875000 Penalty: 4095.534424 Iteration 33Q: 3 clusters Score -593510.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -593521.187500 Penalty: 4095.534424 Iteration 34Q: 3 clusters Score -593521.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -593526.437500 Penalty: 4095.534424 Iteration 35Q: 3 clusters Score -593526.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -593528.750000 Penalty: 4095.534424 Iteration 36Q: 3 clusters Score -593528.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -593529.250000 Penalty: 4095.534424 Iteration 37Q: 3 clusters Score -593529.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -593532.062500 Penalty: 4095.534424 Iteration 38Q: 3 clusters Score -593532.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -593535.812500 Penalty: 4095.534424 Iteration 39Q: 3 clusters Score -593535.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -593537.750000 Penalty: 4095.534424 Iteration 40F: 3 clusters Score -593537.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -593543.062500 Penalty: 4095.534424 Iteration 41Q: 3 clusters Score -593543.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -593546.312500 Penalty: 4095.534424 Iteration 42Q: 3 clusters Score -593546.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -593548.937500 Penalty: 4095.534424 Iteration 43Q: 3 clusters Score -593548.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -593550.250000 Penalty: 4095.534424 Iteration 44Q: 3 clusters Score -593550.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -593549.875000 Penalty: 4095.534424 Iteration 45Q: 3 clusters Score -593549.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -593552.187500 Penalty: 4095.534424 Iteration 46Q: 3 clusters Score -593552.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -593557.500000 Penalty: 4095.534424 Iteration 47Q: 3 clusters Score -593557.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -593562.187500 Penalty: 4095.534424 Iteration 48Q: 3 clusters Score -593562.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -593572.937500 Penalty: 4095.534424 Iteration 49Q: 3 clusters Score -593572.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -593578.812500 Penalty: 4095.534424 Iteration 50Q: 3 clusters Score -593578.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -593586.125000 Penalty: 4095.534424 Iteration 51Q: 3 clusters Score -593586.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -593598.687500 Penalty: 4095.534424 Iteration 52Q: 3 clusters Score -593598.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -593610.312500 Penalty: 4095.534424 Iteration 53Q: 3 clusters Score -593610.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -593633.187500 Penalty: 4095.534424 Iteration 54Q: 3 clusters Score -593633.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -593654.875000 Penalty: 4095.534424 Iteration 55Q: 3 clusters Score -593654.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -593673.125000 Penalty: 4095.534424 Iteration 56Q: 3 clusters Score -593673.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -593686.312500 Penalty: 4095.534424 Iteration 57Q: 3 clusters Score -593686.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -593692.875000 Penalty: 4095.534424 Iteration 58Q: 3 clusters Score -593692.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -593699.625000 Penalty: 4095.534424 Iteration 59Q: 3 clusters Score -593699.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -593706.625000 Penalty: 4095.534424 Iteration 60F: 3 clusters Score -593706.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -593719.250000 Penalty: 4095.534424 Iteration 61Q: 3 clusters Score -593719.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -593732.187500 Penalty: 4095.534424 Iteration 62Q: 3 clusters Score -593732.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -593738.750000 Penalty: 4095.534424 Iteration 63Q: 3 clusters Score -593738.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -593744.375000 Penalty: 4095.534424 Iteration 64Q: 3 clusters Score -593744.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -593748.312500 Penalty: 4095.534424 Iteration 65Q: 3 clusters Score -593748.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -593753.375000 Penalty: 4095.534424 Iteration 66Q: 3 clusters Score -593753.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -593755.937500 Penalty: 4095.534424 Iteration 67Q: 3 clusters Score -593755.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -593761.375000 Penalty: 4095.534424 Iteration 68Q: 3 clusters Score -593761.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -593762.937500 Penalty: 4095.534424 Iteration 69Q: 3 clusters Score -593762.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -593763.000000 Penalty: 4095.534424 Iteration 70Q: 3 clusters Score -593763 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -593766.125000 Penalty: 4095.534424 Iteration 71Q: 3 clusters Score -593766.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -593767.500000 Penalty: 4095.534424 Iteration 72Q: 3 clusters Score -593767.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -593767.500000 Penalty: 4095.534424 Iteration 73F: 3 clusters Score -593767.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Entering Unmasked Estep Score: -2087912.125000 Penalty: 2343.811279 Iteration 0F: 2 clusters Score -2087912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2078551.250000 Penalty: 4687.622559 Iteration 0F: 3 clusters Score -2078551 nChanged 5408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -2081681.875000 Penalty: 4687.622559 Iteration 1F: 3 clusters Score -2081682 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -2082439.625000 Penalty: 4687.622559 Iteration 2F: 3 clusters Score -2082440 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -2083386.250000 Penalty: 4687.622559 Iteration 3F: 3 clusters Score -2083386 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -2084323.375000 Penalty: 4687.622559 Iteration 4F: 3 clusters Score -2084323 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -2085247.000000 Penalty: 4687.622559 Iteration 5F: 3 clusters Score -2085247 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -2086184.250000 Penalty: 4687.622559 Iteration 6F: 3 clusters Score -2086184 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -2086892.000000 Penalty: 4687.622559 Iteration 7F: 3 clusters Score -2086892 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -2087368.750000 Penalty: 4687.622559 Iteration 8Q: 3 clusters Score -2087369 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -2087605.125000 Penalty: 4687.622559 Iteration 9Q: 3 clusters Score -2087605 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -2087708.250000 Penalty: 4687.622559 Iteration 10Q: 3 clusters Score -2087708 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -2087756.500000 Penalty: 4687.622559 Iteration 11Q: 3 clusters Score -2087756 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -2087784.750000 Penalty: 4687.622559 Iteration 12Q: 3 clusters Score -2087785 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -2087798.875000 Penalty: 4687.622559 Iteration 13Q: 3 clusters Score -2087799 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2087814.250000 Penalty: 4687.622559 Iteration 14Q: 3 clusters Score -2087814 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -2087818.250000 Penalty: 4687.622559 Iteration 15Q: 3 clusters Score -2087818 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -2087820.500000 Penalty: 4687.622559 Iteration 16Q: 3 clusters Score -2087820 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -2087819.750000 Penalty: 4687.622559 Iteration 17Q: 3 clusters Score -2087820 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -2087822.375000 Penalty: 4687.622559 Iteration 18Q: 3 clusters Score -2087822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -2087825.500000 Penalty: 4687.622559 Iteration 19Q: 3 clusters Score -2087826 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -2087825.250000 Penalty: 4687.622559 Iteration 20F: 3 clusters Score -2087825 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -2087826.625000 Penalty: 4687.622559 Iteration 21Q: 3 clusters Score -2087827 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -2087826.000000 Penalty: 4687.622559 Iteration 22Q: 3 clusters Score -2087826 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -2087824.250000 Penalty: 4687.622559 Iteration 23Q: 3 clusters Score -2087824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -2087824.500000 Penalty: 4687.622559 Iteration 24Q: 3 clusters Score -2087824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -2087825.000000 Penalty: 4687.622559 Iteration 25Q: 3 clusters Score -2087825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -2087825.000000 Penalty: 4687.622559 Iteration 26F: 3 clusters Score -2087825 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Entering Unmasked Estep Score: -539586.250000 Penalty: 2007.102905 Iteration 0F: 2 clusters Score -539586.2 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 1692 members Entering Unmasked Estep Score: -536164.937500 Penalty: 4014.205811 Iteration 0F: 3 clusters Score -536164.9 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -536921.812500 Penalty: 4014.205811 Iteration 1F: 3 clusters Score -536921.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -537083.750000 Penalty: 4014.205811 Iteration 2F: 3 clusters Score -537083.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -537186.062500 Penalty: 4014.205811 Iteration 3Q: 3 clusters Score -537186.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -537273.812500 Penalty: 4014.205811 Iteration 4Q: 3 clusters Score -537273.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -537355.750000 Penalty: 4014.205811 Iteration 5Q: 3 clusters Score -537355.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -537407.187500 Penalty: 4014.205811 Iteration 6Q: 3 clusters Score -537407.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -537451.875000 Penalty: 4014.205811 Iteration 7Q: 3 clusters Score -537451.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -537512.500000 Penalty: 4014.205811 Iteration 8Q: 3 clusters Score -537512.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -537562.750000 Penalty: 4014.205811 Iteration 9Q: 3 clusters Score -537562.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -537609.750000 Penalty: 4014.205811 Iteration 10Q: 3 clusters Score -537609.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -537658.812500 Penalty: 4014.205811 Iteration 11Q: 3 clusters Score -537658.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -537694.500000 Penalty: 4014.205811 Iteration 12Q: 3 clusters Score -537694.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -537725.562500 Penalty: 4014.205811 Iteration 13Q: 3 clusters Score -537725.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -537753.812500 Penalty: 4014.205811 Iteration 14Q: 3 clusters Score -537753.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -537769.937500 Penalty: 4014.205811 Iteration 15Q: 3 clusters Score -537769.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -537793.687500 Penalty: 4014.205811 Iteration 16Q: 3 clusters Score -537793.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -537819.812500 Penalty: 4014.205811 Iteration 17Q: 3 clusters Score -537819.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -537844.812500 Penalty: 4014.205811 Iteration 18Q: 3 clusters Score -537844.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -537858.562500 Penalty: 4014.205811 Iteration 19Q: 3 clusters Score -537858.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -537870.125000 Penalty: 4014.205811 Iteration 20F: 3 clusters Score -537870.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -537885.625000 Penalty: 4014.205811 Iteration 21Q: 3 clusters Score -537885.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -537900.375000 Penalty: 4014.205811 Iteration 22Q: 3 clusters Score -537900.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -537923.312500 Penalty: 4014.205811 Iteration 23Q: 3 clusters Score -537923.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -537958.000000 Penalty: 4014.205811 Iteration 24Q: 3 clusters Score -537958 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -538001.312500 Penalty: 4014.205811 Iteration 25Q: 3 clusters Score -538001.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -538058.750000 Penalty: 4014.205811 Iteration 26Q: 3 clusters Score -538058.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -538167.937500 Penalty: 4014.205811 Iteration 27Q: 3 clusters Score -538167.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -538364.562500 Penalty: 4014.205811 Iteration 28Q: 3 clusters Score -538364.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -538695.875000 Penalty: 4014.205811 Iteration 29Q: 3 clusters Score -538695.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -538947.812500 Penalty: 4014.205811 Iteration 30Q: 3 clusters Score -538947.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -539046.562500 Penalty: 4014.205811 Iteration 31Q: 3 clusters Score -539046.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -539104.875000 Penalty: 4014.205811 Iteration 32Q: 3 clusters Score -539104.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -539156.750000 Penalty: 4014.205811 Iteration 33Q: 3 clusters Score -539156.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -539205.937500 Penalty: 4014.205811 Iteration 34Q: 3 clusters Score -539205.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -539251.875000 Penalty: 4014.205811 Iteration 35Q: 3 clusters Score -539251.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -539264.125000 Penalty: 4014.205811 Iteration 36Q: 3 clusters Score -539264.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -539283.312500 Penalty: 4014.205811 Iteration 37Q: 3 clusters Score -539283.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -539299.187500 Penalty: 4014.205811 Iteration 38Q: 3 clusters Score -539299.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -539312.750000 Penalty: 4014.205811 Iteration 39Q: 3 clusters Score -539312.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -539329.000000 Penalty: 4014.205811 Iteration 40F: 3 clusters Score -539329 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -539339.812500 Penalty: 4014.205811 Iteration 41Q: 3 clusters Score -539339.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -539343.812500 Penalty: 4014.205811 Iteration 42Q: 3 clusters Score -539343.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -539346.187500 Penalty: 4014.205811 Iteration 43Q: 3 clusters Score -539346.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -539347.000000 Penalty: 4014.205811 Iteration 44Q: 3 clusters Score -539347 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -539349.187500 Penalty: 4014.205811 Iteration 45Q: 3 clusters Score -539349.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -539350.812500 Penalty: 4014.205811 Iteration 46Q: 3 clusters Score -539350.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -539352.562500 Penalty: 4014.205811 Iteration 47Q: 3 clusters Score -539352.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -539353.437500 Penalty: 4014.205811 Iteration 48Q: 3 clusters Score -539353.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -539354.562500 Penalty: 4014.205811 Iteration 49Q: 3 clusters Score -539354.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -539355.500000 Penalty: 4014.205811 Iteration 50Q: 3 clusters Score -539355.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -539356.750000 Penalty: 4014.205811 Iteration 51Q: 3 clusters Score -539356.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -539358.812500 Penalty: 4014.205811 Iteration 52Q: 3 clusters Score -539358.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -539359.625000 Penalty: 4014.205811 Iteration 53Q: 3 clusters Score -539359.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -539359.812500 Penalty: 4014.205811 Iteration 54Q: 3 clusters Score -539359.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -539359.812500 Penalty: 4014.205811 Iteration 55F: 3 clusters Score -539359.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -42416.351562 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42416.35 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42541.328125 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42541.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42576.976562 Penalty: 2832.371582 Iteration 2Q: 3 clusters Score -42576.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42606.996094 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42607 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -42631.175781 Penalty: 2832.371582 Iteration 4Q: 3 clusters Score -42631.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -42651.472656 Penalty: 2832.371582 Iteration 5Q: 3 clusters Score -42651.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -42664.902344 Penalty: 2832.371582 Iteration 6Q: 3 clusters Score -42664.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -42674.906250 Penalty: 2832.371582 Iteration 7Q: 3 clusters Score -42674.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -42682.921875 Penalty: 2832.371582 Iteration 8Q: 3 clusters Score -42682.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -42682.921875 Penalty: 2832.371582 Iteration 9F: 3 clusters Score -42682.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Entering Unmasked Estep Score: -465098.468750 Penalty: 1982.333984 Iteration 0F: 2 clusters Score -465098.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -461841.781250 Penalty: 3964.667969 Iteration 0F: 3 clusters Score -461841.8 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -462628.375000 Penalty: 3964.667969 Iteration 1F: 3 clusters Score -462628.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -463023.281250 Penalty: 3964.667969 Iteration 2F: 3 clusters Score -463023.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -463371.375000 Penalty: 3964.667969 Iteration 3F: 3 clusters Score -463371.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -463616.500000 Penalty: 3964.667969 Iteration 4F: 3 clusters Score -463616.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -463780.125000 Penalty: 3964.667969 Iteration 5F: 3 clusters Score -463780.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -463906.750000 Penalty: 3964.667969 Iteration 6Q: 3 clusters Score -463906.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -463993.750000 Penalty: 3964.667969 Iteration 7Q: 3 clusters Score -463993.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -464063.218750 Penalty: 3964.667969 Iteration 8Q: 3 clusters Score -464063.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -464118.218750 Penalty: 3964.667969 Iteration 9Q: 3 clusters Score -464118.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -464159.031250 Penalty: 3964.667969 Iteration 10Q: 3 clusters Score -464159 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -464201.625000 Penalty: 3964.667969 Iteration 11Q: 3 clusters Score -464201.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -464234.218750 Penalty: 3964.667969 Iteration 12Q: 3 clusters Score -464234.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -464250.312500 Penalty: 3964.667969 Iteration 13Q: 3 clusters Score -464250.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -464263.531250 Penalty: 3964.667969 Iteration 14Q: 3 clusters Score -464263.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -464285.156250 Penalty: 3964.667969 Iteration 15Q: 3 clusters Score -464285.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -464307.031250 Penalty: 3964.667969 Iteration 16Q: 3 clusters Score -464307 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -464327.250000 Penalty: 3964.667969 Iteration 17Q: 3 clusters Score -464327.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -464352.968750 Penalty: 3964.667969 Iteration 18Q: 3 clusters Score -464353 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -464381.000000 Penalty: 3964.667969 Iteration 19Q: 3 clusters Score -464381 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -464403.000000 Penalty: 3964.667969 Iteration 20F: 3 clusters Score -464403 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -464419.562500 Penalty: 3964.667969 Iteration 21Q: 3 clusters Score -464419.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -464434.250000 Penalty: 3964.667969 Iteration 22Q: 3 clusters Score -464434.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -464438.718750 Penalty: 3964.667969 Iteration 23Q: 3 clusters Score -464438.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -464440.937500 Penalty: 3964.667969 Iteration 24Q: 3 clusters Score -464440.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -464442.312500 Penalty: 3964.667969 Iteration 25Q: 3 clusters Score -464442.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -464444.687500 Penalty: 3964.667969 Iteration 26Q: 3 clusters Score -464444.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -464446.218750 Penalty: 3964.667969 Iteration 27Q: 3 clusters Score -464446.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -464446.906250 Penalty: 3964.667969 Iteration 28Q: 3 clusters Score -464446.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -464446.906250 Penalty: 3964.667969 Iteration 29Q: 3 clusters Score -464446.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -464447.125000 Penalty: 3964.667969 Iteration 30Q: 3 clusters Score -464447.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -464449.062500 Penalty: 3964.667969 Iteration 31Q: 3 clusters Score -464449.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -464451.687500 Penalty: 3964.667969 Iteration 32Q: 3 clusters Score -464451.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -464454.312500 Penalty: 3964.667969 Iteration 33Q: 3 clusters Score -464454.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -464458.531250 Penalty: 3964.667969 Iteration 34Q: 3 clusters Score -464458.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -464461.750000 Penalty: 3964.667969 Iteration 35Q: 3 clusters Score -464461.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -464464.187500 Penalty: 3964.667969 Iteration 36Q: 3 clusters Score -464464.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -464467.812500 Penalty: 3964.667969 Iteration 37Q: 3 clusters Score -464467.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -464472.687500 Penalty: 3964.667969 Iteration 38Q: 3 clusters Score -464472.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -464476.343750 Penalty: 3964.667969 Iteration 39Q: 3 clusters Score -464476.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -464481.625000 Penalty: 3964.667969 Iteration 40F: 3 clusters Score -464481.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -464484.187500 Penalty: 3964.667969 Iteration 41Q: 3 clusters Score -464484.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -464488.343750 Penalty: 3964.667969 Iteration 42Q: 3 clusters Score -464488.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -464490.093750 Penalty: 3964.667969 Iteration 43Q: 3 clusters Score -464490.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -464491.062500 Penalty: 3964.667969 Iteration 44Q: 3 clusters Score -464491.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -464491.062500 Penalty: 3964.667969 Iteration 45F: 3 clusters Score -464491.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -63305.558594 Penalty: 1497.391968 Iteration 0F: 2 clusters Score -63305.56 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 206 members Entering Unmasked Estep Score: -61861.558594 Penalty: 2994.783936 Iteration 0F: 3 clusters Score -61861.56 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -62046.667969 Penalty: 2994.783936 Iteration 1F: 3 clusters Score -62046.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -62149.308594 Penalty: 2994.783936 Iteration 2F: 3 clusters Score -62149.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -62206.554688 Penalty: 2994.783936 Iteration 3Q: 3 clusters Score -62206.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -62247.648438 Penalty: 2994.783936 Iteration 4Q: 3 clusters Score -62247.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -62270.515625 Penalty: 2994.783936 Iteration 5Q: 3 clusters Score -62270.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -62284.445312 Penalty: 2994.783936 Iteration 6Q: 3 clusters Score -62284.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -62298.515625 Penalty: 2994.783936 Iteration 7Q: 3 clusters Score -62298.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -62298.515625 Penalty: 2994.783936 Iteration 8F: 3 clusters Score -62298.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Entering Unmasked Estep Score: -33628.375000 Penalty: 1362.279297 Iteration 0F: 2 clusters Score -33628.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32609.691406 Penalty: 2724.558594 Iteration 0F: 3 clusters Score -32609.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -32727.882812 Penalty: 2724.558594 Iteration 1F: 3 clusters Score -32727.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -32747.923828 Penalty: 2724.558594 Iteration 2Q: 3 clusters Score -32747.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32761.486328 Penalty: 2724.558594 Iteration 3Q: 3 clusters Score -32761.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -32767.953125 Penalty: 2724.558594 Iteration 4Q: 3 clusters Score -32767.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -32767.953125 Penalty: 2724.558594 Iteration 5F: 3 clusters Score -32767.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Entering Unmasked Estep Score: -1626255.125000 Penalty: 2283.444336 Iteration 0F: 2 clusters Score -1626255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1618705.250000 Penalty: 4566.888672 Iteration 0F: 3 clusters Score -1618705 nChanged 4087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -1620860.375000 Penalty: 4566.888672 Iteration 1F: 3 clusters Score -1620860 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1621306.750000 Penalty: 4566.888672 Iteration 2F: 3 clusters Score -1621307 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1621781.875000 Penalty: 4566.888672 Iteration 3F: 3 clusters Score -1621782 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1622238.375000 Penalty: 4566.888672 Iteration 4F: 3 clusters Score -1622238 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1622625.125000 Penalty: 4566.888672 Iteration 5F: 3 clusters Score -1622625 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1622937.750000 Penalty: 4566.888672 Iteration 6F: 3 clusters Score -1622938 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1623165.875000 Penalty: 4566.888672 Iteration 7Q: 3 clusters Score -1623166 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1623355.125000 Penalty: 4566.888672 Iteration 8Q: 3 clusters Score -1623355 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -1623513.625000 Penalty: 4566.888672 Iteration 9Q: 3 clusters Score -1623514 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -1623646.125000 Penalty: 4566.888672 Iteration 10Q: 3 clusters Score -1623646 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1623758.000000 Penalty: 4566.888672 Iteration 11Q: 3 clusters Score -1623758 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1623855.125000 Penalty: 4566.888672 Iteration 12Q: 3 clusters Score -1623855 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -1623929.125000 Penalty: 4566.888672 Iteration 13Q: 3 clusters Score -1623929 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1623975.500000 Penalty: 4566.888672 Iteration 14Q: 3 clusters Score -1623976 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -1624025.375000 Penalty: 4566.888672 Iteration 15Q: 3 clusters Score -1624025 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1624058.625000 Penalty: 4566.888672 Iteration 16Q: 3 clusters Score -1624059 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1624091.500000 Penalty: 4566.888672 Iteration 17Q: 3 clusters Score -1624092 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -1624118.625000 Penalty: 4566.888672 Iteration 18Q: 3 clusters Score -1624119 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1624154.125000 Penalty: 4566.888672 Iteration 19Q: 3 clusters Score -1624154 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -1624182.625000 Penalty: 4566.888672 Iteration 20F: 3 clusters Score -1624183 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1624203.875000 Penalty: 4566.888672 Iteration 21Q: 3 clusters Score -1624204 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -1624223.125000 Penalty: 4566.888672 Iteration 22Q: 3 clusters Score -1624223 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -1624240.500000 Penalty: 4566.888672 Iteration 23Q: 3 clusters Score -1624240 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -1624255.000000 Penalty: 4566.888672 Iteration 24Q: 3 clusters Score -1624255 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1624265.750000 Penalty: 4566.888672 Iteration 25Q: 3 clusters Score -1624266 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -1624288.125000 Penalty: 4566.888672 Iteration 26Q: 3 clusters Score -1624288 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -1624297.750000 Penalty: 4566.888672 Iteration 27Q: 3 clusters Score -1624298 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -1624303.250000 Penalty: 4566.888672 Iteration 28Q: 3 clusters Score -1624303 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -1624315.125000 Penalty: 4566.888672 Iteration 29Q: 3 clusters Score -1624315 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1624329.375000 Penalty: 4566.888672 Iteration 30Q: 3 clusters Score -1624329 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -1624342.000000 Penalty: 4566.888672 Iteration 31Q: 3 clusters Score -1624342 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1624357.125000 Penalty: 4566.888672 Iteration 32Q: 3 clusters Score -1624357 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -1624365.250000 Penalty: 4566.888672 Iteration 33Q: 3 clusters Score -1624365 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -1624371.750000 Penalty: 4566.888672 Iteration 34Q: 3 clusters Score -1624372 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1624381.750000 Penalty: 4566.888672 Iteration 35Q: 3 clusters Score -1624382 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -1624381.875000 Penalty: 4566.888672 Iteration 36Q: 3 clusters Score -1624382 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1624387.625000 Penalty: 4566.888672 Iteration 37Q: 3 clusters Score -1624388 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1624390.875000 Penalty: 4566.888672 Iteration 38Q: 3 clusters Score -1624391 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -1624398.500000 Penalty: 4566.888672 Iteration 39Q: 3 clusters Score -1624398 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -1624398.125000 Penalty: 4566.888672 Iteration 40F: 3 clusters Score -1624398 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1624403.375000 Penalty: 4566.888672 Iteration 41Q: 3 clusters Score -1624403 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -1624404.000000 Penalty: 4566.888672 Iteration 42Q: 3 clusters Score -1624404 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1624408.625000 Penalty: 4566.888672 Iteration 43Q: 3 clusters Score -1624409 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -1624408.875000 Penalty: 4566.888672 Iteration 44Q: 3 clusters Score -1624409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -1624410.625000 Penalty: 4566.888672 Iteration 45Q: 3 clusters Score -1624411 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -1624410.875000 Penalty: 4566.888672 Iteration 46Q: 3 clusters Score -1624411 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1624414.500000 Penalty: 4566.888672 Iteration 47Q: 3 clusters Score -1624414 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -1624419.000000 Penalty: 4566.888672 Iteration 48Q: 3 clusters Score -1624419 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -1624424.875000 Penalty: 4566.888672 Iteration 49Q: 3 clusters Score -1624425 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1624431.000000 Penalty: 4566.888672 Iteration 50Q: 3 clusters Score -1624431 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -1624433.375000 Penalty: 4566.888672 Iteration 51Q: 3 clusters Score -1624433 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -1624437.250000 Penalty: 4566.888672 Iteration 52Q: 3 clusters Score -1624437 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1624437.375000 Penalty: 4566.888672 Iteration 53Q: 3 clusters Score -1624437 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1624440.000000 Penalty: 4566.888672 Iteration 54Q: 3 clusters Score -1624440 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1624445.500000 Penalty: 4566.888672 Iteration 55Q: 3 clusters Score -1624446 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -1624450.500000 Penalty: 4566.888672 Iteration 56Q: 3 clusters Score -1624450 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1624451.625000 Penalty: 4566.888672 Iteration 57Q: 3 clusters Score -1624452 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1624457.000000 Penalty: 4566.888672 Iteration 58Q: 3 clusters Score -1624457 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -1624460.500000 Penalty: 4566.888672 Iteration 59Q: 3 clusters Score -1624460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1624460.375000 Penalty: 4566.888672 Iteration 60F: 3 clusters Score -1624460 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -1624457.875000 Penalty: 4566.888672 Iteration 61Q: 3 clusters Score -1624458 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -1624458.250000 Penalty: 4566.888672 Iteration 62Q: 3 clusters Score -1624458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -1624458.375000 Penalty: 4566.888672 Iteration 63Q: 3 clusters Score -1624458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -1624458.875000 Penalty: 4566.888672 Iteration 64Q: 3 clusters Score -1624459 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1624460.625000 Penalty: 4566.888672 Iteration 65Q: 3 clusters Score -1624461 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -1624467.375000 Penalty: 4566.888672 Iteration 66Q: 3 clusters Score -1624467 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1624468.875000 Penalty: 4566.888672 Iteration 67Q: 3 clusters Score -1624469 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -1624472.250000 Penalty: 4566.888672 Iteration 68Q: 3 clusters Score -1624472 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -1624472.875000 Penalty: 4566.888672 Iteration 69Q: 3 clusters Score -1624473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -1624473.500000 Penalty: 4566.888672 Iteration 70Q: 3 clusters Score -1624474 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -1624478.625000 Penalty: 4566.888672 Iteration 71Q: 3 clusters Score -1624479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -1624473.625000 Penalty: 4566.888672 Iteration 72Q: 3 clusters Score -1624474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -1624473.875000 Penalty: 4566.888672 Iteration 73Q: 3 clusters Score -1624474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1624473.125000 Penalty: 4566.888672 Iteration 74Q: 3 clusters Score -1624473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -1624473.000000 Penalty: 4566.888672 Iteration 75Q: 3 clusters Score -1624473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1624473.375000 Penalty: 4566.888672 Iteration 76Q: 3 clusters Score -1624473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1624473.250000 Penalty: 4566.888672 Iteration 77Q: 3 clusters Score -1624473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -1624473.500000 Penalty: 4566.888672 Iteration 78Q: 3 clusters Score -1624474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -1624473.500000 Penalty: 4566.888672 Iteration 79F: 3 clusters Score -1624474 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21578 members Entering Unmasked Estep Score: -3574196.750000 Penalty: 2474.898438 Iteration 0F: 2 clusters Score -3574197 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -3559145.250000 Penalty: 4949.796875 Iteration 0F: 3 clusters Score -3559145 nChanged 9594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -3564552.750000 Penalty: 4949.796875 Iteration 1F: 3 clusters Score -3564553 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -3565250.250000 Penalty: 4949.796875 Iteration 2F: 3 clusters Score -3565250 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 12280 members Entering Unmasked Estep Score: -3565921.500000 Penalty: 4949.796875 Iteration 3F: 3 clusters Score -3565922 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 12780 members Entering Unmasked Estep Score: -3566615.500000 Penalty: 4949.796875 Iteration 4F: 3 clusters Score -3566616 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -3567297.750000 Penalty: 4949.796875 Iteration 5F: 3 clusters Score -3567298 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 14095 members Entering Unmasked Estep Score: -3567958.000000 Penalty: 4949.796875 Iteration 6Q: 3 clusters Score -3567958 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 14889 members Entering Unmasked Estep Score: -3568627.000000 Penalty: 4949.796875 Iteration 7F: 3 clusters Score -3568627 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 15724 members Entering Unmasked Estep Score: -3569261.250000 Penalty: 4949.796875 Iteration 8Q: 3 clusters Score -3569261 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 16546 members Entering Unmasked Estep Score: -3569851.000000 Penalty: 4949.796875 Iteration 9Q: 3 clusters Score -3569851 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 17294 members Entering Unmasked Estep Score: -3570364.250000 Penalty: 4949.796875 Iteration 10Q: 3 clusters Score -3570364 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -3570778.250000 Penalty: 4949.796875 Iteration 11Q: 3 clusters Score -3570778 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 18441 members Entering Unmasked Estep Score: -3571140.000000 Penalty: 4949.796875 Iteration 12Q: 3 clusters Score -3571140 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 18917 members Entering Unmasked Estep Score: -3571490.750000 Penalty: 4949.796875 Iteration 13Q: 3 clusters Score -3571491 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 19299 members Entering Unmasked Estep Score: -3571765.000000 Penalty: 4949.796875 Iteration 14Q: 3 clusters Score -3571765 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 19603 members Entering Unmasked Estep Score: -3571981.750000 Penalty: 4949.796875 Iteration 15Q: 3 clusters Score -3571982 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 19825 members Entering Unmasked Estep Score: -3572152.500000 Penalty: 4949.796875 Iteration 16Q: 3 clusters Score -3572152 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 20007 members Entering Unmasked Estep Score: -3572293.250000 Penalty: 4949.796875 Iteration 17Q: 3 clusters Score -3572293 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 20147 members Entering Unmasked Estep Score: -3572380.250000 Penalty: 4949.796875 Iteration 18Q: 3 clusters Score -3572380 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 20251 members Entering Unmasked Estep Score: -3572449.500000 Penalty: 4949.796875 Iteration 19Q: 3 clusters Score -3572450 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -3572509.000000 Penalty: 4949.796875 Iteration 20F: 3 clusters Score -3572509 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 20387 members Entering Unmasked Estep Score: -3572545.500000 Penalty: 4949.796875 Iteration 21Q: 3 clusters Score -3572546 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 20418 members Entering Unmasked Estep Score: -3572575.000000 Penalty: 4949.796875 Iteration 22Q: 3 clusters Score -3572575 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 20431 members Entering Unmasked Estep Score: -3572582.750000 Penalty: 4949.796875 Iteration 23Q: 3 clusters Score -3572583 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 20449 members Entering Unmasked Estep Score: -3572587.500000 Penalty: 4949.796875 Iteration 24Q: 3 clusters Score -3572588 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 20465 members Entering Unmasked Estep Score: -3572589.250000 Penalty: 4949.796875 Iteration 25Q: 3 clusters Score -3572589 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 20481 members Entering Unmasked Estep Score: -3572600.500000 Penalty: 4949.796875 Iteration 26Q: 3 clusters Score -3572600 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 20496 members Entering Unmasked Estep Score: -3572596.000000 Penalty: 4949.796875 Iteration 27Q: 3 clusters Score -3572596 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 20508 members Entering Unmasked Estep Score: -3572604.250000 Penalty: 4949.796875 Iteration 28Q: 3 clusters Score -3572604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -3572610.250000 Penalty: 4949.796875 Iteration 29Q: 3 clusters Score -3572610 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 20523 members Entering Unmasked Estep Score: -3572601.750000 Penalty: 4949.796875 Iteration 30Q: 3 clusters Score -3572602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 20526 members Entering Unmasked Estep Score: -3572610.250000 Penalty: 4949.796875 Iteration 31Q: 3 clusters Score -3572610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 20529 members Entering Unmasked Estep Score: -3572604.500000 Penalty: 4949.796875 Iteration 32Q: 3 clusters Score -3572604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 20531 members Entering Unmasked Estep Score: -3572609.500000 Penalty: 4949.796875 Iteration 33Q: 3 clusters Score -3572610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -3572614.250000 Penalty: 4949.796875 Iteration 34Q: 3 clusters Score -3572614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -3572614.250000 Penalty: 4949.796875 Iteration 35F: 3 clusters Score -3572614 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -69248.867188 Penalty: 1509.520142 Iteration 0F: 2 clusters Score -69248.87 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 221 members Entering Unmasked Estep Score: -67800.765625 Penalty: 3019.040283 Iteration 0F: 3 clusters Score -67800.77 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -67964.484375 Penalty: 3019.040283 Iteration 1F: 3 clusters Score -67964.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -68010.328125 Penalty: 3019.040283 Iteration 2F: 3 clusters Score -68010.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -68025.929688 Penalty: 3019.040283 Iteration 3Q: 3 clusters Score -68025.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -68036.546875 Penalty: 3019.040283 Iteration 4Q: 3 clusters Score -68036.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -68048.398438 Penalty: 3019.040283 Iteration 5Q: 3 clusters Score -68048.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -68048.398438 Penalty: 3019.040283 Iteration 6F: 3 clusters Score -68048.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Entering Unmasked Estep Score: -1423206.500000 Penalty: 2256.708740 Iteration 0F: 2 clusters Score -1423206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1416229.500000 Penalty: 4513.417480 Iteration 0F: 3 clusters Score -1416230 nChanged 3665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1418392.625000 Penalty: 4513.417480 Iteration 1F: 3 clusters Score -1418393 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1418748.750000 Penalty: 4513.417480 Iteration 2F: 3 clusters Score -1418749 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1419024.625000 Penalty: 4513.417480 Iteration 3F: 3 clusters Score -1419025 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1419239.875000 Penalty: 4513.417480 Iteration 4Q: 3 clusters Score -1419240 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1419447.125000 Penalty: 4513.417480 Iteration 5Q: 3 clusters Score -1419447 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1419644.250000 Penalty: 4513.417480 Iteration 6Q: 3 clusters Score -1419644 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1419811.125000 Penalty: 4513.417480 Iteration 7Q: 3 clusters Score -1419811 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1419922.125000 Penalty: 4513.417480 Iteration 8Q: 3 clusters Score -1419922 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1420011.625000 Penalty: 4513.417480 Iteration 9Q: 3 clusters Score -1420012 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1420091.250000 Penalty: 4513.417480 Iteration 10Q: 3 clusters Score -1420091 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1420170.625000 Penalty: 4513.417480 Iteration 11Q: 3 clusters Score -1420171 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1420234.375000 Penalty: 4513.417480 Iteration 12Q: 3 clusters Score -1420234 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1420295.500000 Penalty: 4513.417480 Iteration 13Q: 3 clusters Score -1420296 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1420348.250000 Penalty: 4513.417480 Iteration 14Q: 3 clusters Score -1420348 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1420381.250000 Penalty: 4513.417480 Iteration 15Q: 3 clusters Score -1420381 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -1420410.750000 Penalty: 4513.417480 Iteration 16Q: 3 clusters Score -1420411 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1420443.000000 Penalty: 4513.417480 Iteration 17Q: 3 clusters Score -1420443 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1420472.000000 Penalty: 4513.417480 Iteration 18Q: 3 clusters Score -1420472 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1420503.375000 Penalty: 4513.417480 Iteration 19Q: 3 clusters Score -1420503 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1420525.000000 Penalty: 4513.417480 Iteration 20F: 3 clusters Score -1420525 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1420558.750000 Penalty: 4513.417480 Iteration 21Q: 3 clusters Score -1420559 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1420588.375000 Penalty: 4513.417480 Iteration 22Q: 3 clusters Score -1420588 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1420611.500000 Penalty: 4513.417480 Iteration 23Q: 3 clusters Score -1420612 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1420627.500000 Penalty: 4513.417480 Iteration 24Q: 3 clusters Score -1420628 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1420637.875000 Penalty: 4513.417480 Iteration 25Q: 3 clusters Score -1420638 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1420645.750000 Penalty: 4513.417480 Iteration 26Q: 3 clusters Score -1420646 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1420658.625000 Penalty: 4513.417480 Iteration 27Q: 3 clusters Score -1420659 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1420663.000000 Penalty: 4513.417480 Iteration 28Q: 3 clusters Score -1420663 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1420668.625000 Penalty: 4513.417480 Iteration 29Q: 3 clusters Score -1420669 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1420674.625000 Penalty: 4513.417480 Iteration 30Q: 3 clusters Score -1420675 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1420683.500000 Penalty: 4513.417480 Iteration 31Q: 3 clusters Score -1420684 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1420689.875000 Penalty: 4513.417480 Iteration 32Q: 3 clusters Score -1420690 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1420691.500000 Penalty: 4513.417480 Iteration 33Q: 3 clusters Score -1420692 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1420702.000000 Penalty: 4513.417480 Iteration 34Q: 3 clusters Score -1420702 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1420707.875000 Penalty: 4513.417480 Iteration 35Q: 3 clusters Score -1420708 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1420711.000000 Penalty: 4513.417480 Iteration 36Q: 3 clusters Score -1420711 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1420720.500000 Penalty: 4513.417480 Iteration 37Q: 3 clusters Score -1420720 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1420724.500000 Penalty: 4513.417480 Iteration 38Q: 3 clusters Score -1420724 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1420731.625000 Penalty: 4513.417480 Iteration 39Q: 3 clusters Score -1420732 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1420740.625000 Penalty: 4513.417480 Iteration 40F: 3 clusters Score -1420741 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1420749.875000 Penalty: 4513.417480 Iteration 41Q: 3 clusters Score -1420750 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1420754.875000 Penalty: 4513.417480 Iteration 42Q: 3 clusters Score -1420755 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1420759.875000 Penalty: 4513.417480 Iteration 43Q: 3 clusters Score -1420760 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1420771.375000 Penalty: 4513.417480 Iteration 44Q: 3 clusters Score -1420771 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1420775.375000 Penalty: 4513.417480 Iteration 45Q: 3 clusters Score -1420775 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1420781.375000 Penalty: 4513.417480 Iteration 46Q: 3 clusters Score -1420781 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1420790.375000 Penalty: 4513.417480 Iteration 47Q: 3 clusters Score -1420790 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1420795.125000 Penalty: 4513.417480 Iteration 48Q: 3 clusters Score -1420795 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1420797.250000 Penalty: 4513.417480 Iteration 49Q: 3 clusters Score -1420797 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1420798.000000 Penalty: 4513.417480 Iteration 50Q: 3 clusters Score -1420798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1420802.000000 Penalty: 4513.417480 Iteration 51Q: 3 clusters Score -1420802 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1420802.875000 Penalty: 4513.417480 Iteration 52Q: 3 clusters Score -1420803 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1420802.125000 Penalty: 4513.417480 Iteration 53Q: 3 clusters Score -1420802 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1420804.250000 Penalty: 4513.417480 Iteration 54Q: 3 clusters Score -1420804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1420808.375000 Penalty: 4513.417480 Iteration 55Q: 3 clusters Score -1420808 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1420812.625000 Penalty: 4513.417480 Iteration 56Q: 3 clusters Score -1420813 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -1420811.625000 Penalty: 4513.417480 Iteration 57Q: 3 clusters Score -1420812 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1420815.000000 Penalty: 4513.417480 Iteration 58Q: 3 clusters Score -1420815 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1420815.625000 Penalty: 4513.417480 Iteration 59Q: 3 clusters Score -1420816 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1420815.125000 Penalty: 4513.417480 Iteration 60F: 3 clusters Score -1420815 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1420813.500000 Penalty: 4513.417480 Iteration 61Q: 3 clusters Score -1420814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1420818.875000 Penalty: 4513.417480 Iteration 62Q: 3 clusters Score -1420819 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1420821.625000 Penalty: 4513.417480 Iteration 63Q: 3 clusters Score -1420822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1420821.000000 Penalty: 4513.417480 Iteration 64Q: 3 clusters Score -1420821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1420820.625000 Penalty: 4513.417480 Iteration 65Q: 3 clusters Score -1420821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1420821.125000 Penalty: 4513.417480 Iteration 66Q: 3 clusters Score -1420821 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1420820.875000 Penalty: 4513.417480 Iteration 67Q: 3 clusters Score -1420821 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1420822.375000 Penalty: 4513.417480 Iteration 68Q: 3 clusters Score -1420822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1420821.375000 Penalty: 4513.417480 Iteration 69Q: 3 clusters Score -1420821 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1420823.625000 Penalty: 4513.417480 Iteration 70Q: 3 clusters Score -1420824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1420822.125000 Penalty: 4513.417480 Iteration 71Q: 3 clusters Score -1420822 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1420822.125000 Penalty: 4513.417480 Iteration 72F: 3 clusters Score -1420822 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18339.519531 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18339.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -17475.027344 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17475.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -17529.742188 Penalty: 2447.499023 Iteration 1F: 3 clusters Score -17529.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -17563.544922 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17563.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -17590.318359 Penalty: 2447.499023 Iteration 3Q: 3 clusters Score -17590.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -17595.390625 Penalty: 2447.499023 Iteration 4Q: 3 clusters Score -17595.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -17595.390625 Penalty: 2447.499023 Iteration 5F: 3 clusters Score -17595.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Entering Unmasked Estep Score: -658846.125000 Penalty: 2065.036133 Iteration 0F: 2 clusters Score -658846.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -654864.125000 Penalty: 4130.072266 Iteration 0F: 3 clusters Score -654864.1 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -655726.000000 Penalty: 4130.072266 Iteration 1F: 3 clusters Score -655726 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -655917.625000 Penalty: 4130.072266 Iteration 2F: 3 clusters Score -655917.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -656055.750000 Penalty: 4130.072266 Iteration 3F: 3 clusters Score -656055.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -656145.375000 Penalty: 4130.072266 Iteration 4Q: 3 clusters Score -656145.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -656204.750000 Penalty: 4130.072266 Iteration 5Q: 3 clusters Score -656204.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -656258.000000 Penalty: 4130.072266 Iteration 6Q: 3 clusters Score -656258 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -656308.750000 Penalty: 4130.072266 Iteration 7Q: 3 clusters Score -656308.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -656382.500000 Penalty: 4130.072266 Iteration 8Q: 3 clusters Score -656382.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -656437.250000 Penalty: 4130.072266 Iteration 9Q: 3 clusters Score -656437.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -656473.875000 Penalty: 4130.072266 Iteration 10Q: 3 clusters Score -656473.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -656508.937500 Penalty: 4130.072266 Iteration 11Q: 3 clusters Score -656508.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -656540.375000 Penalty: 4130.072266 Iteration 12Q: 3 clusters Score -656540.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -656572.312500 Penalty: 4130.072266 Iteration 13Q: 3 clusters Score -656572.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -656590.000000 Penalty: 4130.072266 Iteration 14Q: 3 clusters Score -656590 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -656607.562500 Penalty: 4130.072266 Iteration 15Q: 3 clusters Score -656607.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -656627.000000 Penalty: 4130.072266 Iteration 16Q: 3 clusters Score -656627 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -656641.312500 Penalty: 4130.072266 Iteration 17Q: 3 clusters Score -656641.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -656656.562500 Penalty: 4130.072266 Iteration 18Q: 3 clusters Score -656656.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -656666.312500 Penalty: 4130.072266 Iteration 19Q: 3 clusters Score -656666.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -656676.625000 Penalty: 4130.072266 Iteration 20F: 3 clusters Score -656676.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -656684.687500 Penalty: 4130.072266 Iteration 21Q: 3 clusters Score -656684.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -656692.125000 Penalty: 4130.072266 Iteration 22Q: 3 clusters Score -656692.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -656701.375000 Penalty: 4130.072266 Iteration 23Q: 3 clusters Score -656701.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -656709.500000 Penalty: 4130.072266 Iteration 24Q: 3 clusters Score -656709.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -656719.062500 Penalty: 4130.072266 Iteration 25Q: 3 clusters Score -656719.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -656729.125000 Penalty: 4130.072266 Iteration 26Q: 3 clusters Score -656729.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -656737.437500 Penalty: 4130.072266 Iteration 27Q: 3 clusters Score -656737.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -656743.500000 Penalty: 4130.072266 Iteration 28Q: 3 clusters Score -656743.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -656749.875000 Penalty: 4130.072266 Iteration 29Q: 3 clusters Score -656749.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -656753.562500 Penalty: 4130.072266 Iteration 30Q: 3 clusters Score -656753.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -656759.500000 Penalty: 4130.072266 Iteration 31Q: 3 clusters Score -656759.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -656763.937500 Penalty: 4130.072266 Iteration 32Q: 3 clusters Score -656763.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -656767.750000 Penalty: 4130.072266 Iteration 33Q: 3 clusters Score -656767.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -656774.125000 Penalty: 4130.072266 Iteration 34Q: 3 clusters Score -656774.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -656780.375000 Penalty: 4130.072266 Iteration 35Q: 3 clusters Score -656780.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -656790.625000 Penalty: 4130.072266 Iteration 36Q: 3 clusters Score -656790.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -656795.375000 Penalty: 4130.072266 Iteration 37Q: 3 clusters Score -656795.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -656802.937500 Penalty: 4130.072266 Iteration 38Q: 3 clusters Score -656802.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -656815.125000 Penalty: 4130.072266 Iteration 39Q: 3 clusters Score -656815.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -656825.250000 Penalty: 4130.072266 Iteration 40F: 3 clusters Score -656825.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -656830.375000 Penalty: 4130.072266 Iteration 41Q: 3 clusters Score -656830.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -656834.125000 Penalty: 4130.072266 Iteration 42Q: 3 clusters Score -656834.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -656839.250000 Penalty: 4130.072266 Iteration 43Q: 3 clusters Score -656839.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -656843.812500 Penalty: 4130.072266 Iteration 44Q: 3 clusters Score -656843.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -656851.812500 Penalty: 4130.072266 Iteration 45Q: 3 clusters Score -656851.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -656855.875000 Penalty: 4130.072266 Iteration 46Q: 3 clusters Score -656855.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -656858.500000 Penalty: 4130.072266 Iteration 47Q: 3 clusters Score -656858.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -656863.062500 Penalty: 4130.072266 Iteration 48Q: 3 clusters Score -656863.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -656867.937500 Penalty: 4130.072266 Iteration 49Q: 3 clusters Score -656867.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -656874.187500 Penalty: 4130.072266 Iteration 50Q: 3 clusters Score -656874.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -656880.500000 Penalty: 4130.072266 Iteration 51Q: 3 clusters Score -656880.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -656886.750000 Penalty: 4130.072266 Iteration 52Q: 3 clusters Score -656886.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -656890.375000 Penalty: 4130.072266 Iteration 53Q: 3 clusters Score -656890.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -656894.125000 Penalty: 4130.072266 Iteration 54Q: 3 clusters Score -656894.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -656896.812500 Penalty: 4130.072266 Iteration 55Q: 3 clusters Score -656896.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -656898.437500 Penalty: 4130.072266 Iteration 56Q: 3 clusters Score -656898.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -656900.500000 Penalty: 4130.072266 Iteration 57Q: 3 clusters Score -656900.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -656901.625000 Penalty: 4130.072266 Iteration 58Q: 3 clusters Score -656901.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -656904.750000 Penalty: 4130.072266 Iteration 59Q: 3 clusters Score -656904.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -656909.875000 Penalty: 4130.072266 Iteration 60F: 3 clusters Score -656909.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -656915.875000 Penalty: 4130.072266 Iteration 61Q: 3 clusters Score -656915.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -656923.937500 Penalty: 4130.072266 Iteration 62Q: 3 clusters Score -656923.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -656933.312500 Penalty: 4130.072266 Iteration 63Q: 3 clusters Score -656933.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -656943.562500 Penalty: 4130.072266 Iteration 64Q: 3 clusters Score -656943.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -656954.625000 Penalty: 4130.072266 Iteration 65Q: 3 clusters Score -656954.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -656960.312500 Penalty: 4130.072266 Iteration 66Q: 3 clusters Score -656960.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -656964.250000 Penalty: 4130.072266 Iteration 67Q: 3 clusters Score -656964.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -656967.937500 Penalty: 4130.072266 Iteration 68Q: 3 clusters Score -656967.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -656973.187500 Penalty: 4130.072266 Iteration 69Q: 3 clusters Score -656973.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -656982.250000 Penalty: 4130.072266 Iteration 70Q: 3 clusters Score -656982.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -656991.437500 Penalty: 4130.072266 Iteration 71Q: 3 clusters Score -656991.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -656994.937500 Penalty: 4130.072266 Iteration 72Q: 3 clusters Score -656994.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -657000.750000 Penalty: 4130.072266 Iteration 73Q: 3 clusters Score -657000.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -657006.750000 Penalty: 4130.072266 Iteration 74Q: 3 clusters Score -657006.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -657013.562500 Penalty: 4130.072266 Iteration 75Q: 3 clusters Score -657013.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -657020.312500 Penalty: 4130.072266 Iteration 76Q: 3 clusters Score -657020.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -657028.187500 Penalty: 4130.072266 Iteration 77Q: 3 clusters Score -657028.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -657033.062500 Penalty: 4130.072266 Iteration 78Q: 3 clusters Score -657033.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -657037.562500 Penalty: 4130.072266 Iteration 79Q: 3 clusters Score -657037.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -657040.562500 Penalty: 4130.072266 Iteration 80F: 3 clusters Score -657040.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -657043.625000 Penalty: 4130.072266 Iteration 81Q: 3 clusters Score -657043.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -657044.625000 Penalty: 4130.072266 Iteration 82Q: 3 clusters Score -657044.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -657045.125000 Penalty: 4130.072266 Iteration 83Q: 3 clusters Score -657045.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -657047.250000 Penalty: 4130.072266 Iteration 84Q: 3 clusters Score -657047.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -657047.250000 Penalty: 4130.072266 Iteration 85F: 3 clusters Score -657047.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Entering Unmasked Estep Score: -869920.750000 Penalty: 2123.369873 Iteration 0F: 2 clusters Score -869920.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -865375.187500 Penalty: 4246.739746 Iteration 0F: 3 clusters Score -865375.2 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -866518.250000 Penalty: 4246.739746 Iteration 1F: 3 clusters Score -866518.2 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -866823.812500 Penalty: 4246.739746 Iteration 2F: 3 clusters Score -866823.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -867054.000000 Penalty: 4246.739746 Iteration 3F: 3 clusters Score -867054 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -867265.250000 Penalty: 4246.739746 Iteration 4F: 3 clusters Score -867265.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -867498.250000 Penalty: 4246.739746 Iteration 5Q: 3 clusters Score -867498.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -867750.562500 Penalty: 4246.739746 Iteration 6F: 3 clusters Score -867750.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -867964.000000 Penalty: 4246.739746 Iteration 7Q: 3 clusters Score -867964 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -868107.437500 Penalty: 4246.739746 Iteration 8Q: 3 clusters Score -868107.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -868217.437500 Penalty: 4246.739746 Iteration 9Q: 3 clusters Score -868217.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -868296.000000 Penalty: 4246.739746 Iteration 10Q: 3 clusters Score -868296 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -868344.375000 Penalty: 4246.739746 Iteration 11Q: 3 clusters Score -868344.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -868373.000000 Penalty: 4246.739746 Iteration 12Q: 3 clusters Score -868373 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -868384.875000 Penalty: 4246.739746 Iteration 13Q: 3 clusters Score -868384.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -868392.250000 Penalty: 4246.739746 Iteration 14Q: 3 clusters Score -868392.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -868396.500000 Penalty: 4246.739746 Iteration 15Q: 3 clusters Score -868396.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -868402.875000 Penalty: 4246.739746 Iteration 16Q: 3 clusters Score -868402.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -868406.125000 Penalty: 4246.739746 Iteration 17Q: 3 clusters Score -868406.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -868409.125000 Penalty: 4246.739746 Iteration 18Q: 3 clusters Score -868409.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -868409.250000 Penalty: 4246.739746 Iteration 19Q: 3 clusters Score -868409.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -868410.375000 Penalty: 4246.739746 Iteration 20F: 3 clusters Score -868410.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -868410.750000 Penalty: 4246.739746 Iteration 21Q: 3 clusters Score -868410.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -868412.687500 Penalty: 4246.739746 Iteration 22Q: 3 clusters Score -868412.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -868414.500000 Penalty: 4246.739746 Iteration 23Q: 3 clusters Score -868414.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -868414.437500 Penalty: 4246.739746 Iteration 24Q: 3 clusters Score -868414.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -868414.812500 Penalty: 4246.739746 Iteration 25Q: 3 clusters Score -868414.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -868414.812500 Penalty: 4246.739746 Iteration 26F: 3 clusters Score -868414.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Entering Unmasked Estep Score: -1808172.875000 Penalty: 2297.348633 Iteration 0F: 2 clusters Score -1808173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1800160.750000 Penalty: 4594.697266 Iteration 0F: 3 clusters Score -1800161 nChanged 4359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -1802441.750000 Penalty: 4594.697266 Iteration 1F: 3 clusters Score -1802442 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1802751.375000 Penalty: 4594.697266 Iteration 2F: 3 clusters Score -1802751 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1802927.500000 Penalty: 4594.697266 Iteration 3Q: 3 clusters Score -1802928 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -1803037.750000 Penalty: 4594.697266 Iteration 4Q: 3 clusters Score -1803038 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1803122.750000 Penalty: 4594.697266 Iteration 5Q: 3 clusters Score -1803123 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1803185.750000 Penalty: 4594.697266 Iteration 6Q: 3 clusters Score -1803186 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1803246.625000 Penalty: 4594.697266 Iteration 7Q: 3 clusters Score -1803247 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1803291.625000 Penalty: 4594.697266 Iteration 8Q: 3 clusters Score -1803292 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -1803322.250000 Penalty: 4594.697266 Iteration 9Q: 3 clusters Score -1803322 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -1803354.375000 Penalty: 4594.697266 Iteration 10Q: 3 clusters Score -1803354 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -1803378.750000 Penalty: 4594.697266 Iteration 11Q: 3 clusters Score -1803379 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1803405.375000 Penalty: 4594.697266 Iteration 12Q: 3 clusters Score -1803405 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1803426.375000 Penalty: 4594.697266 Iteration 13Q: 3 clusters Score -1803426 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1803447.000000 Penalty: 4594.697266 Iteration 14Q: 3 clusters Score -1803447 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1803456.250000 Penalty: 4594.697266 Iteration 15Q: 3 clusters Score -1803456 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1803474.125000 Penalty: 4594.697266 Iteration 16Q: 3 clusters Score -1803474 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1803483.125000 Penalty: 4594.697266 Iteration 17Q: 3 clusters Score -1803483 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1803493.625000 Penalty: 4594.697266 Iteration 18Q: 3 clusters Score -1803494 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -1803505.500000 Penalty: 4594.697266 Iteration 19Q: 3 clusters Score -1803506 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -1803511.500000 Penalty: 4594.697266 Iteration 20F: 3 clusters Score -1803512 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1803531.750000 Penalty: 4594.697266 Iteration 21Q: 3 clusters Score -1803532 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -1803548.000000 Penalty: 4594.697266 Iteration 22Q: 3 clusters Score -1803548 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1803571.500000 Penalty: 4594.697266 Iteration 23Q: 3 clusters Score -1803572 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -1803592.000000 Penalty: 4594.697266 Iteration 24Q: 3 clusters Score -1803592 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1803615.250000 Penalty: 4594.697266 Iteration 25Q: 3 clusters Score -1803615 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1803649.625000 Penalty: 4594.697266 Iteration 26Q: 3 clusters Score -1803650 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -1803687.625000 Penalty: 4594.697266 Iteration 27Q: 3 clusters Score -1803688 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1803735.000000 Penalty: 4594.697266 Iteration 28Q: 3 clusters Score -1803735 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1803804.250000 Penalty: 4594.697266 Iteration 29Q: 3 clusters Score -1803804 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1803904.875000 Penalty: 4594.697266 Iteration 30Q: 3 clusters Score -1803905 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -1804048.750000 Penalty: 4594.697266 Iteration 31Q: 3 clusters Score -1804049 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1804239.875000 Penalty: 4594.697266 Iteration 32Q: 3 clusters Score -1804240 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -1804469.875000 Penalty: 4594.697266 Iteration 33Q: 3 clusters Score -1804470 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -1804734.750000 Penalty: 4594.697266 Iteration 34Q: 3 clusters Score -1804735 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1805028.875000 Penalty: 4594.697266 Iteration 35Q: 3 clusters Score -1805029 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -1805303.125000 Penalty: 4594.697266 Iteration 36Q: 3 clusters Score -1805303 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -1805530.375000 Penalty: 4594.697266 Iteration 37Q: 3 clusters Score -1805530 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -1805710.750000 Penalty: 4594.697266 Iteration 38Q: 3 clusters Score -1805711 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -1805842.000000 Penalty: 4594.697266 Iteration 39Q: 3 clusters Score -1805842 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -1805944.125000 Penalty: 4594.697266 Iteration 40F: 3 clusters Score -1805944 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -1806029.625000 Penalty: 4594.697266 Iteration 41Q: 3 clusters Score -1806030 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -1806084.125000 Penalty: 4594.697266 Iteration 42Q: 3 clusters Score -1806084 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -1806119.375000 Penalty: 4594.697266 Iteration 43Q: 3 clusters Score -1806119 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1806145.750000 Penalty: 4594.697266 Iteration 44Q: 3 clusters Score -1806146 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -1806165.500000 Penalty: 4594.697266 Iteration 45Q: 3 clusters Score -1806166 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 10211 members Entering Unmasked Estep Score: -1806172.250000 Penalty: 4594.697266 Iteration 46Q: 3 clusters Score -1806172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -1806173.875000 Penalty: 4594.697266 Iteration 47Q: 3 clusters Score -1806174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -1806177.875000 Penalty: 4594.697266 Iteration 48Q: 3 clusters Score -1806178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1806176.500000 Penalty: 4594.697266 Iteration 49Q: 3 clusters Score -1806176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1806176.500000 Penalty: 4594.697266 Iteration 50F: 3 clusters Score -1806176 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (46136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46136 members Entering Unmasked Estep Score: -7546723.500000 Penalty: 2663.358398 Iteration 0F: 2 clusters Score -7546724 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23016 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -7515779.000000 Penalty: 5326.716797 Iteration 0F: 3 clusters Score -7515779 nChanged 21306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22128 members Mstep: Class 2 contains 24008 members Entering Unmasked Estep Score: -7527934.500000 Penalty: 5326.716797 Iteration 1F: 3 clusters Score -7527934 nChanged 2324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21712 members Mstep: Class 2 contains 24424 members Entering Unmasked Estep Score: -7528880.000000 Penalty: 5326.716797 Iteration 2F: 3 clusters Score -7528880 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21100 members Mstep: Class 2 contains 25036 members Entering Unmasked Estep Score: -7529866.000000 Penalty: 5326.716797 Iteration 3F: 3 clusters Score -7529866 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20138 members Mstep: Class 2 contains 25998 members Entering Unmasked Estep Score: -7530992.500000 Penalty: 5326.716797 Iteration 4F: 3 clusters Score -7530992 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18779 members Mstep: Class 2 contains 27357 members Entering Unmasked Estep Score: -7532406.000000 Penalty: 5326.716797 Iteration 5F: 3 clusters Score -7532406 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17052 members Mstep: Class 2 contains 29084 members Entering Unmasked Estep Score: -7533979.000000 Penalty: 5326.716797 Iteration 6F: 3 clusters Score -7533979 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15157 members Mstep: Class 2 contains 30979 members Entering Unmasked Estep Score: -7535772.000000 Penalty: 5326.716797 Iteration 7F: 3 clusters Score -7535772 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 32906 members Entering Unmasked Estep Score: -7537647.000000 Penalty: 5326.716797 Iteration 8F: 3 clusters Score -7537647 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 34790 members Entering Unmasked Estep Score: -7539632.000000 Penalty: 5326.716797 Iteration 9F: 3 clusters Score -7539632 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9731 members Mstep: Class 2 contains 36405 members Entering Unmasked Estep Score: -7541262.500000 Penalty: 5326.716797 Iteration 10Q: 3 clusters Score -7541262 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 37719 members Entering Unmasked Estep Score: -7542325.500000 Penalty: 5326.716797 Iteration 11Q: 3 clusters Score -7542326 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 38843 members Entering Unmasked Estep Score: -7543196.000000 Penalty: 5326.716797 Iteration 12Q: 3 clusters Score -7543196 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 39764 members Entering Unmasked Estep Score: -7543864.000000 Penalty: 5326.716797 Iteration 13Q: 3 clusters Score -7543864 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 40522 members Entering Unmasked Estep Score: -7544420.500000 Penalty: 5326.716797 Iteration 14Q: 3 clusters Score -7544420 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 41176 members Entering Unmasked Estep Score: -7544870.500000 Penalty: 5326.716797 Iteration 15Q: 3 clusters Score -7544870 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 41651 members Entering Unmasked Estep Score: -7545137.000000 Penalty: 5326.716797 Iteration 16Q: 3 clusters Score -7545137 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 42038 members Entering Unmasked Estep Score: -7545369.500000 Penalty: 5326.716797 Iteration 17Q: 3 clusters Score -7545370 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 42342 members Entering Unmasked Estep Score: -7545550.500000 Penalty: 5326.716797 Iteration 18Q: 3 clusters Score -7545550 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 42568 members Entering Unmasked Estep Score: -7545650.500000 Penalty: 5326.716797 Iteration 19Q: 3 clusters Score -7545650 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 42764 members Entering Unmasked Estep Score: -7545713.000000 Penalty: 5326.716797 Iteration 20F: 3 clusters Score -7545713 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 42922 members Entering Unmasked Estep Score: -7545777.000000 Penalty: 5326.716797 Iteration 21Q: 3 clusters Score -7545777 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 43027 members Entering Unmasked Estep Score: -7545791.000000 Penalty: 5326.716797 Iteration 22Q: 3 clusters Score -7545791 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 43119 members Entering Unmasked Estep Score: -7545818.000000 Penalty: 5326.716797 Iteration 23Q: 3 clusters Score -7545818 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 43198 members Entering Unmasked Estep Score: -7545868.000000 Penalty: 5326.716797 Iteration 24Q: 3 clusters Score -7545868 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 43258 members Entering Unmasked Estep Score: -7545893.500000 Penalty: 5326.716797 Iteration 25Q: 3 clusters Score -7545894 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 43303 members Entering Unmasked Estep Score: -7545898.500000 Penalty: 5326.716797 Iteration 26Q: 3 clusters Score -7545898 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 43348 members Entering Unmasked Estep Score: -7545905.500000 Penalty: 5326.716797 Iteration 27Q: 3 clusters Score -7545906 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 43385 members Entering Unmasked Estep Score: -7545915.000000 Penalty: 5326.716797 Iteration 28Q: 3 clusters Score -7545915 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 43420 members Entering Unmasked Estep Score: -7545917.000000 Penalty: 5326.716797 Iteration 29Q: 3 clusters Score -7545917 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 43447 members Entering Unmasked Estep Score: -7545916.000000 Penalty: 5326.716797 Iteration 30Q: 3 clusters Score -7545916 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 43478 members Entering Unmasked Estep Score: -7545939.500000 Penalty: 5326.716797 Iteration 31Q: 3 clusters Score -7545940 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 43504 members Entering Unmasked Estep Score: -7545957.000000 Penalty: 5326.716797 Iteration 32Q: 3 clusters Score -7545957 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 43530 members Entering Unmasked Estep Score: -7545979.000000 Penalty: 5326.716797 Iteration 33Q: 3 clusters Score -7545979 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 43551 members Entering Unmasked Estep Score: -7545980.000000 Penalty: 5326.716797 Iteration 34Q: 3 clusters Score -7545980 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 43572 members Entering Unmasked Estep Score: -7545995.500000 Penalty: 5326.716797 Iteration 35Q: 3 clusters Score -7545996 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 43591 members Entering Unmasked Estep Score: -7545998.000000 Penalty: 5326.716797 Iteration 36Q: 3 clusters Score -7545998 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 43611 members Entering Unmasked Estep Score: -7545991.500000 Penalty: 5326.716797 Iteration 37Q: 3 clusters Score -7545992 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 43629 members Entering Unmasked Estep Score: -7545999.500000 Penalty: 5326.716797 Iteration 38Q: 3 clusters Score -7546000 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 43642 members Entering Unmasked Estep Score: -7546007.500000 Penalty: 5326.716797 Iteration 39Q: 3 clusters Score -7546008 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 43661 members Entering Unmasked Estep Score: -7546003.000000 Penalty: 5326.716797 Iteration 40F: 3 clusters Score -7546003 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 43676 members Entering Unmasked Estep Score: -7546011.000000 Penalty: 5326.716797 Iteration 41Q: 3 clusters Score -7546011 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 43694 members Entering Unmasked Estep Score: -7546009.500000 Penalty: 5326.716797 Iteration 42Q: 3 clusters Score -7546010 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 43702 members Entering Unmasked Estep Score: -7546013.000000 Penalty: 5326.716797 Iteration 43Q: 3 clusters Score -7546013 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 43712 members Entering Unmasked Estep Score: -7546002.000000 Penalty: 5326.716797 Iteration 44Q: 3 clusters Score -7546002 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 43728 members Entering Unmasked Estep Score: -7546013.500000 Penalty: 5326.716797 Iteration 45Q: 3 clusters Score -7546014 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 43741 members Entering Unmasked Estep Score: -7546013.000000 Penalty: 5326.716797 Iteration 46Q: 3 clusters Score -7546013 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 43747 members Entering Unmasked Estep Score: -7546014.500000 Penalty: 5326.716797 Iteration 47Q: 3 clusters Score -7546014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 43751 members Entering Unmasked Estep Score: -7546024.000000 Penalty: 5326.716797 Iteration 48Q: 3 clusters Score -7546024 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 43755 members Entering Unmasked Estep Score: -7546021.000000 Penalty: 5326.716797 Iteration 49Q: 3 clusters Score -7546021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 43759 members Entering Unmasked Estep Score: -7546018.000000 Penalty: 5326.716797 Iteration 50Q: 3 clusters Score -7546018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 43762 members Entering Unmasked Estep Score: -7546015.000000 Penalty: 5326.716797 Iteration 51Q: 3 clusters Score -7546015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 43767 members Entering Unmasked Estep Score: -7546020.500000 Penalty: 5326.716797 Iteration 52Q: 3 clusters Score -7546020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 43769 members Entering Unmasked Estep Score: -7546017.500000 Penalty: 5326.716797 Iteration 53Q: 3 clusters Score -7546018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 43773 members Entering Unmasked Estep Score: -7546014.500000 Penalty: 5326.716797 Iteration 54Q: 3 clusters Score -7546014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 43775 members Entering Unmasked Estep Score: -7546014.500000 Penalty: 5326.716797 Iteration 55Q: 3 clusters Score -7546014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 43776 members Entering Unmasked Estep Score: -7546021.000000 Penalty: 5326.716797 Iteration 56Q: 3 clusters Score -7546021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 43776 members Entering Unmasked Estep Score: -7546021.000000 Penalty: 5326.716797 Iteration 57F: 3 clusters Score -7546021 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -32455.439453 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -32455.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -31321.470703 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -31321.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -31360.560547 Penalty: 2659.200928 Iteration 1Q: 3 clusters Score -31360.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -31372.699219 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -31372.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -31379.242188 Penalty: 2659.200928 Iteration 3Q: 3 clusters Score -31379.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -31382.794922 Penalty: 2659.200928 Iteration 4Q: 3 clusters Score -31382.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -31382.794922 Penalty: 2659.200928 Iteration 5F: 3 clusters Score -31382.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -104896.437500 Penalty: 1632.342163 Iteration 0F: 2 clusters Score -104896.4 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 348 members Entering Unmasked Estep Score: -103285.046875 Penalty: 3264.684326 Iteration 0F: 3 clusters Score -103285 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -103634.609375 Penalty: 3264.684326 Iteration 1F: 3 clusters Score -103634.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -103849.343750 Penalty: 3264.684326 Iteration 2F: 3 clusters Score -103849.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -104029.492188 Penalty: 3264.684326 Iteration 3F: 3 clusters Score -104029.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -104190.921875 Penalty: 3264.684326 Iteration 4Q: 3 clusters Score -104190.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -104379.804688 Penalty: 3264.684326 Iteration 5Q: 3 clusters Score -104379.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -104505.171875 Penalty: 3264.684326 Iteration 6Q: 3 clusters Score -104505.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -104584.710938 Penalty: 3264.684326 Iteration 7Q: 3 clusters Score -104584.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -104618.257812 Penalty: 3264.684326 Iteration 8Q: 3 clusters Score -104618.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -104637.593750 Penalty: 3264.684326 Iteration 9Q: 3 clusters Score -104637.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -104650.515625 Penalty: 3264.684326 Iteration 10Q: 3 clusters Score -104650.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -104664.921875 Penalty: 3264.684326 Iteration 11Q: 3 clusters Score -104664.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -104695.468750 Penalty: 3264.684326 Iteration 12Q: 3 clusters Score -104695.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -104730.414062 Penalty: 3264.684326 Iteration 13Q: 3 clusters Score -104730.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -104773.781250 Penalty: 3264.684326 Iteration 14Q: 3 clusters Score -104773.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -104811.156250 Penalty: 3264.684326 Iteration 15Q: 3 clusters Score -104811.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -104842.601562 Penalty: 3264.684326 Iteration 16Q: 3 clusters Score -104842.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -104877.710938 Penalty: 3264.684326 Iteration 17Q: 3 clusters Score -104877.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -104892.140625 Penalty: 3264.684326 Iteration 18Q: 3 clusters Score -104892.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -104902.500000 Penalty: 3264.684326 Iteration 19Q: 3 clusters Score -104902.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -104916.726562 Penalty: 3264.684326 Iteration 20F: 3 clusters Score -104916.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -105003.625000 Penalty: 3264.684326 Iteration 21Q: 3 clusters Score -105003.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -105047.296875 Penalty: 3264.684326 Iteration 22Q: 3 clusters Score -105047.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -105057.757812 Penalty: 3264.684326 Iteration 23Q: 3 clusters Score -105057.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -105070.656250 Penalty: 3264.684326 Iteration 24Q: 3 clusters Score -105070.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -105089.000000 Penalty: 3264.684326 Iteration 25Q: 3 clusters Score -105089 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -105104.164062 Penalty: 3264.684326 Iteration 26Q: 3 clusters Score -105104.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -105137.812500 Penalty: 3264.684326 Iteration 27Q: 3 clusters Score -105137.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -105183.734375 Penalty: 3264.684326 Iteration 28Q: 3 clusters Score -105183.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -105221.289062 Penalty: 3264.684326 Iteration 29Q: 3 clusters Score -105221.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -105263.484375 Penalty: 3264.684326 Iteration 30Q: 3 clusters Score -105263.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -105273.640625 Penalty: 3264.684326 Iteration 31Q: 3 clusters Score -105273.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -105292.929688 Penalty: 3264.684326 Iteration 32Q: 3 clusters Score -105292.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -105320.703125 Penalty: 3264.684326 Iteration 33Q: 3 clusters Score -105320.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -105358.734375 Penalty: 3264.684326 Iteration 34Q: 3 clusters Score -105358.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -105409.625000 Penalty: 3264.684326 Iteration 35Q: 3 clusters Score -105409.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -105449.601562 Penalty: 3264.684326 Iteration 36Q: 3 clusters Score -105449.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -105485.656250 Penalty: 3264.684326 Iteration 37Q: 3 clusters Score -105485.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -105551.421875 Penalty: 3264.684326 Iteration 38Q: 3 clusters Score -105551.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -105604.445312 Penalty: 3264.684326 Iteration 39Q: 3 clusters Score -105604.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -105604.445312 Penalty: 3264.684326 Iteration 40F: 3 clusters Score -105604.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21578 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46136 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 368 members Mstep: Class 19 contains 15500 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17401 members Mstep: Class 39 contains 354 members Entering Unmasked Estep Score: -51831652.000000 Penalty: 122686.585938 Splitting cluster 18 changes total score from -51832456.000000 to -51831652.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (15500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Entering Unmasked Estep Score: -2384989.250000 Penalty: 2392.851562 Iteration 0F: 2 clusters Score -2384989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -2373844.000000 Penalty: 4785.703125 Iteration 0F: 3 clusters Score -2373844 nChanged 6698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -2377743.000000 Penalty: 4785.703125 Iteration 1F: 3 clusters Score -2377743 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -2378334.750000 Penalty: 4785.703125 Iteration 2F: 3 clusters Score -2378335 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -2378854.250000 Penalty: 4785.703125 Iteration 3F: 3 clusters Score -2378854 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -2379386.750000 Penalty: 4785.703125 Iteration 4F: 3 clusters Score -2379387 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -2379952.500000 Penalty: 4785.703125 Iteration 5F: 3 clusters Score -2379952 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -2380505.250000 Penalty: 4785.703125 Iteration 6F: 3 clusters Score -2380505 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -2380967.500000 Penalty: 4785.703125 Iteration 7Q: 3 clusters Score -2380968 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -2381378.000000 Penalty: 4785.703125 Iteration 8Q: 3 clusters Score -2381378 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -2381725.250000 Penalty: 4785.703125 Iteration 9Q: 3 clusters Score -2381725 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -2382077.250000 Penalty: 4785.703125 Iteration 10Q: 3 clusters Score -2382077 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -2382398.500000 Penalty: 4785.703125 Iteration 11Q: 3 clusters Score -2382398 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 12274 members Entering Unmasked Estep Score: -2382628.500000 Penalty: 4785.703125 Iteration 12Q: 3 clusters Score -2382628 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -2382835.250000 Penalty: 4785.703125 Iteration 13Q: 3 clusters Score -2382835 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -2382998.250000 Penalty: 4785.703125 Iteration 14Q: 3 clusters Score -2382998 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -2383112.750000 Penalty: 4785.703125 Iteration 15Q: 3 clusters Score -2383113 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -2383211.500000 Penalty: 4785.703125 Iteration 16Q: 3 clusters Score -2383212 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -2383267.500000 Penalty: 4785.703125 Iteration 17Q: 3 clusters Score -2383268 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -2383313.250000 Penalty: 4785.703125 Iteration 18Q: 3 clusters Score -2383313 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -2383349.500000 Penalty: 4785.703125 Iteration 19Q: 3 clusters Score -2383350 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -2383377.000000 Penalty: 4785.703125 Iteration 20F: 3 clusters Score -2383377 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -2383391.250000 Penalty: 4785.703125 Iteration 21Q: 3 clusters Score -2383391 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -2383409.500000 Penalty: 4785.703125 Iteration 22Q: 3 clusters Score -2383410 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 13870 members Entering Unmasked Estep Score: -2383426.500000 Penalty: 4785.703125 Iteration 23Q: 3 clusters Score -2383426 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 13899 members Entering Unmasked Estep Score: -2383438.000000 Penalty: 4785.703125 Iteration 24Q: 3 clusters Score -2383438 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 13925 members Entering Unmasked Estep Score: -2383441.500000 Penalty: 4785.703125 Iteration 25Q: 3 clusters Score -2383442 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 13948 members Entering Unmasked Estep Score: -2383450.250000 Penalty: 4785.703125 Iteration 26Q: 3 clusters Score -2383450 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -2383457.250000 Penalty: 4785.703125 Iteration 27Q: 3 clusters Score -2383457 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 13980 members Entering Unmasked Estep Score: -2383458.250000 Penalty: 4785.703125 Iteration 28Q: 3 clusters Score -2383458 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 13988 members Entering Unmasked Estep Score: -2383462.000000 Penalty: 4785.703125 Iteration 29Q: 3 clusters Score -2383462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 13993 members Entering Unmasked Estep Score: -2383460.750000 Penalty: 4785.703125 Iteration 30Q: 3 clusters Score -2383461 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 13997 members Entering Unmasked Estep Score: -2383470.750000 Penalty: 4785.703125 Iteration 31Q: 3 clusters Score -2383471 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -2383465.000000 Penalty: 4785.703125 Iteration 32Q: 3 clusters Score -2383465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 14010 members Entering Unmasked Estep Score: -2383467.500000 Penalty: 4785.703125 Iteration 33Q: 3 clusters Score -2383468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -2383464.250000 Penalty: 4785.703125 Iteration 34Q: 3 clusters Score -2383464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -2383464.250000 Penalty: 4785.703125 Iteration 35F: 3 clusters Score -2383464 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Entering Unmasked Estep Score: -1179859.750000 Penalty: 2201.659912 Iteration 0F: 2 clusters Score -1179860 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1174001.750000 Penalty: 4403.319824 Iteration 0F: 3 clusters Score -1174002 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1175766.875000 Penalty: 4403.319824 Iteration 1F: 3 clusters Score -1175767 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -1176336.625000 Penalty: 4403.319824 Iteration 2F: 3 clusters Score -1176337 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1176886.625000 Penalty: 4403.319824 Iteration 3F: 3 clusters Score -1176887 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1177362.625000 Penalty: 4403.319824 Iteration 4F: 3 clusters Score -1177363 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1177681.375000 Penalty: 4403.319824 Iteration 5F: 3 clusters Score -1177681 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1177861.250000 Penalty: 4403.319824 Iteration 6Q: 3 clusters Score -1177861 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1178005.125000 Penalty: 4403.319824 Iteration 7Q: 3 clusters Score -1178005 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1178101.625000 Penalty: 4403.319824 Iteration 8Q: 3 clusters Score -1178102 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1178158.500000 Penalty: 4403.319824 Iteration 9Q: 3 clusters Score -1178158 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1178202.250000 Penalty: 4403.319824 Iteration 10Q: 3 clusters Score -1178202 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1178232.250000 Penalty: 4403.319824 Iteration 11Q: 3 clusters Score -1178232 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1178263.500000 Penalty: 4403.319824 Iteration 12Q: 3 clusters Score -1178264 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1178284.875000 Penalty: 4403.319824 Iteration 13Q: 3 clusters Score -1178285 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1178303.500000 Penalty: 4403.319824 Iteration 14Q: 3 clusters Score -1178304 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1178313.875000 Penalty: 4403.319824 Iteration 15Q: 3 clusters Score -1178314 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1178322.375000 Penalty: 4403.319824 Iteration 16Q: 3 clusters Score -1178322 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1178331.375000 Penalty: 4403.319824 Iteration 17Q: 3 clusters Score -1178331 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1178334.250000 Penalty: 4403.319824 Iteration 18Q: 3 clusters Score -1178334 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1178340.250000 Penalty: 4403.319824 Iteration 19Q: 3 clusters Score -1178340 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1178345.875000 Penalty: 4403.319824 Iteration 20F: 3 clusters Score -1178346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1178351.875000 Penalty: 4403.319824 Iteration 21Q: 3 clusters Score -1178352 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1178356.125000 Penalty: 4403.319824 Iteration 22Q: 3 clusters Score -1178356 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1178357.000000 Penalty: 4403.319824 Iteration 23Q: 3 clusters Score -1178357 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1178357.625000 Penalty: 4403.319824 Iteration 24Q: 3 clusters Score -1178358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -1178361.500000 Penalty: 4403.319824 Iteration 25Q: 3 clusters Score -1178362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1178360.625000 Penalty: 4403.319824 Iteration 26Q: 3 clusters Score -1178361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1178360.750000 Penalty: 4403.319824 Iteration 27Q: 3 clusters Score -1178361 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1178360.750000 Penalty: 4403.319824 Iteration 28F: 3 clusters Score -1178361 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Entering Unmasked Estep Score: -86521.921875 Penalty: 1567.550537 Iteration 0F: 2 clusters Score -86521.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -84977.007812 Penalty: 3135.101074 Iteration 0F: 3 clusters Score -84977.01 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -85227.343750 Penalty: 3135.101074 Iteration 1F: 3 clusters Score -85227.34 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -85350.453125 Penalty: 3135.101074 Iteration 2F: 3 clusters Score -85350.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -85424.640625 Penalty: 3135.101074 Iteration 3Q: 3 clusters Score -85424.64 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -85488.742188 Penalty: 3135.101074 Iteration 4Q: 3 clusters Score -85488.74 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -85533.289062 Penalty: 3135.101074 Iteration 5Q: 3 clusters Score -85533.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -85550.312500 Penalty: 3135.101074 Iteration 6Q: 3 clusters Score -85550.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -85556.492188 Penalty: 3135.101074 Iteration 7Q: 3 clusters Score -85556.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -85562.046875 Penalty: 3135.101074 Iteration 8Q: 3 clusters Score -85562.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -85567.085938 Penalty: 3135.101074 Iteration 9Q: 3 clusters Score -85567.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -85570.664062 Penalty: 3135.101074 Iteration 10Q: 3 clusters Score -85570.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -85571.625000 Penalty: 3135.101074 Iteration 11Q: 3 clusters Score -85571.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -85576.882812 Penalty: 3135.101074 Iteration 12Q: 3 clusters Score -85576.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -85576.882812 Penalty: 3135.101074 Iteration 13F: 3 clusters Score -85576.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Entering Unmasked Estep Score: -1728275.625000 Penalty: 2289.924805 Iteration 0F: 2 clusters Score -1728276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1720418.375000 Penalty: 4579.849609 Iteration 0F: 3 clusters Score -1720418 nChanged 4253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -1722700.875000 Penalty: 4579.849609 Iteration 1F: 3 clusters Score -1722701 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1723052.125000 Penalty: 4579.849609 Iteration 2F: 3 clusters Score -1723052 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1723292.500000 Penalty: 4579.849609 Iteration 3F: 3 clusters Score -1723292 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1723481.875000 Penalty: 4579.849609 Iteration 4Q: 3 clusters Score -1723482 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1723609.875000 Penalty: 4579.849609 Iteration 5Q: 3 clusters Score -1723610 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -1723725.500000 Penalty: 4579.849609 Iteration 6Q: 3 clusters Score -1723726 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1723839.125000 Penalty: 4579.849609 Iteration 7Q: 3 clusters Score -1723839 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1723955.750000 Penalty: 4579.849609 Iteration 8Q: 3 clusters Score -1723956 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -1724066.750000 Penalty: 4579.849609 Iteration 9Q: 3 clusters Score -1724067 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -1724202.625000 Penalty: 4579.849609 Iteration 10Q: 3 clusters Score -1724203 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -1724362.625000 Penalty: 4579.849609 Iteration 11Q: 3 clusters Score -1724363 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -1724528.750000 Penalty: 4579.849609 Iteration 12Q: 3 clusters Score -1724529 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -1724755.375000 Penalty: 4579.849609 Iteration 13Q: 3 clusters Score -1724755 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1725004.500000 Penalty: 4579.849609 Iteration 14Q: 3 clusters Score -1725004 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -1725267.875000 Penalty: 4579.849609 Iteration 15Q: 3 clusters Score -1725268 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -1725476.250000 Penalty: 4579.849609 Iteration 16Q: 3 clusters Score -1725476 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -1725682.875000 Penalty: 4579.849609 Iteration 17Q: 3 clusters Score -1725683 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -1725872.500000 Penalty: 4579.849609 Iteration 18Q: 3 clusters Score -1725872 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -1726046.625000 Penalty: 4579.849609 Iteration 19Q: 3 clusters Score -1726047 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 9150 members Entering Unmasked Estep Score: -1726181.000000 Penalty: 4579.849609 Iteration 20F: 3 clusters Score -1726181 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 9252 members Entering Unmasked Estep Score: -1726272.500000 Penalty: 4579.849609 Iteration 21Q: 3 clusters Score -1726272 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -1726327.750000 Penalty: 4579.849609 Iteration 22Q: 3 clusters Score -1726328 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -1726367.875000 Penalty: 4579.849609 Iteration 23Q: 3 clusters Score -1726368 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -1726393.000000 Penalty: 4579.849609 Iteration 24Q: 3 clusters Score -1726393 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1726409.625000 Penalty: 4579.849609 Iteration 25Q: 3 clusters Score -1726410 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -1726428.875000 Penalty: 4579.849609 Iteration 26Q: 3 clusters Score -1726429 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -1726442.375000 Penalty: 4579.849609 Iteration 27Q: 3 clusters Score -1726442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -1726443.500000 Penalty: 4579.849609 Iteration 28Q: 3 clusters Score -1726444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -1726446.375000 Penalty: 4579.849609 Iteration 29Q: 3 clusters Score -1726446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -1726446.500000 Penalty: 4579.849609 Iteration 30Q: 3 clusters Score -1726446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -1726453.500000 Penalty: 4579.849609 Iteration 31Q: 3 clusters Score -1726454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -1726455.250000 Penalty: 4579.849609 Iteration 32Q: 3 clusters Score -1726455 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1726462.125000 Penalty: 4579.849609 Iteration 33Q: 3 clusters Score -1726462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -1726460.250000 Penalty: 4579.849609 Iteration 34Q: 3 clusters Score -1726460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -1726460.250000 Penalty: 4579.849609 Iteration 35F: 3 clusters Score -1726460 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Entering Unmasked Estep Score: -284062.218750 Penalty: 1848.195801 Iteration 0F: 2 clusters Score -284062.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -281595.218750 Penalty: 3696.391602 Iteration 0F: 3 clusters Score -281595.2 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -282017.093750 Penalty: 3696.391602 Iteration 1F: 3 clusters Score -282017.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -282119.093750 Penalty: 3696.391602 Iteration 2F: 3 clusters Score -282119.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -282182.000000 Penalty: 3696.391602 Iteration 3Q: 3 clusters Score -282182 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -282218.031250 Penalty: 3696.391602 Iteration 4Q: 3 clusters Score -282218 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -282243.937500 Penalty: 3696.391602 Iteration 5Q: 3 clusters Score -282243.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -282264.500000 Penalty: 3696.391602 Iteration 6Q: 3 clusters Score -282264.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -282286.187500 Penalty: 3696.391602 Iteration 7Q: 3 clusters Score -282286.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -282298.593750 Penalty: 3696.391602 Iteration 8Q: 3 clusters Score -282298.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -282305.531250 Penalty: 3696.391602 Iteration 9Q: 3 clusters Score -282305.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -282309.625000 Penalty: 3696.391602 Iteration 10Q: 3 clusters Score -282309.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -282314.062500 Penalty: 3696.391602 Iteration 11Q: 3 clusters Score -282314.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -282320.093750 Penalty: 3696.391602 Iteration 12Q: 3 clusters Score -282320.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -282322.031250 Penalty: 3696.391602 Iteration 13Q: 3 clusters Score -282322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -282322.125000 Penalty: 3696.391602 Iteration 14Q: 3 clusters Score -282322.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -282322.125000 Penalty: 3696.391602 Iteration 15F: 3 clusters Score -282322.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (14430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Entering Unmasked Estep Score: -2346990.250000 Penalty: 2375.112061 Iteration 0F: 2 clusters Score -2346990 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -2336622.250000 Penalty: 4750.224121 Iteration 0F: 3 clusters Score -2336622 nChanged 6188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -2340215.500000 Penalty: 4750.224121 Iteration 1F: 3 clusters Score -2340216 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -2340997.500000 Penalty: 4750.224121 Iteration 2F: 3 clusters Score -2340998 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -2341814.750000 Penalty: 4750.224121 Iteration 3F: 3 clusters Score -2341815 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8831 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -2342573.750000 Penalty: 4750.224121 Iteration 4F: 3 clusters Score -2342574 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -2343281.750000 Penalty: 4750.224121 Iteration 5F: 3 clusters Score -2343282 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -2343827.750000 Penalty: 4750.224121 Iteration 6F: 3 clusters Score -2343828 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2344293.500000 Penalty: 4750.224121 Iteration 7Q: 3 clusters Score -2344294 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -2344704.250000 Penalty: 4750.224121 Iteration 8Q: 3 clusters Score -2344704 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -2345139.500000 Penalty: 4750.224121 Iteration 9Q: 3 clusters Score -2345140 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -2345516.500000 Penalty: 4750.224121 Iteration 10Q: 3 clusters Score -2345516 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -2345795.250000 Penalty: 4750.224121 Iteration 11Q: 3 clusters Score -2345795 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -2345974.750000 Penalty: 4750.224121 Iteration 12Q: 3 clusters Score -2345975 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -2346099.500000 Penalty: 4750.224121 Iteration 13Q: 3 clusters Score -2346100 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -2346172.750000 Penalty: 4750.224121 Iteration 14Q: 3 clusters Score -2346173 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10670 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -2346209.250000 Penalty: 4750.224121 Iteration 15Q: 3 clusters Score -2346209 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -2346225.250000 Penalty: 4750.224121 Iteration 16Q: 3 clusters Score -2346225 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -2346235.500000 Penalty: 4750.224121 Iteration 17Q: 3 clusters Score -2346236 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -2346238.250000 Penalty: 4750.224121 Iteration 18Q: 3 clusters Score -2346238 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -2346241.000000 Penalty: 4750.224121 Iteration 19Q: 3 clusters Score -2346241 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -2346252.000000 Penalty: 4750.224121 Iteration 20F: 3 clusters Score -2346252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -2346251.500000 Penalty: 4750.224121 Iteration 21Q: 3 clusters Score -2346252 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -2346251.250000 Penalty: 4750.224121 Iteration 22Q: 3 clusters Score -2346251 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -2346251.250000 Penalty: 4750.224121 Iteration 23F: 3 clusters Score -2346251 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (24164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24164 members Entering Unmasked Estep Score: -4056677.500000 Penalty: 2502.969482 Iteration 0F: 2 clusters Score -4056678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 12088 members Entering Unmasked Estep Score: -4039895.000000 Penalty: 5005.938965 Iteration 0F: 3 clusters Score -4039895 nChanged 10723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 11847 members Entering Unmasked Estep Score: -4045827.750000 Penalty: 5005.938965 Iteration 1F: 3 clusters Score -4045828 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -4046395.000000 Penalty: 5005.938965 Iteration 2F: 3 clusters Score -4046395 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -4046929.500000 Penalty: 5005.938965 Iteration 3F: 3 clusters Score -4046930 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -4047491.000000 Penalty: 5005.938965 Iteration 4Q: 3 clusters Score -4047491 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -4048092.750000 Penalty: 5005.938965 Iteration 5Q: 3 clusters Score -4048093 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 9803 members Entering Unmasked Estep Score: -4048669.500000 Penalty: 5005.938965 Iteration 6F: 3 clusters Score -4048670 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15007 members Mstep: Class 2 contains 9157 members Entering Unmasked Estep Score: -4049276.000000 Penalty: 5005.938965 Iteration 7Q: 3 clusters Score -4049276 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -4049857.750000 Penalty: 5005.938965 Iteration 8Q: 3 clusters Score -4049858 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -4050428.500000 Penalty: 5005.938965 Iteration 9Q: 3 clusters Score -4050428 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17038 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -4050934.000000 Penalty: 5005.938965 Iteration 10Q: 3 clusters Score -4050934 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17733 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -4051360.000000 Penalty: 5005.938965 Iteration 11Q: 3 clusters Score -4051360 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18443 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -4051791.500000 Penalty: 5005.938965 Iteration 12Q: 3 clusters Score -4051792 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19158 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -4052211.500000 Penalty: 5005.938965 Iteration 13Q: 3 clusters Score -4052212 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19867 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -4052639.000000 Penalty: 5005.938965 Iteration 14Q: 3 clusters Score -4052639 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20512 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -4053035.000000 Penalty: 5005.938965 Iteration 15Q: 3 clusters Score -4053035 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21107 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -4053397.750000 Penalty: 5005.938965 Iteration 16Q: 3 clusters Score -4053398 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21586 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -4053669.750000 Penalty: 5005.938965 Iteration 17Q: 3 clusters Score -4053670 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21975 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -4053884.000000 Penalty: 5005.938965 Iteration 18Q: 3 clusters Score -4053884 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22281 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -4054085.500000 Penalty: 5005.938965 Iteration 19Q: 3 clusters Score -4054086 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22523 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -4054219.250000 Penalty: 5005.938965 Iteration 20F: 3 clusters Score -4054219 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22709 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -4054338.250000 Penalty: 5005.938965 Iteration 21Q: 3 clusters Score -4054338 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22853 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -4054433.250000 Penalty: 5005.938965 Iteration 22Q: 3 clusters Score -4054433 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22960 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -4054503.500000 Penalty: 5005.938965 Iteration 23Q: 3 clusters Score -4054504 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -4054552.000000 Penalty: 5005.938965 Iteration 24Q: 3 clusters Score -4054552 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23107 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -4054594.750000 Penalty: 5005.938965 Iteration 25Q: 3 clusters Score -4054595 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -4054634.000000 Penalty: 5005.938965 Iteration 26Q: 3 clusters Score -4054634 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23194 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -4054658.500000 Penalty: 5005.938965 Iteration 27Q: 3 clusters Score -4054658 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23229 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -4054688.250000 Penalty: 5005.938965 Iteration 28Q: 3 clusters Score -4054688 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23252 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -4054710.250000 Penalty: 5005.938965 Iteration 29Q: 3 clusters Score -4054710 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -4054725.250000 Penalty: 5005.938965 Iteration 30Q: 3 clusters Score -4054725 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23281 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -4054734.250000 Penalty: 5005.938965 Iteration 31Q: 3 clusters Score -4054734 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23285 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -4054741.000000 Penalty: 5005.938965 Iteration 32Q: 3 clusters Score -4054741 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23292 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -4054743.250000 Penalty: 5005.938965 Iteration 33Q: 3 clusters Score -4054743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23297 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -4054751.000000 Penalty: 5005.938965 Iteration 34Q: 3 clusters Score -4054751 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23298 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4054750.750000 Penalty: 5005.938965 Iteration 35Q: 3 clusters Score -4054751 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23301 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -4054749.250000 Penalty: 5005.938965 Iteration 36Q: 3 clusters Score -4054749 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23301 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -4054753.000000 Penalty: 5005.938965 Iteration 37Q: 3 clusters Score -4054753 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23305 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -4054750.500000 Penalty: 5005.938965 Iteration 38Q: 3 clusters Score -4054750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23305 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -4054747.250000 Penalty: 5005.938965 Iteration 39Q: 3 clusters Score -4054747 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23306 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -4054749.500000 Penalty: 5005.938965 Iteration 40F: 3 clusters Score -4054750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23309 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4054749.250000 Penalty: 5005.938965 Iteration 41Q: 3 clusters Score -4054749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23309 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4054749.250000 Penalty: 5005.938965 Iteration 42F: 3 clusters Score -4054749 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -9370.159180 Penalty: 1098.842529 Iteration 0F: 2 clusters Score -9370.159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -8990.227539 Penalty: 2197.685059 Iteration 0F: 3 clusters Score -8990.228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9010.236328 Penalty: 2197.685059 Iteration 1Q: 3 clusters Score -9010.236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9010.236328 Penalty: 2197.685059 Iteration 2F: 3 clusters Score -9010.236 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Entering Unmasked Estep Score: -665022.312500 Penalty: 2073.761719 Iteration 0F: 2 clusters Score -665022.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -660987.375000 Penalty: 4147.523438 Iteration 0F: 3 clusters Score -660987.4 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -661977.125000 Penalty: 4147.523438 Iteration 1F: 3 clusters Score -661977.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -662201.250000 Penalty: 4147.523438 Iteration 2F: 3 clusters Score -662201.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -662334.187500 Penalty: 4147.523438 Iteration 3Q: 3 clusters Score -662334.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -662429.687500 Penalty: 4147.523438 Iteration 4Q: 3 clusters Score -662429.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -662507.312500 Penalty: 4147.523438 Iteration 5Q: 3 clusters Score -662507.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -662565.125000 Penalty: 4147.523438 Iteration 6Q: 3 clusters Score -662565.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -662630.750000 Penalty: 4147.523438 Iteration 7Q: 3 clusters Score -662630.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -662692.562500 Penalty: 4147.523438 Iteration 8Q: 3 clusters Score -662692.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -662755.312500 Penalty: 4147.523438 Iteration 9Q: 3 clusters Score -662755.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -662808.500000 Penalty: 4147.523438 Iteration 10Q: 3 clusters Score -662808.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -662861.062500 Penalty: 4147.523438 Iteration 11Q: 3 clusters Score -662861.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -662913.500000 Penalty: 4147.523438 Iteration 12Q: 3 clusters Score -662913.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -662962.625000 Penalty: 4147.523438 Iteration 13Q: 3 clusters Score -662962.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -663002.250000 Penalty: 4147.523438 Iteration 14Q: 3 clusters Score -663002.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -663033.125000 Penalty: 4147.523438 Iteration 15Q: 3 clusters Score -663033.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -663059.062500 Penalty: 4147.523438 Iteration 16Q: 3 clusters Score -663059.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -663091.562500 Penalty: 4147.523438 Iteration 17Q: 3 clusters Score -663091.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -663129.500000 Penalty: 4147.523438 Iteration 18Q: 3 clusters Score -663129.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -663170.437500 Penalty: 4147.523438 Iteration 19Q: 3 clusters Score -663170.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -663206.062500 Penalty: 4147.523438 Iteration 20F: 3 clusters Score -663206.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -663247.500000 Penalty: 4147.523438 Iteration 21Q: 3 clusters Score -663247.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -663276.937500 Penalty: 4147.523438 Iteration 22Q: 3 clusters Score -663276.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -663311.812500 Penalty: 4147.523438 Iteration 23Q: 3 clusters Score -663311.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -663329.687500 Penalty: 4147.523438 Iteration 24Q: 3 clusters Score -663329.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -663344.625000 Penalty: 4147.523438 Iteration 25Q: 3 clusters Score -663344.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -663355.000000 Penalty: 4147.523438 Iteration 26Q: 3 clusters Score -663355 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -663362.125000 Penalty: 4147.523438 Iteration 27Q: 3 clusters Score -663362.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -663369.375000 Penalty: 4147.523438 Iteration 28Q: 3 clusters Score -663369.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -663374.750000 Penalty: 4147.523438 Iteration 29Q: 3 clusters Score -663374.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -663382.937500 Penalty: 4147.523438 Iteration 30Q: 3 clusters Score -663382.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -663390.875000 Penalty: 4147.523438 Iteration 31Q: 3 clusters Score -663390.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -663397.937500 Penalty: 4147.523438 Iteration 32Q: 3 clusters Score -663397.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -663406.375000 Penalty: 4147.523438 Iteration 33Q: 3 clusters Score -663406.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -663414.750000 Penalty: 4147.523438 Iteration 34Q: 3 clusters Score -663414.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -663426.875000 Penalty: 4147.523438 Iteration 35Q: 3 clusters Score -663426.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -663435.125000 Penalty: 4147.523438 Iteration 36Q: 3 clusters Score -663435.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -663439.750000 Penalty: 4147.523438 Iteration 37Q: 3 clusters Score -663439.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -663447.125000 Penalty: 4147.523438 Iteration 38Q: 3 clusters Score -663447.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -663453.250000 Penalty: 4147.523438 Iteration 39Q: 3 clusters Score -663453.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -663457.750000 Penalty: 4147.523438 Iteration 40F: 3 clusters Score -663457.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -663459.187500 Penalty: 4147.523438 Iteration 41Q: 3 clusters Score -663459.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -663459.875000 Penalty: 4147.523438 Iteration 42Q: 3 clusters Score -663459.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -663463.062500 Penalty: 4147.523438 Iteration 43Q: 3 clusters Score -663463.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -663467.750000 Penalty: 4147.523438 Iteration 44Q: 3 clusters Score -663467.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -663475.625000 Penalty: 4147.523438 Iteration 45Q: 3 clusters Score -663475.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -663479.562500 Penalty: 4147.523438 Iteration 46Q: 3 clusters Score -663479.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -663480.687500 Penalty: 4147.523438 Iteration 47Q: 3 clusters Score -663480.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -663482.687500 Penalty: 4147.523438 Iteration 48Q: 3 clusters Score -663482.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -663488.687500 Penalty: 4147.523438 Iteration 49Q: 3 clusters Score -663488.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -663493.000000 Penalty: 4147.523438 Iteration 50Q: 3 clusters Score -663493 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -663498.875000 Penalty: 4147.523438 Iteration 51Q: 3 clusters Score -663498.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -663504.312500 Penalty: 4147.523438 Iteration 52Q: 3 clusters Score -663504.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -663507.312500 Penalty: 4147.523438 Iteration 53Q: 3 clusters Score -663507.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -663506.875000 Penalty: 4147.523438 Iteration 54Q: 3 clusters Score -663506.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -663506.875000 Penalty: 4147.523438 Iteration 55F: 3 clusters Score -663506.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (48298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48298 members Entering Unmasked Estep Score: -7875838.000000 Penalty: 2674.716064 Iteration 0F: 2 clusters Score -7875838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24211 members Mstep: Class 2 contains 24087 members Entering Unmasked Estep Score: -7843561.500000 Penalty: 5349.432129 Iteration 0F: 3 clusters Score -7843562 nChanged 22208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25095 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -7856071.000000 Penalty: 5349.432129 Iteration 1F: 3 clusters Score -7856071 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25506 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -7856733.000000 Penalty: 5349.432129 Iteration 2Q: 3 clusters Score -7856733 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26064 members Mstep: Class 2 contains 22234 members Entering Unmasked Estep Score: -7857348.000000 Penalty: 5349.432129 Iteration 3Q: 3 clusters Score -7857348 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 21464 members Entering Unmasked Estep Score: -7858135.000000 Penalty: 5349.432129 Iteration 4Q: 3 clusters Score -7858135 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27831 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -7859117.000000 Penalty: 5349.432129 Iteration 5Q: 3 clusters Score -7859117 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29082 members Mstep: Class 2 contains 19216 members Entering Unmasked Estep Score: -7860422.000000 Penalty: 5349.432129 Iteration 6Q: 3 clusters Score -7860422 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30662 members Mstep: Class 2 contains 17636 members Entering Unmasked Estep Score: -7862053.000000 Penalty: 5349.432129 Iteration 7F: 3 clusters Score -7862053 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32450 members Mstep: Class 2 contains 15848 members Entering Unmasked Estep Score: -7863968.500000 Penalty: 5349.432129 Iteration 8F: 3 clusters Score -7863968 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34152 members Mstep: Class 2 contains 14146 members Entering Unmasked Estep Score: -7865899.000000 Penalty: 5349.432129 Iteration 9F: 3 clusters Score -7865899 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35639 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -7867473.000000 Penalty: 5349.432129 Iteration 10Q: 3 clusters Score -7867473 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36803 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -7868670.500000 Penalty: 5349.432129 Iteration 11Q: 3 clusters Score -7868670 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37685 members Mstep: Class 2 contains 10613 members Entering Unmasked Estep Score: -7869576.000000 Penalty: 5349.432129 Iteration 12Q: 3 clusters Score -7869576 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38401 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -7870272.500000 Penalty: 5349.432129 Iteration 13Q: 3 clusters Score -7870272 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38950 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -7870758.500000 Penalty: 5349.432129 Iteration 14Q: 3 clusters Score -7870758 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -7871094.000000 Penalty: 5349.432129 Iteration 15Q: 3 clusters Score -7871094 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39788 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -7871343.000000 Penalty: 5349.432129 Iteration 16Q: 3 clusters Score -7871343 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40122 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -7871494.000000 Penalty: 5349.432129 Iteration 17Q: 3 clusters Score -7871494 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40400 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -7871652.000000 Penalty: 5349.432129 Iteration 18Q: 3 clusters Score -7871652 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40628 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -7871757.000000 Penalty: 5349.432129 Iteration 19Q: 3 clusters Score -7871757 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40827 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -7871825.000000 Penalty: 5349.432129 Iteration 20F: 3 clusters Score -7871825 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41006 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -7871902.000000 Penalty: 5349.432129 Iteration 21Q: 3 clusters Score -7871902 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41165 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -7871965.000000 Penalty: 5349.432129 Iteration 22Q: 3 clusters Score -7871965 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41330 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -7871971.000000 Penalty: 5349.432129 Iteration 23Q: 3 clusters Score -7871971 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41479 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -7872034.000000 Penalty: 5349.432129 Iteration 24Q: 3 clusters Score -7872034 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41650 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -7872103.000000 Penalty: 5349.432129 Iteration 25Q: 3 clusters Score -7872103 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41815 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -7872143.500000 Penalty: 5349.432129 Iteration 26Q: 3 clusters Score -7872144 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41950 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -7872182.000000 Penalty: 5349.432129 Iteration 27Q: 3 clusters Score -7872182 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42087 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -7872213.500000 Penalty: 5349.432129 Iteration 28Q: 3 clusters Score -7872214 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42208 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -7872233.000000 Penalty: 5349.432129 Iteration 29Q: 3 clusters Score -7872233 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42329 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -7872247.000000 Penalty: 5349.432129 Iteration 30Q: 3 clusters Score -7872247 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42448 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -7872263.500000 Penalty: 5349.432129 Iteration 31Q: 3 clusters Score -7872264 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42562 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -7872280.500000 Penalty: 5349.432129 Iteration 32Q: 3 clusters Score -7872280 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42663 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -7872303.500000 Penalty: 5349.432129 Iteration 33Q: 3 clusters Score -7872304 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42764 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -7872319.000000 Penalty: 5349.432129 Iteration 34Q: 3 clusters Score -7872319 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42864 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -7872328.000000 Penalty: 5349.432129 Iteration 35Q: 3 clusters Score -7872328 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42972 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -7872340.500000 Penalty: 5349.432129 Iteration 36Q: 3 clusters Score -7872340 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43076 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -7872363.500000 Penalty: 5349.432129 Iteration 37Q: 3 clusters Score -7872364 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43188 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -7872397.500000 Penalty: 5349.432129 Iteration 38Q: 3 clusters Score -7872398 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43304 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -7872403.000000 Penalty: 5349.432129 Iteration 39Q: 3 clusters Score -7872403 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43414 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -7872438.500000 Penalty: 5349.432129 Iteration 40F: 3 clusters Score -7872438 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43526 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -7872466.000000 Penalty: 5349.432129 Iteration 41Q: 3 clusters Score -7872466 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43643 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -7872502.000000 Penalty: 5349.432129 Iteration 42Q: 3 clusters Score -7872502 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43756 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -7872543.500000 Penalty: 5349.432129 Iteration 43Q: 3 clusters Score -7872544 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43856 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -7872583.500000 Penalty: 5349.432129 Iteration 44Q: 3 clusters Score -7872584 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43963 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -7872598.500000 Penalty: 5349.432129 Iteration 45Q: 3 clusters Score -7872598 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44079 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -7872640.500000 Penalty: 5349.432129 Iteration 46Q: 3 clusters Score -7872640 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44190 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -7872671.500000 Penalty: 5349.432129 Iteration 47Q: 3 clusters Score -7872672 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44283 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -7872671.500000 Penalty: 5349.432129 Iteration 48Q: 3 clusters Score -7872672 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44394 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -7872719.500000 Penalty: 5349.432129 Iteration 49Q: 3 clusters Score -7872720 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44516 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -7872767.000000 Penalty: 5349.432129 Iteration 50Q: 3 clusters Score -7872767 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44636 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -7872802.000000 Penalty: 5349.432129 Iteration 51Q: 3 clusters Score -7872802 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44735 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -7872829.500000 Penalty: 5349.432129 Iteration 52Q: 3 clusters Score -7872830 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44848 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -7872834.000000 Penalty: 5349.432129 Iteration 53Q: 3 clusters Score -7872834 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44954 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -7872857.000000 Penalty: 5349.432129 Iteration 54Q: 3 clusters Score -7872857 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45075 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -7872900.500000 Penalty: 5349.432129 Iteration 55Q: 3 clusters Score -7872900 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45198 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -7872938.000000 Penalty: 5349.432129 Iteration 56Q: 3 clusters Score -7872938 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45325 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -7872968.000000 Penalty: 5349.432129 Iteration 57Q: 3 clusters Score -7872968 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45453 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -7873032.000000 Penalty: 5349.432129 Iteration 58Q: 3 clusters Score -7873032 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45573 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -7873086.500000 Penalty: 5349.432129 Iteration 59Q: 3 clusters Score -7873086 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45694 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -7873129.000000 Penalty: 5349.432129 Iteration 60F: 3 clusters Score -7873129 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45796 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -7873159.000000 Penalty: 5349.432129 Iteration 61Q: 3 clusters Score -7873159 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45894 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -7873191.500000 Penalty: 5349.432129 Iteration 62Q: 3 clusters Score -7873192 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45984 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -7873199.000000 Penalty: 5349.432129 Iteration 63Q: 3 clusters Score -7873199 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46051 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -7873225.000000 Penalty: 5349.432129 Iteration 64Q: 3 clusters Score -7873225 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46124 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -7873235.500000 Penalty: 5349.432129 Iteration 65Q: 3 clusters Score -7873236 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46176 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -7873254.500000 Penalty: 5349.432129 Iteration 66Q: 3 clusters Score -7873254 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46218 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -7873269.500000 Penalty: 5349.432129 Iteration 67Q: 3 clusters Score -7873270 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46266 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -7873293.500000 Penalty: 5349.432129 Iteration 68Q: 3 clusters Score -7873294 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46299 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -7873302.000000 Penalty: 5349.432129 Iteration 69Q: 3 clusters Score -7873302 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46344 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -7873320.000000 Penalty: 5349.432129 Iteration 70Q: 3 clusters Score -7873320 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46390 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -7873337.000000 Penalty: 5349.432129 Iteration 71Q: 3 clusters Score -7873337 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46433 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -7873348.000000 Penalty: 5349.432129 Iteration 72Q: 3 clusters Score -7873348 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46480 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -7873355.000000 Penalty: 5349.432129 Iteration 73Q: 3 clusters Score -7873355 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46519 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -7873371.500000 Penalty: 5349.432129 Iteration 74Q: 3 clusters Score -7873372 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46554 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -7873379.500000 Penalty: 5349.432129 Iteration 75Q: 3 clusters Score -7873380 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46587 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -7873389.000000 Penalty: 5349.432129 Iteration 76Q: 3 clusters Score -7873389 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46615 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -7873406.500000 Penalty: 5349.432129 Iteration 77Q: 3 clusters Score -7873406 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46638 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -7873415.000000 Penalty: 5349.432129 Iteration 78Q: 3 clusters Score -7873415 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46658 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -7873422.000000 Penalty: 5349.432129 Iteration 79Q: 3 clusters Score -7873422 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46663 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -7873430.000000 Penalty: 5349.432129 Iteration 80F: 3 clusters Score -7873430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46672 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -7873423.000000 Penalty: 5349.432129 Iteration 81Q: 3 clusters Score -7873423 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46680 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -7873437.500000 Penalty: 5349.432129 Iteration 82Q: 3 clusters Score -7873438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46687 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -7873435.000000 Penalty: 5349.432129 Iteration 83Q: 3 clusters Score -7873435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46693 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -7873436.500000 Penalty: 5349.432129 Iteration 84Q: 3 clusters Score -7873436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46696 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -7873441.000000 Penalty: 5349.432129 Iteration 85Q: 3 clusters Score -7873441 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46703 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -7873444.000000 Penalty: 5349.432129 Iteration 86Q: 3 clusters Score -7873444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46712 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -7873442.500000 Penalty: 5349.432129 Iteration 87Q: 3 clusters Score -7873442 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46719 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -7873453.000000 Penalty: 5349.432129 Iteration 88Q: 3 clusters Score -7873453 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46725 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -7873452.000000 Penalty: 5349.432129 Iteration 89Q: 3 clusters Score -7873452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46736 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -7873448.000000 Penalty: 5349.432129 Iteration 90Q: 3 clusters Score -7873448 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46748 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -7873453.500000 Penalty: 5349.432129 Iteration 91Q: 3 clusters Score -7873454 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46760 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -7873455.500000 Penalty: 5349.432129 Iteration 92Q: 3 clusters Score -7873456 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46773 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -7873450.000000 Penalty: 5349.432129 Iteration 93Q: 3 clusters Score -7873450 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46789 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -7873456.000000 Penalty: 5349.432129 Iteration 94Q: 3 clusters Score -7873456 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46808 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -7873458.500000 Penalty: 5349.432129 Iteration 95Q: 3 clusters Score -7873458 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46823 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -7873471.500000 Penalty: 5349.432129 Iteration 96Q: 3 clusters Score -7873472 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46835 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -7873487.000000 Penalty: 5349.432129 Iteration 97Q: 3 clusters Score -7873487 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46846 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -7873483.500000 Penalty: 5349.432129 Iteration 98Q: 3 clusters Score -7873484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46851 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -7873492.500000 Penalty: 5349.432129 Iteration 99Q: 3 clusters Score -7873492 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46861 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -7873497.000000 Penalty: 5349.432129 Iteration 100F: 3 clusters Score -7873497 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46875 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -7873494.500000 Penalty: 5349.432129 Iteration 101Q: 3 clusters Score -7873494 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46890 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -7873511.500000 Penalty: 5349.432129 Iteration 102Q: 3 clusters Score -7873512 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46903 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -7873516.500000 Penalty: 5349.432129 Iteration 103Q: 3 clusters Score -7873516 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46923 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -7873509.000000 Penalty: 5349.432129 Iteration 104Q: 3 clusters Score -7873509 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46943 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -7873514.500000 Penalty: 5349.432129 Iteration 105Q: 3 clusters Score -7873514 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46957 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -7873515.500000 Penalty: 5349.432129 Iteration 106Q: 3 clusters Score -7873516 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46973 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -7873529.000000 Penalty: 5349.432129 Iteration 107Q: 3 clusters Score -7873529 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46995 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -7873548.000000 Penalty: 5349.432129 Iteration 108Q: 3 clusters Score -7873548 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47015 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -7873554.500000 Penalty: 5349.432129 Iteration 109Q: 3 clusters Score -7873554 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47039 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -7873576.500000 Penalty: 5349.432129 Iteration 110Q: 3 clusters Score -7873576 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47057 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -7873576.500000 Penalty: 5349.432129 Iteration 111Q: 3 clusters Score -7873576 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47072 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -7873587.000000 Penalty: 5349.432129 Iteration 112Q: 3 clusters Score -7873587 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47078 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -7873591.000000 Penalty: 5349.432129 Iteration 113Q: 3 clusters Score -7873591 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47084 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -7873596.500000 Penalty: 5349.432129 Iteration 114Q: 3 clusters Score -7873596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47089 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -7873597.000000 Penalty: 5349.432129 Iteration 115Q: 3 clusters Score -7873597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47092 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -7873598.000000 Penalty: 5349.432129 Iteration 116Q: 3 clusters Score -7873598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47096 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -7873602.500000 Penalty: 5349.432129 Iteration 117Q: 3 clusters Score -7873602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47097 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -7873612.000000 Penalty: 5349.432129 Iteration 118Q: 3 clusters Score -7873612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47100 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -7873605.000000 Penalty: 5349.432129 Iteration 119Q: 3 clusters Score -7873605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47102 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -7873610.500000 Penalty: 5349.432129 Iteration 120F: 3 clusters Score -7873610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47104 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -7873598.000000 Penalty: 5349.432129 Iteration 121Q: 3 clusters Score -7873598 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47106 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -7873605.500000 Penalty: 5349.432129 Iteration 122Q: 3 clusters Score -7873606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47107 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -7873599.000000 Penalty: 5349.432129 Iteration 123Q: 3 clusters Score -7873599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47109 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -7873596.000000 Penalty: 5349.432129 Iteration 124Q: 3 clusters Score -7873596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47107 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -7873601.000000 Penalty: 5349.432129 Iteration 125Q: 3 clusters Score -7873601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47109 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -7873605.000000 Penalty: 5349.432129 Iteration 126Q: 3 clusters Score -7873605 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47109 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -7873605.000000 Penalty: 5349.432129 Iteration 127F: 3 clusters Score -7873605 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Entering Unmasked Estep Score: -1418096.375000 Penalty: 2249.684326 Iteration 0F: 2 clusters Score -1418096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1411235.000000 Penalty: 4499.368652 Iteration 0F: 3 clusters Score -1411235 nChanged 3631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1413199.750000 Penalty: 4499.368652 Iteration 1F: 3 clusters Score -1413200 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1413427.875000 Penalty: 4499.368652 Iteration 2F: 3 clusters Score -1413428 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1413600.250000 Penalty: 4499.368652 Iteration 3Q: 3 clusters Score -1413600 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1413713.375000 Penalty: 4499.368652 Iteration 4Q: 3 clusters Score -1413713 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1413813.000000 Penalty: 4499.368652 Iteration 5Q: 3 clusters Score -1413813 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1413882.500000 Penalty: 4499.368652 Iteration 6Q: 3 clusters Score -1413882 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1413965.625000 Penalty: 4499.368652 Iteration 7Q: 3 clusters Score -1413966 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1414032.625000 Penalty: 4499.368652 Iteration 8Q: 3 clusters Score -1414033 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1414094.375000 Penalty: 4499.368652 Iteration 9Q: 3 clusters Score -1414094 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1414157.250000 Penalty: 4499.368652 Iteration 10Q: 3 clusters Score -1414157 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1414216.125000 Penalty: 4499.368652 Iteration 11Q: 3 clusters Score -1414216 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1414273.750000 Penalty: 4499.368652 Iteration 12Q: 3 clusters Score -1414274 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1414317.250000 Penalty: 4499.368652 Iteration 13Q: 3 clusters Score -1414317 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1414362.750000 Penalty: 4499.368652 Iteration 14Q: 3 clusters Score -1414363 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1414416.500000 Penalty: 4499.368652 Iteration 15Q: 3 clusters Score -1414416 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1414459.625000 Penalty: 4499.368652 Iteration 16Q: 3 clusters Score -1414460 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1414504.375000 Penalty: 4499.368652 Iteration 17Q: 3 clusters Score -1414504 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1414560.625000 Penalty: 4499.368652 Iteration 18Q: 3 clusters Score -1414561 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1414612.375000 Penalty: 4499.368652 Iteration 19Q: 3 clusters Score -1414612 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -1414673.000000 Penalty: 4499.368652 Iteration 20F: 3 clusters Score -1414673 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1414733.625000 Penalty: 4499.368652 Iteration 21Q: 3 clusters Score -1414734 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1414786.000000 Penalty: 4499.368652 Iteration 22Q: 3 clusters Score -1414786 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -1414838.875000 Penalty: 4499.368652 Iteration 23Q: 3 clusters Score -1414839 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1414885.750000 Penalty: 4499.368652 Iteration 24Q: 3 clusters Score -1414886 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1414937.500000 Penalty: 4499.368652 Iteration 25Q: 3 clusters Score -1414938 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1414985.875000 Penalty: 4499.368652 Iteration 26Q: 3 clusters Score -1414986 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1415031.625000 Penalty: 4499.368652 Iteration 27Q: 3 clusters Score -1415032 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1415075.000000 Penalty: 4499.368652 Iteration 28Q: 3 clusters Score -1415075 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1415115.375000 Penalty: 4499.368652 Iteration 29Q: 3 clusters Score -1415115 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1415159.750000 Penalty: 4499.368652 Iteration 30Q: 3 clusters Score -1415160 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1415200.000000 Penalty: 4499.368652 Iteration 31Q: 3 clusters Score -1415200 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1415233.875000 Penalty: 4499.368652 Iteration 32Q: 3 clusters Score -1415234 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1415262.875000 Penalty: 4499.368652 Iteration 33Q: 3 clusters Score -1415263 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1415294.500000 Penalty: 4499.368652 Iteration 34Q: 3 clusters Score -1415294 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1415337.125000 Penalty: 4499.368652 Iteration 35Q: 3 clusters Score -1415337 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1415386.000000 Penalty: 4499.368652 Iteration 36Q: 3 clusters Score -1415386 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1415436.750000 Penalty: 4499.368652 Iteration 37Q: 3 clusters Score -1415437 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1415487.500000 Penalty: 4499.368652 Iteration 38Q: 3 clusters Score -1415488 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1415538.750000 Penalty: 4499.368652 Iteration 39Q: 3 clusters Score -1415539 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -1415587.000000 Penalty: 4499.368652 Iteration 40F: 3 clusters Score -1415587 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1415634.125000 Penalty: 4499.368652 Iteration 41Q: 3 clusters Score -1415634 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1415675.125000 Penalty: 4499.368652 Iteration 42Q: 3 clusters Score -1415675 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -1415708.375000 Penalty: 4499.368652 Iteration 43Q: 3 clusters Score -1415708 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -1415742.500000 Penalty: 4499.368652 Iteration 44Q: 3 clusters Score -1415742 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -1415784.375000 Penalty: 4499.368652 Iteration 45Q: 3 clusters Score -1415784 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1415825.750000 Penalty: 4499.368652 Iteration 46Q: 3 clusters Score -1415826 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1415857.875000 Penalty: 4499.368652 Iteration 47Q: 3 clusters Score -1415858 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -1415885.125000 Penalty: 4499.368652 Iteration 48Q: 3 clusters Score -1415885 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1415905.000000 Penalty: 4499.368652 Iteration 49Q: 3 clusters Score -1415905 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1415921.875000 Penalty: 4499.368652 Iteration 50Q: 3 clusters Score -1415922 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1415942.250000 Penalty: 4499.368652 Iteration 51Q: 3 clusters Score -1415942 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -1415947.875000 Penalty: 4499.368652 Iteration 52Q: 3 clusters Score -1415948 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -1415959.875000 Penalty: 4499.368652 Iteration 53Q: 3 clusters Score -1415960 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -1415971.375000 Penalty: 4499.368652 Iteration 54Q: 3 clusters Score -1415971 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -1415980.875000 Penalty: 4499.368652 Iteration 55Q: 3 clusters Score -1415981 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -1415991.875000 Penalty: 4499.368652 Iteration 56Q: 3 clusters Score -1415992 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1415999.375000 Penalty: 4499.368652 Iteration 57Q: 3 clusters Score -1415999 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1416011.750000 Penalty: 4499.368652 Iteration 58Q: 3 clusters Score -1416012 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1416027.625000 Penalty: 4499.368652 Iteration 59Q: 3 clusters Score -1416028 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -1416042.125000 Penalty: 4499.368652 Iteration 60F: 3 clusters Score -1416042 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -1416056.625000 Penalty: 4499.368652 Iteration 61Q: 3 clusters Score -1416057 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1416069.500000 Penalty: 4499.368652 Iteration 62Q: 3 clusters Score -1416070 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1416080.750000 Penalty: 4499.368652 Iteration 63Q: 3 clusters Score -1416081 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1416086.250000 Penalty: 4499.368652 Iteration 64Q: 3 clusters Score -1416086 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1416090.750000 Penalty: 4499.368652 Iteration 65Q: 3 clusters Score -1416091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -1416094.875000 Penalty: 4499.368652 Iteration 66Q: 3 clusters Score -1416095 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -1416103.625000 Penalty: 4499.368652 Iteration 67Q: 3 clusters Score -1416104 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1416113.375000 Penalty: 4499.368652 Iteration 68Q: 3 clusters Score -1416113 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -1416122.625000 Penalty: 4499.368652 Iteration 69Q: 3 clusters Score -1416123 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -1416126.625000 Penalty: 4499.368652 Iteration 70Q: 3 clusters Score -1416127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -1416132.000000 Penalty: 4499.368652 Iteration 71Q: 3 clusters Score -1416132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1416132.375000 Penalty: 4499.368652 Iteration 72Q: 3 clusters Score -1416132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -1416132.375000 Penalty: 4499.368652 Iteration 73Q: 3 clusters Score -1416132 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -1416129.375000 Penalty: 4499.368652 Iteration 74Q: 3 clusters Score -1416129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -1416132.500000 Penalty: 4499.368652 Iteration 75Q: 3 clusters Score -1416132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -1416134.875000 Penalty: 4499.368652 Iteration 76Q: 3 clusters Score -1416135 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -1416135.500000 Penalty: 4499.368652 Iteration 77Q: 3 clusters Score -1416136 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -1416139.000000 Penalty: 4499.368652 Iteration 78Q: 3 clusters Score -1416139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -1416138.000000 Penalty: 4499.368652 Iteration 79Q: 3 clusters Score -1416138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -1416145.250000 Penalty: 4499.368652 Iteration 80F: 3 clusters Score -1416145 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -1416148.250000 Penalty: 4499.368652 Iteration 81Q: 3 clusters Score -1416148 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -1416150.875000 Penalty: 4499.368652 Iteration 82Q: 3 clusters Score -1416151 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 8077 members Entering Unmasked Estep Score: -1416159.375000 Penalty: 4499.368652 Iteration 83Q: 3 clusters Score -1416159 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1416160.750000 Penalty: 4499.368652 Iteration 84Q: 3 clusters Score -1416161 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -1416163.625000 Penalty: 4499.368652 Iteration 85Q: 3 clusters Score -1416164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -1416165.750000 Penalty: 4499.368652 Iteration 86Q: 3 clusters Score -1416166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -1416167.875000 Penalty: 4499.368652 Iteration 87Q: 3 clusters Score -1416168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -1416167.750000 Penalty: 4499.368652 Iteration 88Q: 3 clusters Score -1416168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -1416165.875000 Penalty: 4499.368652 Iteration 89Q: 3 clusters Score -1416166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -1416166.000000 Penalty: 4499.368652 Iteration 90Q: 3 clusters Score -1416166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -1416166.000000 Penalty: 4499.368652 Iteration 91F: 3 clusters Score -1416166 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (16277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16277 members Entering Unmasked Estep Score: -2633847.500000 Penalty: 2404.982178 Iteration 0F: 2 clusters Score -2633848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -2622120.750000 Penalty: 4809.964355 Iteration 0F: 3 clusters Score -2622121 nChanged 7044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -2625920.750000 Penalty: 4809.964355 Iteration 1F: 3 clusters Score -2625921 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -2626429.750000 Penalty: 4809.964355 Iteration 2F: 3 clusters Score -2626430 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -2626955.750000 Penalty: 4809.964355 Iteration 3F: 3 clusters Score -2626956 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -2627540.500000 Penalty: 4809.964355 Iteration 4F: 3 clusters Score -2627540 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -2628024.250000 Penalty: 4809.964355 Iteration 5F: 3 clusters Score -2628024 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10900 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -2628433.750000 Penalty: 4809.964355 Iteration 6Q: 3 clusters Score -2628434 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -2628796.000000 Penalty: 4809.964355 Iteration 7Q: 3 clusters Score -2628796 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -2629156.500000 Penalty: 4809.964355 Iteration 8Q: 3 clusters Score -2629156 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -2629553.750000 Penalty: 4809.964355 Iteration 9Q: 3 clusters Score -2629554 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -2629959.000000 Penalty: 4809.964355 Iteration 10Q: 3 clusters Score -2629959 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13656 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -2630327.250000 Penalty: 4809.964355 Iteration 11Q: 3 clusters Score -2630327 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14147 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -2630657.750000 Penalty: 4809.964355 Iteration 12Q: 3 clusters Score -2630658 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14553 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -2630945.750000 Penalty: 4809.964355 Iteration 13Q: 3 clusters Score -2630946 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14831 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2631146.250000 Penalty: 4809.964355 Iteration 14Q: 3 clusters Score -2631146 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15062 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -2631321.250000 Penalty: 4809.964355 Iteration 15Q: 3 clusters Score -2631321 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15229 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -2631451.500000 Penalty: 4809.964355 Iteration 16Q: 3 clusters Score -2631452 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -2631539.000000 Penalty: 4809.964355 Iteration 17Q: 3 clusters Score -2631539 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -2631596.250000 Penalty: 4809.964355 Iteration 18Q: 3 clusters Score -2631596 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15506 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -2631645.000000 Penalty: 4809.964355 Iteration 19Q: 3 clusters Score -2631645 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -2631685.500000 Penalty: 4809.964355 Iteration 20F: 3 clusters Score -2631686 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15605 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -2631721.000000 Penalty: 4809.964355 Iteration 21Q: 3 clusters Score -2631721 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15634 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -2631743.750000 Penalty: 4809.964355 Iteration 22Q: 3 clusters Score -2631744 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15661 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -2631758.500000 Penalty: 4809.964355 Iteration 23Q: 3 clusters Score -2631758 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -2631790.500000 Penalty: 4809.964355 Iteration 24Q: 3 clusters Score -2631790 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -2631806.000000 Penalty: 4809.964355 Iteration 25Q: 3 clusters Score -2631806 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15719 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -2631822.750000 Penalty: 4809.964355 Iteration 26Q: 3 clusters Score -2631823 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -2631835.000000 Penalty: 4809.964355 Iteration 27Q: 3 clusters Score -2631835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -2631837.750000 Penalty: 4809.964355 Iteration 28Q: 3 clusters Score -2631838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15743 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -2631841.000000 Penalty: 4809.964355 Iteration 29Q: 3 clusters Score -2631841 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15745 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -2631847.250000 Penalty: 4809.964355 Iteration 30Q: 3 clusters Score -2631847 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15748 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -2631851.500000 Penalty: 4809.964355 Iteration 31Q: 3 clusters Score -2631852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2631853.000000 Penalty: 4809.964355 Iteration 32Q: 3 clusters Score -2631853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2631852.500000 Penalty: 4809.964355 Iteration 33Q: 3 clusters Score -2631852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15751 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -2631852.000000 Penalty: 4809.964355 Iteration 34Q: 3 clusters Score -2631852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -2631852.750000 Penalty: 4809.964355 Iteration 35Q: 3 clusters Score -2631853 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15756 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -2631862.750000 Penalty: 4809.964355 Iteration 36Q: 3 clusters Score -2631863 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2631866.500000 Penalty: 4809.964355 Iteration 37Q: 3 clusters Score -2631866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -2631869.500000 Penalty: 4809.964355 Iteration 38Q: 3 clusters Score -2631870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15768 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -2631867.000000 Penalty: 4809.964355 Iteration 39Q: 3 clusters Score -2631867 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15768 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -2631870.500000 Penalty: 4809.964355 Iteration 40F: 3 clusters Score -2631870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -2631874.250000 Penalty: 4809.964355 Iteration 41Q: 3 clusters Score -2631874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -2631877.750000 Penalty: 4809.964355 Iteration 42Q: 3 clusters Score -2631878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15771 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -2631877.500000 Penalty: 4809.964355 Iteration 43Q: 3 clusters Score -2631878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15774 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -2631879.500000 Penalty: 4809.964355 Iteration 44Q: 3 clusters Score -2631880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -2631880.500000 Penalty: 4809.964355 Iteration 45Q: 3 clusters Score -2631880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -2631885.750000 Penalty: 4809.964355 Iteration 46Q: 3 clusters Score -2631886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -2631886.250000 Penalty: 4809.964355 Iteration 47Q: 3 clusters Score -2631886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -2631882.500000 Penalty: 4809.964355 Iteration 48Q: 3 clusters Score -2631882 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -2631882.500000 Penalty: 4809.964355 Iteration 49F: 3 clusters Score -2631882 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -80004.265625 Penalty: 1552.849976 Iteration 0F: 2 clusters Score -80004.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78491.984375 Penalty: 3105.699951 Iteration 0F: 3 clusters Score -78491.98 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78663.257812 Penalty: 3105.699951 Iteration 1F: 3 clusters Score -78663.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -78709.195312 Penalty: 3105.699951 Iteration 2Q: 3 clusters Score -78709.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -78738.750000 Penalty: 3105.699951 Iteration 3Q: 3 clusters Score -78738.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -78770.812500 Penalty: 3105.699951 Iteration 4Q: 3 clusters Score -78770.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -78794.468750 Penalty: 3105.699951 Iteration 5Q: 3 clusters Score -78794.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -78813.734375 Penalty: 3105.699951 Iteration 6Q: 3 clusters Score -78813.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -78823.437500 Penalty: 3105.699951 Iteration 7Q: 3 clusters Score -78823.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -78827.750000 Penalty: 3105.699951 Iteration 8Q: 3 clusters Score -78827.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78833.976562 Penalty: 3105.699951 Iteration 9Q: 3 clusters Score -78833.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -78837.507812 Penalty: 3105.699951 Iteration 10Q: 3 clusters Score -78837.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -78843.218750 Penalty: 3105.699951 Iteration 11Q: 3 clusters Score -78843.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -78852.578125 Penalty: 3105.699951 Iteration 12Q: 3 clusters Score -78852.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -78863.179688 Penalty: 3105.699951 Iteration 13Q: 3 clusters Score -78863.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -78885.375000 Penalty: 3105.699951 Iteration 14Q: 3 clusters Score -78885.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -78925.046875 Penalty: 3105.699951 Iteration 15Q: 3 clusters Score -78925.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -78941.976562 Penalty: 3105.699951 Iteration 16Q: 3 clusters Score -78941.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -78956.507812 Penalty: 3105.699951 Iteration 17Q: 3 clusters Score -78956.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -78968.093750 Penalty: 3105.699951 Iteration 18Q: 3 clusters Score -78968.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -78976.703125 Penalty: 3105.699951 Iteration 19Q: 3 clusters Score -78976.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -78976.703125 Penalty: 3105.699951 Iteration 20F: 3 clusters Score -78976.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -19220.511719 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -19220.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -18391.199219 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -18391.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -18460.990234 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -18460.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -18492.554688 Penalty: 2514.176514 Iteration 2Q: 3 clusters Score -18492.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -18505.007812 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -18505.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -18507.828125 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -18507.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -18507.828125 Penalty: 2514.176514 Iteration 5F: 3 clusters Score -18507.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Entering Unmasked Estep Score: -1306027.875000 Penalty: 2224.478027 Iteration 0F: 2 clusters Score -1306028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1299773.250000 Penalty: 4448.956055 Iteration 0F: 3 clusters Score -1299773 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1301558.750000 Penalty: 4448.956055 Iteration 1F: 3 clusters Score -1301559 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1302023.750000 Penalty: 4448.956055 Iteration 2F: 3 clusters Score -1302024 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1302496.625000 Penalty: 4448.956055 Iteration 3F: 3 clusters Score -1302497 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -1302932.250000 Penalty: 4448.956055 Iteration 4F: 3 clusters Score -1302932 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1303299.500000 Penalty: 4448.956055 Iteration 5F: 3 clusters Score -1303300 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1303549.250000 Penalty: 4448.956055 Iteration 6Q: 3 clusters Score -1303549 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1303697.375000 Penalty: 4448.956055 Iteration 7Q: 3 clusters Score -1303697 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -1303791.375000 Penalty: 4448.956055 Iteration 8Q: 3 clusters Score -1303791 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1303849.750000 Penalty: 4448.956055 Iteration 9Q: 3 clusters Score -1303850 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1303885.625000 Penalty: 4448.956055 Iteration 10Q: 3 clusters Score -1303886 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1303909.250000 Penalty: 4448.956055 Iteration 11Q: 3 clusters Score -1303909 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1303937.000000 Penalty: 4448.956055 Iteration 12Q: 3 clusters Score -1303937 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1303951.375000 Penalty: 4448.956055 Iteration 13Q: 3 clusters Score -1303951 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1303961.250000 Penalty: 4448.956055 Iteration 14Q: 3 clusters Score -1303961 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1303966.250000 Penalty: 4448.956055 Iteration 15Q: 3 clusters Score -1303966 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1303971.000000 Penalty: 4448.956055 Iteration 16Q: 3 clusters Score -1303971 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1303978.250000 Penalty: 4448.956055 Iteration 17Q: 3 clusters Score -1303978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -1303979.750000 Penalty: 4448.956055 Iteration 18Q: 3 clusters Score -1303980 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1303986.375000 Penalty: 4448.956055 Iteration 19Q: 3 clusters Score -1303986 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1303991.250000 Penalty: 4448.956055 Iteration 20F: 3 clusters Score -1303991 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1303993.000000 Penalty: 4448.956055 Iteration 21Q: 3 clusters Score -1303993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1303995.375000 Penalty: 4448.956055 Iteration 22Q: 3 clusters Score -1303995 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -1304000.625000 Penalty: 4448.956055 Iteration 23Q: 3 clusters Score -1304001 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1304003.375000 Penalty: 4448.956055 Iteration 24Q: 3 clusters Score -1304003 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1304006.125000 Penalty: 4448.956055 Iteration 25Q: 3 clusters Score -1304006 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -1304009.875000 Penalty: 4448.956055 Iteration 26Q: 3 clusters Score -1304010 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1304012.500000 Penalty: 4448.956055 Iteration 27Q: 3 clusters Score -1304012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1304015.375000 Penalty: 4448.956055 Iteration 28Q: 3 clusters Score -1304015 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1304020.375000 Penalty: 4448.956055 Iteration 29Q: 3 clusters Score -1304020 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1304026.000000 Penalty: 4448.956055 Iteration 30Q: 3 clusters Score -1304026 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1304034.375000 Penalty: 4448.956055 Iteration 31Q: 3 clusters Score -1304034 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1304037.875000 Penalty: 4448.956055 Iteration 32Q: 3 clusters Score -1304038 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1304044.250000 Penalty: 4448.956055 Iteration 33Q: 3 clusters Score -1304044 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1304050.125000 Penalty: 4448.956055 Iteration 34Q: 3 clusters Score -1304050 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1304060.625000 Penalty: 4448.956055 Iteration 35Q: 3 clusters Score -1304061 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1304066.500000 Penalty: 4448.956055 Iteration 36Q: 3 clusters Score -1304066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -1304072.625000 Penalty: 4448.956055 Iteration 37Q: 3 clusters Score -1304073 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1304084.875000 Penalty: 4448.956055 Iteration 38Q: 3 clusters Score -1304085 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -1304090.375000 Penalty: 4448.956055 Iteration 39Q: 3 clusters Score -1304090 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1304102.250000 Penalty: 4448.956055 Iteration 40F: 3 clusters Score -1304102 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1304111.000000 Penalty: 4448.956055 Iteration 41Q: 3 clusters Score -1304111 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1304125.750000 Penalty: 4448.956055 Iteration 42Q: 3 clusters Score -1304126 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -1304137.500000 Penalty: 4448.956055 Iteration 43Q: 3 clusters Score -1304138 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1304137.625000 Penalty: 4448.956055 Iteration 44Q: 3 clusters Score -1304138 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1304156.000000 Penalty: 4448.956055 Iteration 45Q: 3 clusters Score -1304156 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -1304166.875000 Penalty: 4448.956055 Iteration 46Q: 3 clusters Score -1304167 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1304182.750000 Penalty: 4448.956055 Iteration 47Q: 3 clusters Score -1304183 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1304202.000000 Penalty: 4448.956055 Iteration 48Q: 3 clusters Score -1304202 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -1304231.250000 Penalty: 4448.956055 Iteration 49Q: 3 clusters Score -1304231 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1304255.750000 Penalty: 4448.956055 Iteration 50Q: 3 clusters Score -1304256 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1304279.375000 Penalty: 4448.956055 Iteration 51Q: 3 clusters Score -1304279 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1304311.000000 Penalty: 4448.956055 Iteration 52Q: 3 clusters Score -1304311 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1304347.375000 Penalty: 4448.956055 Iteration 53Q: 3 clusters Score -1304347 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1304375.000000 Penalty: 4448.956055 Iteration 54Q: 3 clusters Score -1304375 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1304399.500000 Penalty: 4448.956055 Iteration 55Q: 3 clusters Score -1304400 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1304423.250000 Penalty: 4448.956055 Iteration 56Q: 3 clusters Score -1304423 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1304451.750000 Penalty: 4448.956055 Iteration 57Q: 3 clusters Score -1304452 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1304474.625000 Penalty: 4448.956055 Iteration 58Q: 3 clusters Score -1304475 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1304506.125000 Penalty: 4448.956055 Iteration 59Q: 3 clusters Score -1304506 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1304538.250000 Penalty: 4448.956055 Iteration 60F: 3 clusters Score -1304538 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1304576.250000 Penalty: 4448.956055 Iteration 61Q: 3 clusters Score -1304576 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1304608.125000 Penalty: 4448.956055 Iteration 62Q: 3 clusters Score -1304608 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1304630.250000 Penalty: 4448.956055 Iteration 63Q: 3 clusters Score -1304630 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1304658.750000 Penalty: 4448.956055 Iteration 64Q: 3 clusters Score -1304659 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1304688.750000 Penalty: 4448.956055 Iteration 65Q: 3 clusters Score -1304689 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1304724.000000 Penalty: 4448.956055 Iteration 66Q: 3 clusters Score -1304724 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1304751.500000 Penalty: 4448.956055 Iteration 67Q: 3 clusters Score -1304752 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -1304775.000000 Penalty: 4448.956055 Iteration 68Q: 3 clusters Score -1304775 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1304799.125000 Penalty: 4448.956055 Iteration 69Q: 3 clusters Score -1304799 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -1304818.625000 Penalty: 4448.956055 Iteration 70Q: 3 clusters Score -1304819 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -1304841.125000 Penalty: 4448.956055 Iteration 71Q: 3 clusters Score -1304841 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1304860.875000 Penalty: 4448.956055 Iteration 72Q: 3 clusters Score -1304861 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1304871.875000 Penalty: 4448.956055 Iteration 73Q: 3 clusters Score -1304872 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1304886.875000 Penalty: 4448.956055 Iteration 74Q: 3 clusters Score -1304887 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1304901.500000 Penalty: 4448.956055 Iteration 75Q: 3 clusters Score -1304902 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1304917.000000 Penalty: 4448.956055 Iteration 76Q: 3 clusters Score -1304917 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1304929.750000 Penalty: 4448.956055 Iteration 77Q: 3 clusters Score -1304930 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1304944.125000 Penalty: 4448.956055 Iteration 78Q: 3 clusters Score -1304944 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1304957.375000 Penalty: 4448.956055 Iteration 79Q: 3 clusters Score -1304957 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1304960.375000 Penalty: 4448.956055 Iteration 80F: 3 clusters Score -1304960 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1304967.875000 Penalty: 4448.956055 Iteration 81Q: 3 clusters Score -1304968 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1304975.500000 Penalty: 4448.956055 Iteration 82Q: 3 clusters Score -1304976 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -1304981.750000 Penalty: 4448.956055 Iteration 83Q: 3 clusters Score -1304982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1304992.750000 Penalty: 4448.956055 Iteration 84Q: 3 clusters Score -1304993 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1304999.875000 Penalty: 4448.956055 Iteration 85Q: 3 clusters Score -1305000 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1305004.875000 Penalty: 4448.956055 Iteration 86Q: 3 clusters Score -1305005 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1305017.000000 Penalty: 4448.956055 Iteration 87Q: 3 clusters Score -1305017 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -1305021.875000 Penalty: 4448.956055 Iteration 88Q: 3 clusters Score -1305022 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -1305029.125000 Penalty: 4448.956055 Iteration 89Q: 3 clusters Score -1305029 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1305037.125000 Penalty: 4448.956055 Iteration 90Q: 3 clusters Score -1305037 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1305042.000000 Penalty: 4448.956055 Iteration 91Q: 3 clusters Score -1305042 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1305046.625000 Penalty: 4448.956055 Iteration 92Q: 3 clusters Score -1305047 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -1305053.250000 Penalty: 4448.956055 Iteration 93Q: 3 clusters Score -1305053 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1305056.750000 Penalty: 4448.956055 Iteration 94Q: 3 clusters Score -1305057 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1305056.875000 Penalty: 4448.956055 Iteration 95Q: 3 clusters Score -1305057 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -1305055.750000 Penalty: 4448.956055 Iteration 96Q: 3 clusters Score -1305056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1305057.500000 Penalty: 4448.956055 Iteration 97Q: 3 clusters Score -1305058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1305058.375000 Penalty: 4448.956055 Iteration 98Q: 3 clusters Score -1305058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1305057.375000 Penalty: 4448.956055 Iteration 99Q: 3 clusters Score -1305057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1305057.125000 Penalty: 4448.956055 Iteration 100F: 3 clusters Score -1305057 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1305058.625000 Penalty: 4448.956055 Iteration 101Q: 3 clusters Score -1305059 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1305058.625000 Penalty: 4448.956055 Iteration 102F: 3 clusters Score -1305059 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Entering Unmasked Estep Score: -146433.140625 Penalty: 1717.791138 Iteration 0F: 2 clusters Score -146433.1 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 507 members Entering Unmasked Estep Score: -144519.796875 Penalty: 3435.582275 Iteration 0F: 3 clusters Score -144519.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -144831.859375 Penalty: 3435.582275 Iteration 1F: 3 clusters Score -144831.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -144954.062500 Penalty: 3435.582275 Iteration 2F: 3 clusters Score -144954.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -145065.890625 Penalty: 3435.582275 Iteration 3Q: 3 clusters Score -145065.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -145249.937500 Penalty: 3435.582275 Iteration 4F: 3 clusters Score -145249.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -145416.796875 Penalty: 3435.582275 Iteration 5F: 3 clusters Score -145416.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -145521.937500 Penalty: 3435.582275 Iteration 6Q: 3 clusters Score -145521.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -145619.375000 Penalty: 3435.582275 Iteration 7Q: 3 clusters Score -145619.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -145691.203125 Penalty: 3435.582275 Iteration 8Q: 3 clusters Score -145691.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -145729.093750 Penalty: 3435.582275 Iteration 9Q: 3 clusters Score -145729.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -145771.218750 Penalty: 3435.582275 Iteration 10Q: 3 clusters Score -145771.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -145792.671875 Penalty: 3435.582275 Iteration 11Q: 3 clusters Score -145792.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -145807.765625 Penalty: 3435.582275 Iteration 12Q: 3 clusters Score -145807.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -145828.156250 Penalty: 3435.582275 Iteration 13Q: 3 clusters Score -145828.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -145842.250000 Penalty: 3435.582275 Iteration 14Q: 3 clusters Score -145842.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -145853.796875 Penalty: 3435.582275 Iteration 15Q: 3 clusters Score -145853.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -145859.359375 Penalty: 3435.582275 Iteration 16Q: 3 clusters Score -145859.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -145862.281250 Penalty: 3435.582275 Iteration 17Q: 3 clusters Score -145862.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -145862.281250 Penalty: 3435.582275 Iteration 18F: 3 clusters Score -145862.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (10187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Entering Unmasked Estep Score: -1741353.500000 Penalty: 2288.759033 Iteration 0F: 2 clusters Score -1741354 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1733542.750000 Penalty: 4577.518066 Iteration 0F: 3 clusters Score -1733543 nChanged 4287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -1735841.875000 Penalty: 4577.518066 Iteration 1F: 3 clusters Score -1735842 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1736109.500000 Penalty: 4577.518066 Iteration 2F: 3 clusters Score -1736110 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1736288.750000 Penalty: 4577.518066 Iteration 3Q: 3 clusters Score -1736289 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1736416.625000 Penalty: 4577.518066 Iteration 4Q: 3 clusters Score -1736417 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1736528.250000 Penalty: 4577.518066 Iteration 5Q: 3 clusters Score -1736528 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1736643.500000 Penalty: 4577.518066 Iteration 6Q: 3 clusters Score -1736644 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1736754.250000 Penalty: 4577.518066 Iteration 7Q: 3 clusters Score -1736754 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1736864.000000 Penalty: 4577.518066 Iteration 8Q: 3 clusters Score -1736864 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1736963.875000 Penalty: 4577.518066 Iteration 9Q: 3 clusters Score -1736964 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1737062.000000 Penalty: 4577.518066 Iteration 10Q: 3 clusters Score -1737062 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -1737186.375000 Penalty: 4577.518066 Iteration 11Q: 3 clusters Score -1737186 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1737341.375000 Penalty: 4577.518066 Iteration 12Q: 3 clusters Score -1737341 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1737519.875000 Penalty: 4577.518066 Iteration 13Q: 3 clusters Score -1737520 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1737765.750000 Penalty: 4577.518066 Iteration 14Q: 3 clusters Score -1737766 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -1738048.375000 Penalty: 4577.518066 Iteration 15Q: 3 clusters Score -1738048 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1738297.750000 Penalty: 4577.518066 Iteration 16Q: 3 clusters Score -1738298 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1738545.250000 Penalty: 4577.518066 Iteration 17Q: 3 clusters Score -1738545 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1738760.000000 Penalty: 4577.518066 Iteration 18Q: 3 clusters Score -1738760 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1738917.500000 Penalty: 4577.518066 Iteration 19Q: 3 clusters Score -1738918 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1739022.250000 Penalty: 4577.518066 Iteration 20F: 3 clusters Score -1739022 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1739112.500000 Penalty: 4577.518066 Iteration 21Q: 3 clusters Score -1739112 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1739180.750000 Penalty: 4577.518066 Iteration 22Q: 3 clusters Score -1739181 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1739217.000000 Penalty: 4577.518066 Iteration 23Q: 3 clusters Score -1739217 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1739243.500000 Penalty: 4577.518066 Iteration 24Q: 3 clusters Score -1739244 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1739259.250000 Penalty: 4577.518066 Iteration 25Q: 3 clusters Score -1739259 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1739269.750000 Penalty: 4577.518066 Iteration 26Q: 3 clusters Score -1739270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1739285.125000 Penalty: 4577.518066 Iteration 27Q: 3 clusters Score -1739285 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1739306.875000 Penalty: 4577.518066 Iteration 28Q: 3 clusters Score -1739307 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1739318.500000 Penalty: 4577.518066 Iteration 29Q: 3 clusters Score -1739318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1739331.000000 Penalty: 4577.518066 Iteration 30Q: 3 clusters Score -1739331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -1739332.625000 Penalty: 4577.518066 Iteration 31Q: 3 clusters Score -1739333 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1739334.750000 Penalty: 4577.518066 Iteration 32Q: 3 clusters Score -1739335 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1739343.125000 Penalty: 4577.518066 Iteration 33Q: 3 clusters Score -1739343 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1739346.375000 Penalty: 4577.518066 Iteration 34Q: 3 clusters Score -1739346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1739346.000000 Penalty: 4577.518066 Iteration 35Q: 3 clusters Score -1739346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -1739347.125000 Penalty: 4577.518066 Iteration 36Q: 3 clusters Score -1739347 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1739348.250000 Penalty: 4577.518066 Iteration 37Q: 3 clusters Score -1739348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1739351.000000 Penalty: 4577.518066 Iteration 38Q: 3 clusters Score -1739351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1739352.750000 Penalty: 4577.518066 Iteration 39Q: 3 clusters Score -1739353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1739356.250000 Penalty: 4577.518066 Iteration 40F: 3 clusters Score -1739356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1739356.875000 Penalty: 4577.518066 Iteration 41Q: 3 clusters Score -1739357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1739356.875000 Penalty: 4577.518066 Iteration 42F: 3 clusters Score -1739357 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -21189.201172 Penalty: 1290.593628 Iteration 0F: 2 clusters Score -21189.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -20255.029297 Penalty: 2581.187256 Iteration 0F: 3 clusters Score -20255.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -20357.281250 Penalty: 2581.187256 Iteration 1F: 3 clusters Score -20357.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -20389.306641 Penalty: 2581.187256 Iteration 2Q: 3 clusters Score -20389.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -20396.017578 Penalty: 2581.187256 Iteration 3Q: 3 clusters Score -20396.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -20399.267578 Penalty: 2581.187256 Iteration 4Q: 3 clusters Score -20399.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -20399.267578 Penalty: 2581.187256 Iteration 5F: 3 clusters Score -20399.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (1921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Entering Unmasked Estep Score: -291417.312500 Penalty: 1875.029053 Iteration 0F: 2 clusters Score -291417.3 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 930 members Entering Unmasked Estep Score: -288892.531250 Penalty: 3750.058105 Iteration 0F: 3 clusters Score -288892.5 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -289558.562500 Penalty: 3750.058105 Iteration 1F: 3 clusters Score -289558.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -289836.218750 Penalty: 3750.058105 Iteration 2F: 3 clusters Score -289836.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -289998.843750 Penalty: 3750.058105 Iteration 3F: 3 clusters Score -289998.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -290129.468750 Penalty: 3750.058105 Iteration 4F: 3 clusters Score -290129.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -290181.656250 Penalty: 3750.058105 Iteration 5Q: 3 clusters Score -290181.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -290216.593750 Penalty: 3750.058105 Iteration 6Q: 3 clusters Score -290216.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -290244.843750 Penalty: 3750.058105 Iteration 7Q: 3 clusters Score -290244.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -290275.312500 Penalty: 3750.058105 Iteration 8Q: 3 clusters Score -290275.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -290297.968750 Penalty: 3750.058105 Iteration 9Q: 3 clusters Score -290298 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -290308.156250 Penalty: 3750.058105 Iteration 10Q: 3 clusters Score -290308.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -290311.531250 Penalty: 3750.058105 Iteration 11Q: 3 clusters Score -290311.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -290315.062500 Penalty: 3750.058105 Iteration 12Q: 3 clusters Score -290315.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -290317.781250 Penalty: 3750.058105 Iteration 13Q: 3 clusters Score -290317.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -290320.750000 Penalty: 3750.058105 Iteration 14Q: 3 clusters Score -290320.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -290324.875000 Penalty: 3750.058105 Iteration 15Q: 3 clusters Score -290324.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -290328.250000 Penalty: 3750.058105 Iteration 16Q: 3 clusters Score -290328.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -290329.250000 Penalty: 3750.058105 Iteration 17Q: 3 clusters Score -290329.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -290330.718750 Penalty: 3750.058105 Iteration 18Q: 3 clusters Score -290330.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -290334.531250 Penalty: 3750.058105 Iteration 19Q: 3 clusters Score -290334.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -290336.500000 Penalty: 3750.058105 Iteration 20F: 3 clusters Score -290336.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -290337.500000 Penalty: 3750.058105 Iteration 21Q: 3 clusters Score -290337.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -290338.031250 Penalty: 3750.058105 Iteration 22Q: 3 clusters Score -290338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -290338.062500 Penalty: 3750.058105 Iteration 23Q: 3 clusters Score -290338.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -290338.750000 Penalty: 3750.058105 Iteration 24Q: 3 clusters Score -290338.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -290339.343750 Penalty: 3750.058105 Iteration 25Q: 3 clusters Score -290339.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -290339.343750 Penalty: 3750.058105 Iteration 26F: 3 clusters Score -290339.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (17401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Entering Unmasked Estep Score: -2995944.500000 Penalty: 2421.542236 Iteration 0F: 2 clusters Score -2995944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -2983491.250000 Penalty: 4843.084473 Iteration 0F: 3 clusters Score -2983491 nChanged 7569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -2987536.250000 Penalty: 4843.084473 Iteration 1F: 3 clusters Score -2987536 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -2987817.250000 Penalty: 4843.084473 Iteration 2Q: 3 clusters Score -2987817 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -2988008.000000 Penalty: 4843.084473 Iteration 3Q: 3 clusters Score -2988008 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -2988178.750000 Penalty: 4843.084473 Iteration 4Q: 3 clusters Score -2988179 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -2988301.250000 Penalty: 4843.084473 Iteration 5Q: 3 clusters Score -2988301 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -2988431.250000 Penalty: 4843.084473 Iteration 6Q: 3 clusters Score -2988431 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -2988535.250000 Penalty: 4843.084473 Iteration 7Q: 3 clusters Score -2988535 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -2988655.750000 Penalty: 4843.084473 Iteration 8Q: 3 clusters Score -2988656 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -2988817.500000 Penalty: 4843.084473 Iteration 9Q: 3 clusters Score -2988818 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -2989036.250000 Penalty: 4843.084473 Iteration 10Q: 3 clusters Score -2989036 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -2989327.500000 Penalty: 4843.084473 Iteration 11Q: 3 clusters Score -2989328 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12409 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -2989725.250000 Penalty: 4843.084473 Iteration 12Q: 3 clusters Score -2989725 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13271 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -2990287.750000 Penalty: 4843.084473 Iteration 13Q: 3 clusters Score -2990288 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -2991092.750000 Penalty: 4843.084473 Iteration 14F: 3 clusters Score -2991093 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -2991943.750000 Penalty: 4843.084473 Iteration 15F: 3 clusters Score -2991944 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16052 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -2992672.250000 Penalty: 4843.084473 Iteration 16Q: 3 clusters Score -2992672 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -2993172.250000 Penalty: 4843.084473 Iteration 17Q: 3 clusters Score -2993172 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -2993438.750000 Penalty: 4843.084473 Iteration 18Q: 3 clusters Score -2993439 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16970 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -2993591.250000 Penalty: 4843.084473 Iteration 19Q: 3 clusters Score -2993591 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17042 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -2993685.250000 Penalty: 4843.084473 Iteration 20F: 3 clusters Score -2993685 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17068 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2993727.000000 Penalty: 4843.084473 Iteration 21Q: 3 clusters Score -2993727 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -2993757.000000 Penalty: 4843.084473 Iteration 22Q: 3 clusters Score -2993757 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17095 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -2993779.500000 Penalty: 4843.084473 Iteration 23Q: 3 clusters Score -2993780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2993801.250000 Penalty: 4843.084473 Iteration 24Q: 3 clusters Score -2993801 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17114 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -2993814.000000 Penalty: 4843.084473 Iteration 25Q: 3 clusters Score -2993814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17119 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -2993822.250000 Penalty: 4843.084473 Iteration 26Q: 3 clusters Score -2993822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -2993828.750000 Penalty: 4843.084473 Iteration 27Q: 3 clusters Score -2993829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17126 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -2993835.250000 Penalty: 4843.084473 Iteration 28Q: 3 clusters Score -2993835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17128 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -2993838.500000 Penalty: 4843.084473 Iteration 29Q: 3 clusters Score -2993838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17130 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -2993842.750000 Penalty: 4843.084473 Iteration 30Q: 3 clusters Score -2993843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17131 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -2993848.750000 Penalty: 4843.084473 Iteration 31Q: 3 clusters Score -2993849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -2993849.000000 Penalty: 4843.084473 Iteration 32Q: 3 clusters Score -2993849 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -2993849.000000 Penalty: 4843.084473 Iteration 33Q: 3 clusters Score -2993849 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -2993849.000000 Penalty: 4843.084473 Iteration 34F: 3 clusters Score -2993849 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21578 members Mstep: Class 10 contains 440 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46136 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15500 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4281 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17401 members Entering Unmasked Estep ConsiderDeletion Score: -51832472.000000 Penalty: 119540.773438 Iteration 239Q: 39 clusters Score -5.183247e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21576 members Mstep: Class 10 contains 441 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46135 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7861 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17404 members Entering Unmasked Estep ConsiderDeletion Score: -51832424.000000 Penalty: 119540.773438 Iteration 240F: 39 clusters Score -5.183242e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21574 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46131 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48297 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7862 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17409 members Entering Unmasked Estep ConsiderDeletion Score: -51832440.000000 Penalty: 119540.773438 Iteration 241Q: 39 clusters Score -5.183244e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46130 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48297 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17410 members Entering Unmasked Estep ConsiderDeletion Score: -51832452.000000 Penalty: 119540.773438 Iteration 242Q: 39 clusters Score -5.183245e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46128 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48297 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17411 members Entering Unmasked Estep ConsiderDeletion Score: -51832464.000000 Penalty: 119540.773438 Iteration 243Q: 39 clusters Score -5.183246e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46126 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48297 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17413 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 244Q: 39 clusters Score -5.183246e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46125 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17413 members Entering Unmasked Estep ConsiderDeletion Score: -51832456.000000 Penalty: 119540.773438 Iteration 245Q: 39 clusters Score -5.183246e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46124 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17414 members Entering Unmasked Estep ConsiderDeletion Score: -51832452.000000 Penalty: 119540.773438 Iteration 246Q: 39 clusters Score -5.183245e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46123 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1723 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16277 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17416 members Entering Unmasked Estep ConsiderDeletion Score: -51832472.000000 Penalty: 119540.773438 Iteration 247Q: 39 clusters Score -5.183247e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46118 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15497 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1724 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16276 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17421 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 248Q: 39 clusters Score -5.183246e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46112 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15496 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48299 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16275 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17427 members Entering Unmasked Estep ConsiderDeletion Score: -51832464.000000 Penalty: 119540.773438 Iteration 249Q: 39 clusters Score -5.183246e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8952 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5229 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46109 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15494 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48300 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16273 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17433 members Entering Unmasked Estep ConsiderDeletion Score: -51832412.000000 Penalty: 119540.773438 Iteration 250Q: 39 clusters Score -5.183241e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8951 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5230 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46105 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15493 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48300 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16272 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17439 members Entering Unmasked Estep ConsiderDeletion Score: -51832396.000000 Penalty: 119540.773438 Iteration 251Q: 39 clusters Score -5.18324e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8950 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5231 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46104 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15490 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48299 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16271 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17445 members Entering Unmasked Estep ConsiderDeletion Score: -51832400.000000 Penalty: 119540.773438 Iteration 252Q: 39 clusters Score -5.18324e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8948 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5233 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46107 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15483 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48299 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16270 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17447 members Entering Unmasked Estep ConsiderDeletion Score: -51832428.000000 Penalty: 119540.773438 Iteration 253Q: 39 clusters Score -5.183243e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8948 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5235 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46109 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15480 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48298 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16268 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17449 members Entering Unmasked Estep ConsiderDeletion Score: -51832448.000000 Penalty: 119540.773438 Iteration 254Q: 39 clusters Score -5.183245e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8947 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5236 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46112 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15478 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48297 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16267 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17451 members Entering Unmasked Estep ConsiderDeletion Score: -51832452.000000 Penalty: 119540.773438 Iteration 255Q: 39 clusters Score -5.183245e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8947 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46111 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15472 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48299 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16265 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1922 members Mstep: Class 38 contains 17457 members Entering Unmasked Estep ConsiderDeletion Score: -51832468.000000 Penalty: 119540.773438 Iteration 256Q: 39 clusters Score -5.183247e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46112 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15468 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48300 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16264 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17461 members Entering Unmasked Estep ConsiderDeletion Score: -51832412.000000 Penalty: 119540.773438 Iteration 257Q: 39 clusters Score -5.183241e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46109 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15465 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48300 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16265 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17467 members Entering Unmasked Estep ConsiderDeletion Score: -51832432.000000 Penalty: 119540.773438 Iteration 258Q: 39 clusters Score -5.183243e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46108 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15460 members Mstep: Class 20 contains 7169 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48301 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16264 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17472 members Entering Unmasked Estep ConsiderDeletion Score: -51832412.000000 Penalty: 119540.773438 Iteration 259Q: 39 clusters Score -5.183241e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46105 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15458 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48301 members Mstep: Class 29 contains 8702 members Mstep: Class 30 contains 16264 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17478 members Entering Unmasked Estep ConsiderDeletion Score: -51832472.000000 Penalty: 119540.773438 Iteration 260F: 39 clusters Score -5.183247e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46102 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15452 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48304 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16264 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17483 members Entering Unmasked Estep ConsiderDeletion Score: -51832436.000000 Penalty: 119540.773438 Iteration 261Q: 39 clusters Score -5.183244e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46100 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15450 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24165 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48304 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16264 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17486 members Entering Unmasked Estep ConsiderDeletion Score: -51832420.000000 Penalty: 119540.773438 Iteration 262Q: 39 clusters Score -5.183242e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8947 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46104 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15444 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48304 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10187 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17489 members Entering Unmasked Estep ConsiderDeletion Score: -51832396.000000 Penalty: 119540.773438 Iteration 263Q: 39 clusters Score -5.18324e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46107 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15439 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48305 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17491 members Entering Unmasked Estep ConsiderDeletion Score: -51832392.000000 Penalty: 119540.773438 Iteration 264Q: 39 clusters Score -5.183239e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46115 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 7170 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48304 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17491 members Entering Unmasked Estep ConsiderDeletion Score: -51832440.000000 Penalty: 119540.773438 Iteration 265Q: 39 clusters Score -5.183244e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46120 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15425 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48305 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7863 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17492 members Entering Unmasked Estep ConsiderDeletion Score: -51832436.000000 Penalty: 119540.773438 Iteration 266Q: 39 clusters Score -5.183244e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46116 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15423 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17496 members Entering Unmasked Estep ConsiderDeletion Score: -51832444.000000 Penalty: 119540.773438 Iteration 267Q: 39 clusters Score -5.183244e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46113 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15422 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17500 members Entering Unmasked Estep ConsiderDeletion Score: -51832452.000000 Penalty: 119540.773438 Iteration 268Q: 39 clusters Score -5.183245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46112 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15421 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4283 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17503 members Entering Unmasked Estep ConsiderDeletion Score: -51832472.000000 Penalty: 119540.773438 Iteration 269Q: 39 clusters Score -5.183247e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46108 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15420 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17507 members Entering Unmasked Estep ConsiderDeletion Score: -51832452.000000 Penalty: 119540.773438 Iteration 270Q: 39 clusters Score -5.183245e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8946 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46102 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15420 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4283 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17514 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 271Q: 39 clusters Score -5.183246e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46100 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15420 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17518 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 272Q: 39 clusters Score -5.183246e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46098 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15420 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48305 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17521 members Entering Unmasked Estep ConsiderDeletion Score: -51832440.000000 Penalty: 119540.773438 Iteration 273Q: 39 clusters Score -5.183244e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46095 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15420 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48305 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17524 members Entering Unmasked Estep ConsiderDeletion Score: -51832436.000000 Penalty: 119540.773438 Iteration 274Q: 39 clusters Score -5.183244e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46091 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15420 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48305 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17528 members Entering Unmasked Estep ConsiderDeletion Score: -51832444.000000 Penalty: 119540.773438 Iteration 275Q: 39 clusters Score -5.183244e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46090 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15419 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48305 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17530 members Entering Unmasked Estep ConsiderDeletion Score: -51832440.000000 Penalty: 119540.773438 Iteration 276Q: 39 clusters Score -5.183244e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46089 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15417 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4282 members Mstep: Class 28 contains 48306 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17532 members Entering Unmasked Estep ConsiderDeletion Score: -51832468.000000 Penalty: 119540.773438 Iteration 277Q: 39 clusters Score -5.183247e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21573 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46089 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15413 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4284 members Mstep: Class 28 contains 48307 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16262 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Entering Unmasked Estep ConsiderDeletion Score: -51832480.000000 Penalty: 119540.773438 Iteration 278Q: 39 clusters Score -5.183248e+07 nChanged 3 Entering ConstructFrom: Score: -51832480.000000 Penalty: 119540.773438 Entering ConstructFrom: Trying to split cluster 1 (3855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Entering Unmasked Estep Score: -594509.000000 Penalty: 2047.767212 Iteration 0F: 2 clusters Score -594509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -590736.375000 Penalty: 4095.534424 Iteration 0F: 3 clusters Score -590736.4 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -591733.250000 Penalty: 4095.534424 Iteration 1F: 3 clusters Score -591733.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -592079.000000 Penalty: 4095.534424 Iteration 2F: 3 clusters Score -592079 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -592325.187500 Penalty: 4095.534424 Iteration 3F: 3 clusters Score -592325.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -592483.812500 Penalty: 4095.534424 Iteration 4F: 3 clusters Score -592483.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -592613.312500 Penalty: 4095.534424 Iteration 5Q: 3 clusters Score -592613.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -592726.937500 Penalty: 4095.534424 Iteration 6Q: 3 clusters Score -592726.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -592822.812500 Penalty: 4095.534424 Iteration 7Q: 3 clusters Score -592822.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -592897.750000 Penalty: 4095.534424 Iteration 8Q: 3 clusters Score -592897.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -592964.750000 Penalty: 4095.534424 Iteration 9Q: 3 clusters Score -592964.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -593028.375000 Penalty: 4095.534424 Iteration 10Q: 3 clusters Score -593028.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -593090.312500 Penalty: 4095.534424 Iteration 11Q: 3 clusters Score -593090.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -593135.937500 Penalty: 4095.534424 Iteration 12Q: 3 clusters Score -593135.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -593168.062500 Penalty: 4095.534424 Iteration 13Q: 3 clusters Score -593168.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -593194.312500 Penalty: 4095.534424 Iteration 14Q: 3 clusters Score -593194.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -593224.125000 Penalty: 4095.534424 Iteration 15Q: 3 clusters Score -593224.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -593256.187500 Penalty: 4095.534424 Iteration 16Q: 3 clusters Score -593256.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -593274.125000 Penalty: 4095.534424 Iteration 17Q: 3 clusters Score -593274.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -593289.187500 Penalty: 4095.534424 Iteration 18Q: 3 clusters Score -593289.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -593305.437500 Penalty: 4095.534424 Iteration 19Q: 3 clusters Score -593305.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -593325.312500 Penalty: 4095.534424 Iteration 20F: 3 clusters Score -593325.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -593340.562500 Penalty: 4095.534424 Iteration 21Q: 3 clusters Score -593340.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -593354.062500 Penalty: 4095.534424 Iteration 22Q: 3 clusters Score -593354.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -593360.000000 Penalty: 4095.534424 Iteration 23Q: 3 clusters Score -593360 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -593364.312500 Penalty: 4095.534424 Iteration 24Q: 3 clusters Score -593364.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -593368.187500 Penalty: 4095.534424 Iteration 25Q: 3 clusters Score -593368.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -593369.375000 Penalty: 4095.534424 Iteration 26Q: 3 clusters Score -593369.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -593372.250000 Penalty: 4095.534424 Iteration 27Q: 3 clusters Score -593372.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -593375.437500 Penalty: 4095.534424 Iteration 28Q: 3 clusters Score -593375.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -593379.687500 Penalty: 4095.534424 Iteration 29Q: 3 clusters Score -593379.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -593382.250000 Penalty: 4095.534424 Iteration 30Q: 3 clusters Score -593382.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -593386.062500 Penalty: 4095.534424 Iteration 31Q: 3 clusters Score -593386.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -593389.000000 Penalty: 4095.534424 Iteration 32Q: 3 clusters Score -593389 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -593391.875000 Penalty: 4095.534424 Iteration 33Q: 3 clusters Score -593391.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -593393.625000 Penalty: 4095.534424 Iteration 34Q: 3 clusters Score -593393.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -593393.875000 Penalty: 4095.534424 Iteration 35Q: 3 clusters Score -593393.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -593394.000000 Penalty: 4095.534424 Iteration 36Q: 3 clusters Score -593394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -593395.125000 Penalty: 4095.534424 Iteration 37Q: 3 clusters Score -593395.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -593396.375000 Penalty: 4095.534424 Iteration 38Q: 3 clusters Score -593396.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -593399.062500 Penalty: 4095.534424 Iteration 39Q: 3 clusters Score -593399.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -593399.750000 Penalty: 4095.534424 Iteration 40F: 3 clusters Score -593399.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Entering Unmasked Estep Score: -2087912.125000 Penalty: 2343.811279 Iteration 0F: 2 clusters Score -2087912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -2078471.500000 Penalty: 4687.622559 Iteration 0F: 3 clusters Score -2078472 nChanged 5451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -2081434.000000 Penalty: 4687.622559 Iteration 1F: 3 clusters Score -2081434 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -2081881.625000 Penalty: 4687.622559 Iteration 2F: 3 clusters Score -2081882 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -2082304.875000 Penalty: 4687.622559 Iteration 3F: 3 clusters Score -2082305 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -2082789.875000 Penalty: 4687.622559 Iteration 4F: 3 clusters Score -2082790 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -2083287.375000 Penalty: 4687.622559 Iteration 5F: 3 clusters Score -2083287 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -2083767.625000 Penalty: 4687.622559 Iteration 6F: 3 clusters Score -2083768 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -2084256.250000 Penalty: 4687.622559 Iteration 7F: 3 clusters Score -2084256 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -2084794.000000 Penalty: 4687.622559 Iteration 8F: 3 clusters Score -2084794 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -2085405.000000 Penalty: 4687.622559 Iteration 9Q: 3 clusters Score -2085405 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -2086159.500000 Penalty: 4687.622559 Iteration 10Q: 3 clusters Score -2086160 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -2086723.250000 Penalty: 4687.622559 Iteration 11Q: 3 clusters Score -2086723 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -2087044.750000 Penalty: 4687.622559 Iteration 12Q: 3 clusters Score -2087045 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -2087213.750000 Penalty: 4687.622559 Iteration 13Q: 3 clusters Score -2087214 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -2087309.875000 Penalty: 4687.622559 Iteration 14Q: 3 clusters Score -2087310 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -2087386.875000 Penalty: 4687.622559 Iteration 15Q: 3 clusters Score -2087387 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -2087449.125000 Penalty: 4687.622559 Iteration 16Q: 3 clusters Score -2087449 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -2087523.250000 Penalty: 4687.622559 Iteration 17Q: 3 clusters Score -2087523 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -2087571.250000 Penalty: 4687.622559 Iteration 18Q: 3 clusters Score -2087571 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -2087606.750000 Penalty: 4687.622559 Iteration 19Q: 3 clusters Score -2087607 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -2087648.625000 Penalty: 4687.622559 Iteration 20F: 3 clusters Score -2087649 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -2087672.125000 Penalty: 4687.622559 Iteration 21Q: 3 clusters Score -2087672 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -2087697.375000 Penalty: 4687.622559 Iteration 22Q: 3 clusters Score -2087697 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -2087716.625000 Penalty: 4687.622559 Iteration 23Q: 3 clusters Score -2087717 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -2087727.000000 Penalty: 4687.622559 Iteration 24Q: 3 clusters Score -2087727 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -2087739.375000 Penalty: 4687.622559 Iteration 25Q: 3 clusters Score -2087739 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -2087743.125000 Penalty: 4687.622559 Iteration 26Q: 3 clusters Score -2087743 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -2087752.250000 Penalty: 4687.622559 Iteration 27Q: 3 clusters Score -2087752 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -2087762.500000 Penalty: 4687.622559 Iteration 28Q: 3 clusters Score -2087762 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -2087767.875000 Penalty: 4687.622559 Iteration 29Q: 3 clusters Score -2087768 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -2087772.625000 Penalty: 4687.622559 Iteration 30Q: 3 clusters Score -2087773 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -2087779.125000 Penalty: 4687.622559 Iteration 31Q: 3 clusters Score -2087779 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -2087781.250000 Penalty: 4687.622559 Iteration 32Q: 3 clusters Score -2087781 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -2087779.250000 Penalty: 4687.622559 Iteration 33Q: 3 clusters Score -2087779 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -2087784.000000 Penalty: 4687.622559 Iteration 34Q: 3 clusters Score -2087784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -2087785.000000 Penalty: 4687.622559 Iteration 35Q: 3 clusters Score -2087785 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -2087791.000000 Penalty: 4687.622559 Iteration 36Q: 3 clusters Score -2087791 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -2087790.375000 Penalty: 4687.622559 Iteration 37Q: 3 clusters Score -2087790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -2087791.750000 Penalty: 4687.622559 Iteration 38Q: 3 clusters Score -2087792 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2087790.875000 Penalty: 4687.622559 Iteration 39Q: 3 clusters Score -2087791 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -2087796.000000 Penalty: 4687.622559 Iteration 40F: 3 clusters Score -2087796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -2087796.750000 Penalty: 4687.622559 Iteration 41Q: 3 clusters Score -2087797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -2087802.625000 Penalty: 4687.622559 Iteration 42Q: 3 clusters Score -2087803 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -2087803.750000 Penalty: 4687.622559 Iteration 43Q: 3 clusters Score -2087804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -2087804.625000 Penalty: 4687.622559 Iteration 44Q: 3 clusters Score -2087805 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -2087800.750000 Penalty: 4687.622559 Iteration 45Q: 3 clusters Score -2087801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -2087800.250000 Penalty: 4687.622559 Iteration 46Q: 3 clusters Score -2087800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -2087802.625000 Penalty: 4687.622559 Iteration 47Q: 3 clusters Score -2087803 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -2087798.125000 Penalty: 4687.622559 Iteration 48Q: 3 clusters Score -2087798 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -2087806.000000 Penalty: 4687.622559 Iteration 49Q: 3 clusters Score -2087806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -2087809.375000 Penalty: 4687.622559 Iteration 50Q: 3 clusters Score -2087809 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -2087804.250000 Penalty: 4687.622559 Iteration 51Q: 3 clusters Score -2087804 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -2087808.500000 Penalty: 4687.622559 Iteration 52Q: 3 clusters Score -2087808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -2087810.250000 Penalty: 4687.622559 Iteration 53Q: 3 clusters Score -2087810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -2087814.375000 Penalty: 4687.622559 Iteration 54Q: 3 clusters Score -2087814 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -2087816.125000 Penalty: 4687.622559 Iteration 55Q: 3 clusters Score -2087816 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -2087820.375000 Penalty: 4687.622559 Iteration 56Q: 3 clusters Score -2087820 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -2087819.375000 Penalty: 4687.622559 Iteration 57Q: 3 clusters Score -2087819 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -2087818.875000 Penalty: 4687.622559 Iteration 58Q: 3 clusters Score -2087819 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -2087824.500000 Penalty: 4687.622559 Iteration 59Q: 3 clusters Score -2087824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -2087825.250000 Penalty: 4687.622559 Iteration 60F: 3 clusters Score -2087825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -2087825.875000 Penalty: 4687.622559 Iteration 61Q: 3 clusters Score -2087826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -2087823.250000 Penalty: 4687.622559 Iteration 62Q: 3 clusters Score -2087823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -2087822.375000 Penalty: 4687.622559 Iteration 63Q: 3 clusters Score -2087822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -2087821.375000 Penalty: 4687.622559 Iteration 64Q: 3 clusters Score -2087821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -2087825.125000 Penalty: 4687.622559 Iteration 65Q: 3 clusters Score -2087825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -2087825.125000 Penalty: 4687.622559 Iteration 66F: 3 clusters Score -2087825 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Entering Unmasked Estep Score: -539749.437500 Penalty: 2007.178589 Iteration 0F: 2 clusters Score -539749.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -536325.687500 Penalty: 4014.357178 Iteration 0F: 3 clusters Score -536325.7 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -537020.437500 Penalty: 4014.357178 Iteration 1F: 3 clusters Score -537020.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -537205.625000 Penalty: 4014.357178 Iteration 2F: 3 clusters Score -537205.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -537310.312500 Penalty: 4014.357178 Iteration 3F: 3 clusters Score -537310.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -537382.500000 Penalty: 4014.357178 Iteration 4Q: 3 clusters Score -537382.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -537433.812500 Penalty: 4014.357178 Iteration 5Q: 3 clusters Score -537433.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -537468.437500 Penalty: 4014.357178 Iteration 6Q: 3 clusters Score -537468.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -537497.187500 Penalty: 4014.357178 Iteration 7Q: 3 clusters Score -537497.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -537515.687500 Penalty: 4014.357178 Iteration 8Q: 3 clusters Score -537515.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -537532.500000 Penalty: 4014.357178 Iteration 9Q: 3 clusters Score -537532.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -537548.375000 Penalty: 4014.357178 Iteration 10Q: 3 clusters Score -537548.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -537568.125000 Penalty: 4014.357178 Iteration 11Q: 3 clusters Score -537568.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -537589.062500 Penalty: 4014.357178 Iteration 12Q: 3 clusters Score -537589.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -537610.750000 Penalty: 4014.357178 Iteration 13Q: 3 clusters Score -537610.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -537641.000000 Penalty: 4014.357178 Iteration 14Q: 3 clusters Score -537641 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -537677.125000 Penalty: 4014.357178 Iteration 15Q: 3 clusters Score -537677.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -537719.625000 Penalty: 4014.357178 Iteration 16Q: 3 clusters Score -537719.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -537755.687500 Penalty: 4014.357178 Iteration 17Q: 3 clusters Score -537755.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -537790.750000 Penalty: 4014.357178 Iteration 18Q: 3 clusters Score -537790.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -537830.750000 Penalty: 4014.357178 Iteration 19Q: 3 clusters Score -537830.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -537878.562500 Penalty: 4014.357178 Iteration 20F: 3 clusters Score -537878.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -537921.562500 Penalty: 4014.357178 Iteration 21Q: 3 clusters Score -537921.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -537963.687500 Penalty: 4014.357178 Iteration 22Q: 3 clusters Score -537963.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -538015.187500 Penalty: 4014.357178 Iteration 23Q: 3 clusters Score -538015.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -538057.312500 Penalty: 4014.357178 Iteration 24Q: 3 clusters Score -538057.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -538085.000000 Penalty: 4014.357178 Iteration 25Q: 3 clusters Score -538085 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -538106.937500 Penalty: 4014.357178 Iteration 26Q: 3 clusters Score -538106.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -538135.062500 Penalty: 4014.357178 Iteration 27Q: 3 clusters Score -538135.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -538158.750000 Penalty: 4014.357178 Iteration 28Q: 3 clusters Score -538158.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -538180.687500 Penalty: 4014.357178 Iteration 29Q: 3 clusters Score -538180.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -538193.437500 Penalty: 4014.357178 Iteration 30Q: 3 clusters Score -538193.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -538201.875000 Penalty: 4014.357178 Iteration 31Q: 3 clusters Score -538201.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -538208.000000 Penalty: 4014.357178 Iteration 32Q: 3 clusters Score -538208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -538211.937500 Penalty: 4014.357178 Iteration 33Q: 3 clusters Score -538211.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -538214.250000 Penalty: 4014.357178 Iteration 34Q: 3 clusters Score -538214.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -538217.937500 Penalty: 4014.357178 Iteration 35Q: 3 clusters Score -538217.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -538221.187500 Penalty: 4014.357178 Iteration 36Q: 3 clusters Score -538221.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -538222.625000 Penalty: 4014.357178 Iteration 37Q: 3 clusters Score -538222.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -538226.187500 Penalty: 4014.357178 Iteration 38Q: 3 clusters Score -538226.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -538228.187500 Penalty: 4014.357178 Iteration 39Q: 3 clusters Score -538228.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -538231.500000 Penalty: 4014.357178 Iteration 40F: 3 clusters Score -538231.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -538232.125000 Penalty: 4014.357178 Iteration 41Q: 3 clusters Score -538232.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -538234.250000 Penalty: 4014.357178 Iteration 42Q: 3 clusters Score -538234.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -538234.500000 Penalty: 4014.357178 Iteration 43Q: 3 clusters Score -538234.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -538234.375000 Penalty: 4014.357178 Iteration 44Q: 3 clusters Score -538234.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -538235.937500 Penalty: 4014.357178 Iteration 45Q: 3 clusters Score -538235.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -538236.312500 Penalty: 4014.357178 Iteration 46Q: 3 clusters Score -538236.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -538236.312500 Penalty: 4014.357178 Iteration 47F: 3 clusters Score -538236.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -42435.843750 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42435.84 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42627.753906 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42627.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -42660.011719 Penalty: 2832.371582 Iteration 2Q: 3 clusters Score -42660.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -42681.328125 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42681.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -42689.269531 Penalty: 2832.371582 Iteration 4Q: 3 clusters Score -42689.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -42700.781250 Penalty: 2832.371582 Iteration 5Q: 3 clusters Score -42700.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -42700.781250 Penalty: 2832.371582 Iteration 6F: 3 clusters Score -42700.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Entering Unmasked Estep Score: -465098.468750 Penalty: 1982.333984 Iteration 0F: 2 clusters Score -465098.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -461889.218750 Penalty: 3964.667969 Iteration 0F: 3 clusters Score -461889.2 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -462733.906250 Penalty: 3964.667969 Iteration 1F: 3 clusters Score -462733.9 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -463137.437500 Penalty: 3964.667969 Iteration 2F: 3 clusters Score -463137.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -463462.781250 Penalty: 3964.667969 Iteration 3F: 3 clusters Score -463462.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -463695.375000 Penalty: 3964.667969 Iteration 4F: 3 clusters Score -463695.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -463854.031250 Penalty: 3964.667969 Iteration 5Q: 3 clusters Score -463854 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -463957.500000 Penalty: 3964.667969 Iteration 6Q: 3 clusters Score -463957.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -464040.343750 Penalty: 3964.667969 Iteration 7Q: 3 clusters Score -464040.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -464113.406250 Penalty: 3964.667969 Iteration 8Q: 3 clusters Score -464113.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -464183.250000 Penalty: 3964.667969 Iteration 9Q: 3 clusters Score -464183.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -464243.187500 Penalty: 3964.667969 Iteration 10Q: 3 clusters Score -464243.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -464327.125000 Penalty: 3964.667969 Iteration 11Q: 3 clusters Score -464327.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -464379.781250 Penalty: 3964.667969 Iteration 12Q: 3 clusters Score -464379.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -464412.468750 Penalty: 3964.667969 Iteration 13Q: 3 clusters Score -464412.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -464434.531250 Penalty: 3964.667969 Iteration 14Q: 3 clusters Score -464434.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -464451.000000 Penalty: 3964.667969 Iteration 15Q: 3 clusters Score -464451 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -464459.875000 Penalty: 3964.667969 Iteration 16Q: 3 clusters Score -464459.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -464471.875000 Penalty: 3964.667969 Iteration 17Q: 3 clusters Score -464471.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -464483.781250 Penalty: 3964.667969 Iteration 18Q: 3 clusters Score -464483.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -464496.656250 Penalty: 3964.667969 Iteration 19Q: 3 clusters Score -464496.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -464507.500000 Penalty: 3964.667969 Iteration 20F: 3 clusters Score -464507.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -464514.500000 Penalty: 3964.667969 Iteration 21Q: 3 clusters Score -464514.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -464516.843750 Penalty: 3964.667969 Iteration 22Q: 3 clusters Score -464516.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -464517.000000 Penalty: 3964.667969 Iteration 23Q: 3 clusters Score -464517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -464517.968750 Penalty: 3964.667969 Iteration 24Q: 3 clusters Score -464518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -464518.406250 Penalty: 3964.667969 Iteration 25Q: 3 clusters Score -464518.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -464518.406250 Penalty: 3964.667969 Iteration 26Q: 3 clusters Score -464518.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -464518.812500 Penalty: 3964.667969 Iteration 27Q: 3 clusters Score -464518.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -464519.906250 Penalty: 3964.667969 Iteration 28Q: 3 clusters Score -464519.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -464520.343750 Penalty: 3964.667969 Iteration 29Q: 3 clusters Score -464520.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -464520.343750 Penalty: 3964.667969 Iteration 30F: 3 clusters Score -464520.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -63305.558594 Penalty: 1497.391968 Iteration 0F: 2 clusters Score -63305.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -61894.546875 Penalty: 2994.783936 Iteration 0F: 3 clusters Score -61894.55 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -62058.996094 Penalty: 2994.783936 Iteration 1F: 3 clusters Score -62059 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -62112.937500 Penalty: 2994.783936 Iteration 2Q: 3 clusters Score -62112.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -62168.699219 Penalty: 2994.783936 Iteration 3Q: 3 clusters Score -62168.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -62237.597656 Penalty: 2994.783936 Iteration 4Q: 3 clusters Score -62237.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -62309.593750 Penalty: 2994.783936 Iteration 5Q: 3 clusters Score -62309.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -62451.660156 Penalty: 2994.783936 Iteration 6Q: 3 clusters Score -62451.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -62670.773438 Penalty: 2994.783936 Iteration 7Q: 3 clusters Score -62670.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -62708.710938 Penalty: 2994.783936 Iteration 8Q: 3 clusters Score -62708.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -62747.652344 Penalty: 2994.783936 Iteration 9Q: 3 clusters Score -62747.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -62775.656250 Penalty: 2994.783936 Iteration 10Q: 3 clusters Score -62775.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -62800.128906 Penalty: 2994.783936 Iteration 11Q: 3 clusters Score -62800.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -62849.730469 Penalty: 2994.783936 Iteration 12Q: 3 clusters Score -62849.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62876.691406 Penalty: 2994.783936 Iteration 13Q: 3 clusters Score -62876.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62884.917969 Penalty: 2994.783936 Iteration 14Q: 3 clusters Score -62884.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62892.398438 Penalty: 2994.783936 Iteration 15Q: 3 clusters Score -62892.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -62894.246094 Penalty: 2994.783936 Iteration 16Q: 3 clusters Score -62894.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -62897.558594 Penalty: 2994.783936 Iteration 17Q: 3 clusters Score -62897.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62901.347656 Penalty: 2994.783936 Iteration 18Q: 3 clusters Score -62901.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62901.347656 Penalty: 2994.783936 Iteration 19F: 3 clusters Score -62901.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Entering Unmasked Estep Score: -33628.375000 Penalty: 1362.279297 Iteration 0F: 2 clusters Score -33628.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -32535.369141 Penalty: 2724.558594 Iteration 0F: 3 clusters Score -32535.37 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32666.056641 Penalty: 2724.558594 Iteration 1F: 3 clusters Score -32666.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -32751.281250 Penalty: 2724.558594 Iteration 2F: 3 clusters Score -32751.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32769.906250 Penalty: 2724.558594 Iteration 3Q: 3 clusters Score -32769.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32777.222656 Penalty: 2724.558594 Iteration 4Q: 3 clusters Score -32777.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -32786.578125 Penalty: 2724.558594 Iteration 5Q: 3 clusters Score -32786.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -32790.406250 Penalty: 2724.558594 Iteration 6Q: 3 clusters Score -32790.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -32790.406250 Penalty: 2724.558594 Iteration 7F: 3 clusters Score -32790.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Entering Unmasked Estep Score: -1626262.250000 Penalty: 2283.444336 Iteration 0F: 2 clusters Score -1626262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -1618697.625000 Penalty: 4566.888672 Iteration 0F: 3 clusters Score -1618698 nChanged 4078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1620912.750000 Penalty: 4566.888672 Iteration 1F: 3 clusters Score -1620913 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1621223.500000 Penalty: 4566.888672 Iteration 2F: 3 clusters Score -1621224 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1621472.625000 Penalty: 4566.888672 Iteration 3F: 3 clusters Score -1621473 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1621704.250000 Penalty: 4566.888672 Iteration 4Q: 3 clusters Score -1621704 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1621926.375000 Penalty: 4566.888672 Iteration 5Q: 3 clusters Score -1621926 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1622159.375000 Penalty: 4566.888672 Iteration 6Q: 3 clusters Score -1622159 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1622417.375000 Penalty: 4566.888672 Iteration 7Q: 3 clusters Score -1622417 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1622702.000000 Penalty: 4566.888672 Iteration 8Q: 3 clusters Score -1622702 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1622956.250000 Penalty: 4566.888672 Iteration 9Q: 3 clusters Score -1622956 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -1623156.250000 Penalty: 4566.888672 Iteration 10Q: 3 clusters Score -1623156 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1623317.250000 Penalty: 4566.888672 Iteration 11Q: 3 clusters Score -1623317 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1623444.500000 Penalty: 4566.888672 Iteration 12Q: 3 clusters Score -1623444 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1623554.625000 Penalty: 4566.888672 Iteration 13Q: 3 clusters Score -1623555 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1623634.500000 Penalty: 4566.888672 Iteration 14Q: 3 clusters Score -1623634 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -1623714.125000 Penalty: 4566.888672 Iteration 15Q: 3 clusters Score -1623714 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1623777.750000 Penalty: 4566.888672 Iteration 16Q: 3 clusters Score -1623778 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1623834.625000 Penalty: 4566.888672 Iteration 17Q: 3 clusters Score -1623835 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1623883.250000 Penalty: 4566.888672 Iteration 18Q: 3 clusters Score -1623883 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1623935.250000 Penalty: 4566.888672 Iteration 19Q: 3 clusters Score -1623935 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1623980.875000 Penalty: 4566.888672 Iteration 20F: 3 clusters Score -1623981 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1624032.500000 Penalty: 4566.888672 Iteration 21Q: 3 clusters Score -1624032 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -1624059.875000 Penalty: 4566.888672 Iteration 22Q: 3 clusters Score -1624060 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1624083.250000 Penalty: 4566.888672 Iteration 23Q: 3 clusters Score -1624083 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8707 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1624107.125000 Penalty: 4566.888672 Iteration 24Q: 3 clusters Score -1624107 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1624128.875000 Penalty: 4566.888672 Iteration 25Q: 3 clusters Score -1624129 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -1624156.250000 Penalty: 4566.888672 Iteration 26Q: 3 clusters Score -1624156 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1624181.250000 Penalty: 4566.888672 Iteration 27Q: 3 clusters Score -1624181 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1624197.750000 Penalty: 4566.888672 Iteration 28Q: 3 clusters Score -1624198 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1624219.125000 Penalty: 4566.888672 Iteration 29Q: 3 clusters Score -1624219 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1624228.875000 Penalty: 4566.888672 Iteration 30Q: 3 clusters Score -1624229 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1624244.375000 Penalty: 4566.888672 Iteration 31Q: 3 clusters Score -1624244 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1624259.125000 Penalty: 4566.888672 Iteration 32Q: 3 clusters Score -1624259 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1624267.625000 Penalty: 4566.888672 Iteration 33Q: 3 clusters Score -1624268 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1624277.875000 Penalty: 4566.888672 Iteration 34Q: 3 clusters Score -1624278 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1624280.500000 Penalty: 4566.888672 Iteration 35Q: 3 clusters Score -1624280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1624283.375000 Penalty: 4566.888672 Iteration 36Q: 3 clusters Score -1624283 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1624281.375000 Penalty: 4566.888672 Iteration 37Q: 3 clusters Score -1624281 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1624290.125000 Penalty: 4566.888672 Iteration 38Q: 3 clusters Score -1624290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1624288.625000 Penalty: 4566.888672 Iteration 39Q: 3 clusters Score -1624289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1624290.750000 Penalty: 4566.888672 Iteration 40F: 3 clusters Score -1624291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1624290.250000 Penalty: 4566.888672 Iteration 41Q: 3 clusters Score -1624290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1624295.750000 Penalty: 4566.888672 Iteration 42Q: 3 clusters Score -1624296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1624300.875000 Penalty: 4566.888672 Iteration 43Q: 3 clusters Score -1624301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1624304.250000 Penalty: 4566.888672 Iteration 44Q: 3 clusters Score -1624304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1624310.000000 Penalty: 4566.888672 Iteration 45Q: 3 clusters Score -1624310 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1624318.250000 Penalty: 4566.888672 Iteration 46Q: 3 clusters Score -1624318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1624323.125000 Penalty: 4566.888672 Iteration 47Q: 3 clusters Score -1624323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1624324.125000 Penalty: 4566.888672 Iteration 48Q: 3 clusters Score -1624324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -1624325.000000 Penalty: 4566.888672 Iteration 49Q: 3 clusters Score -1624325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1624328.750000 Penalty: 4566.888672 Iteration 50Q: 3 clusters Score -1624329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1624329.625000 Penalty: 4566.888672 Iteration 51Q: 3 clusters Score -1624330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1624327.000000 Penalty: 4566.888672 Iteration 52Q: 3 clusters Score -1624327 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1624331.375000 Penalty: 4566.888672 Iteration 53Q: 3 clusters Score -1624331 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1624335.500000 Penalty: 4566.888672 Iteration 54Q: 3 clusters Score -1624336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1624340.250000 Penalty: 4566.888672 Iteration 55Q: 3 clusters Score -1624340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1624344.375000 Penalty: 4566.888672 Iteration 56Q: 3 clusters Score -1624344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1624343.375000 Penalty: 4566.888672 Iteration 57Q: 3 clusters Score -1624343 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1624344.375000 Penalty: 4566.888672 Iteration 58Q: 3 clusters Score -1624344 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1624344.375000 Penalty: 4566.888672 Iteration 59F: 3 clusters Score -1624344 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21572 members Entering Unmasked Estep Score: -3573232.250000 Penalty: 2474.829590 Iteration 0F: 2 clusters Score -3573232 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -3558133.500000 Penalty: 4949.659180 Iteration 0F: 3 clusters Score -3558134 nChanged 9611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 11460 members Entering Unmasked Estep Score: -3563554.500000 Penalty: 4949.659180 Iteration 1F: 3 clusters Score -3563554 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -3564183.500000 Penalty: 4949.659180 Iteration 2F: 3 clusters Score -3564184 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -3564936.000000 Penalty: 4949.659180 Iteration 3F: 3 clusters Score -3564936 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -3565811.250000 Penalty: 4949.659180 Iteration 4F: 3 clusters Score -3565811 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -3566755.250000 Penalty: 4949.659180 Iteration 5F: 3 clusters Score -3566755 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 15515 members Entering Unmasked Estep Score: -3567792.750000 Penalty: 4949.659180 Iteration 6F: 3 clusters Score -3567793 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 16586 members Entering Unmasked Estep Score: -3568707.250000 Penalty: 4949.659180 Iteration 7F: 3 clusters Score -3568707 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 17535 members Entering Unmasked Estep Score: -3569473.000000 Penalty: 4949.659180 Iteration 8Q: 3 clusters Score -3569473 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -3570088.000000 Penalty: 4949.659180 Iteration 9Q: 3 clusters Score -3570088 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 18920 members Entering Unmasked Estep Score: -3570533.500000 Penalty: 4949.659180 Iteration 10Q: 3 clusters Score -3570534 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 19364 members Entering Unmasked Estep Score: -3570864.000000 Penalty: 4949.659180 Iteration 11Q: 3 clusters Score -3570864 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 19685 members Entering Unmasked Estep Score: -3571078.000000 Penalty: 4949.659180 Iteration 12Q: 3 clusters Score -3571078 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 19916 members Entering Unmasked Estep Score: -3571234.500000 Penalty: 4949.659180 Iteration 13Q: 3 clusters Score -3571234 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 20072 members Entering Unmasked Estep Score: -3571339.500000 Penalty: 4949.659180 Iteration 14Q: 3 clusters Score -3571340 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 20186 members Entering Unmasked Estep Score: -3571422.000000 Penalty: 4949.659180 Iteration 15Q: 3 clusters Score -3571422 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 20272 members Entering Unmasked Estep Score: -3571473.250000 Penalty: 4949.659180 Iteration 16Q: 3 clusters Score -3571473 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 20323 members Entering Unmasked Estep Score: -3571506.000000 Penalty: 4949.659180 Iteration 17Q: 3 clusters Score -3571506 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 20364 members Entering Unmasked Estep Score: -3571522.250000 Penalty: 4949.659180 Iteration 18Q: 3 clusters Score -3571522 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 20393 members Entering Unmasked Estep Score: -3571531.250000 Penalty: 4949.659180 Iteration 19Q: 3 clusters Score -3571531 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -3571550.250000 Penalty: 4949.659180 Iteration 20F: 3 clusters Score -3571550 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 20458 members Entering Unmasked Estep Score: -3571567.000000 Penalty: 4949.659180 Iteration 21Q: 3 clusters Score -3571567 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 20483 members Entering Unmasked Estep Score: -3571585.000000 Penalty: 4949.659180 Iteration 22Q: 3 clusters Score -3571585 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -3571592.250000 Penalty: 4949.659180 Iteration 23Q: 3 clusters Score -3571592 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 20518 members Entering Unmasked Estep Score: -3571609.250000 Penalty: 4949.659180 Iteration 24Q: 3 clusters Score -3571609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 20529 members Entering Unmasked Estep Score: -3571608.750000 Penalty: 4949.659180 Iteration 25Q: 3 clusters Score -3571609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 20538 members Entering Unmasked Estep Score: -3571619.750000 Penalty: 4949.659180 Iteration 26Q: 3 clusters Score -3571620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 20543 members Entering Unmasked Estep Score: -3571613.500000 Penalty: 4949.659180 Iteration 27Q: 3 clusters Score -3571614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 20546 members Entering Unmasked Estep Score: -3571616.000000 Penalty: 4949.659180 Iteration 28Q: 3 clusters Score -3571616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 20550 members Entering Unmasked Estep Score: -3571619.000000 Penalty: 4949.659180 Iteration 29Q: 3 clusters Score -3571619 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 20557 members Entering Unmasked Estep Score: -3571614.000000 Penalty: 4949.659180 Iteration 30Q: 3 clusters Score -3571614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 20562 members Entering Unmasked Estep Score: -3571620.500000 Penalty: 4949.659180 Iteration 31Q: 3 clusters Score -3571620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 20567 members Entering Unmasked Estep Score: -3571627.500000 Penalty: 4949.659180 Iteration 32Q: 3 clusters Score -3571628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -3571628.500000 Penalty: 4949.659180 Iteration 33Q: 3 clusters Score -3571628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 20567 members Entering Unmasked Estep Score: -3571627.250000 Penalty: 4949.659180 Iteration 34Q: 3 clusters Score -3571627 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 20567 members Entering Unmasked Estep Score: -3571627.250000 Penalty: 4949.659180 Iteration 35F: 3 clusters Score -3571627 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Entering Unmasked Estep Score: -69578.226562 Penalty: 1510.644897 Iteration 0F: 2 clusters Score -69578.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -68135.062500 Penalty: 3021.289795 Iteration 0F: 3 clusters Score -68135.06 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -68296.570312 Penalty: 3021.289795 Iteration 1F: 3 clusters Score -68296.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -68341.757812 Penalty: 3021.289795 Iteration 2Q: 3 clusters Score -68341.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -68366.554688 Penalty: 3021.289795 Iteration 3Q: 3 clusters Score -68366.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -68378.039062 Penalty: 3021.289795 Iteration 4Q: 3 clusters Score -68378.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -68386.601562 Penalty: 3021.289795 Iteration 5Q: 3 clusters Score -68386.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -68392.171875 Penalty: 3021.289795 Iteration 6Q: 3 clusters Score -68392.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -68396.921875 Penalty: 3021.289795 Iteration 7Q: 3 clusters Score -68396.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68402.718750 Penalty: 3021.289795 Iteration 8Q: 3 clusters Score -68402.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68409.351562 Penalty: 3021.289795 Iteration 9Q: 3 clusters Score -68409.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68419.601562 Penalty: 3021.289795 Iteration 10Q: 3 clusters Score -68419.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68430.250000 Penalty: 3021.289795 Iteration 11Q: 3 clusters Score -68430.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68436.078125 Penalty: 3021.289795 Iteration 12Q: 3 clusters Score -68436.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68447.312500 Penalty: 3021.289795 Iteration 13Q: 3 clusters Score -68447.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -68458.187500 Penalty: 3021.289795 Iteration 14Q: 3 clusters Score -68458.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -68469.781250 Penalty: 3021.289795 Iteration 15Q: 3 clusters Score -68469.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68483.804688 Penalty: 3021.289795 Iteration 16Q: 3 clusters Score -68483.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68524.960938 Penalty: 3021.289795 Iteration 17Q: 3 clusters Score -68524.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -68535.757812 Penalty: 3021.289795 Iteration 18Q: 3 clusters Score -68535.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -68546.179688 Penalty: 3021.289795 Iteration 19Q: 3 clusters Score -68546.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -68565.296875 Penalty: 3021.289795 Iteration 20F: 3 clusters Score -68565.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -68599.320312 Penalty: 3021.289795 Iteration 21Q: 3 clusters Score -68599.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -68622.453125 Penalty: 3021.289795 Iteration 22Q: 3 clusters Score -68622.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -68631.250000 Penalty: 3021.289795 Iteration 23Q: 3 clusters Score -68631.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -68636.523438 Penalty: 3021.289795 Iteration 24Q: 3 clusters Score -68636.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -68638.406250 Penalty: 3021.289795 Iteration 25Q: 3 clusters Score -68638.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -68640.507812 Penalty: 3021.289795 Iteration 26Q: 3 clusters Score -68640.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -68642.015625 Penalty: 3021.289795 Iteration 27Q: 3 clusters Score -68642.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -68642.015625 Penalty: 3021.289795 Iteration 28F: 3 clusters Score -68642.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Entering Unmasked Estep Score: -1422095.125000 Penalty: 2256.514893 Iteration 0F: 2 clusters Score -1422095 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1415112.500000 Penalty: 4513.029785 Iteration 0F: 3 clusters Score -1415112 nChanged 3696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1417237.375000 Penalty: 4513.029785 Iteration 1F: 3 clusters Score -1417237 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1417660.375000 Penalty: 4513.029785 Iteration 2F: 3 clusters Score -1417660 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1418068.000000 Penalty: 4513.029785 Iteration 3F: 3 clusters Score -1418068 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1418448.500000 Penalty: 4513.029785 Iteration 4F: 3 clusters Score -1418448 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1418780.000000 Penalty: 4513.029785 Iteration 5F: 3 clusters Score -1418780 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1419062.125000 Penalty: 4513.029785 Iteration 6F: 3 clusters Score -1419062 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1419271.375000 Penalty: 4513.029785 Iteration 7Q: 3 clusters Score -1419271 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1419455.750000 Penalty: 4513.029785 Iteration 8Q: 3 clusters Score -1419456 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1419622.000000 Penalty: 4513.029785 Iteration 9Q: 3 clusters Score -1419622 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1419746.000000 Penalty: 4513.029785 Iteration 10Q: 3 clusters Score -1419746 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1419842.625000 Penalty: 4513.029785 Iteration 11Q: 3 clusters Score -1419843 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1419910.875000 Penalty: 4513.029785 Iteration 12Q: 3 clusters Score -1419911 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1419966.625000 Penalty: 4513.029785 Iteration 13Q: 3 clusters Score -1419967 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1420010.625000 Penalty: 4513.029785 Iteration 14Q: 3 clusters Score -1420011 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1420050.500000 Penalty: 4513.029785 Iteration 15Q: 3 clusters Score -1420050 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1420089.250000 Penalty: 4513.029785 Iteration 16Q: 3 clusters Score -1420089 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1420127.000000 Penalty: 4513.029785 Iteration 17Q: 3 clusters Score -1420127 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -1420152.250000 Penalty: 4513.029785 Iteration 18Q: 3 clusters Score -1420152 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1420169.625000 Penalty: 4513.029785 Iteration 19Q: 3 clusters Score -1420170 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1420195.375000 Penalty: 4513.029785 Iteration 20F: 3 clusters Score -1420195 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -1420209.750000 Penalty: 4513.029785 Iteration 21Q: 3 clusters Score -1420210 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1420219.750000 Penalty: 4513.029785 Iteration 22Q: 3 clusters Score -1420220 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -1420229.750000 Penalty: 4513.029785 Iteration 23Q: 3 clusters Score -1420230 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -1420251.625000 Penalty: 4513.029785 Iteration 24Q: 3 clusters Score -1420252 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1420267.000000 Penalty: 4513.029785 Iteration 25Q: 3 clusters Score -1420267 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -1420279.125000 Penalty: 4513.029785 Iteration 26Q: 3 clusters Score -1420279 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1420293.875000 Penalty: 4513.029785 Iteration 27Q: 3 clusters Score -1420294 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -1420306.750000 Penalty: 4513.029785 Iteration 28Q: 3 clusters Score -1420307 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1420324.875000 Penalty: 4513.029785 Iteration 29Q: 3 clusters Score -1420325 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1420339.375000 Penalty: 4513.029785 Iteration 30Q: 3 clusters Score -1420339 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1420358.125000 Penalty: 4513.029785 Iteration 31Q: 3 clusters Score -1420358 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1420369.750000 Penalty: 4513.029785 Iteration 32Q: 3 clusters Score -1420370 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1420377.750000 Penalty: 4513.029785 Iteration 33Q: 3 clusters Score -1420378 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1420386.500000 Penalty: 4513.029785 Iteration 34Q: 3 clusters Score -1420386 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1420388.000000 Penalty: 4513.029785 Iteration 35Q: 3 clusters Score -1420388 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1420391.500000 Penalty: 4513.029785 Iteration 36Q: 3 clusters Score -1420392 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -1420400.750000 Penalty: 4513.029785 Iteration 37Q: 3 clusters Score -1420401 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1420405.500000 Penalty: 4513.029785 Iteration 38Q: 3 clusters Score -1420406 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1420409.500000 Penalty: 4513.029785 Iteration 39Q: 3 clusters Score -1420410 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1420416.875000 Penalty: 4513.029785 Iteration 40F: 3 clusters Score -1420417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1420422.375000 Penalty: 4513.029785 Iteration 41Q: 3 clusters Score -1420422 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1420424.750000 Penalty: 4513.029785 Iteration 42Q: 3 clusters Score -1420425 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1420426.750000 Penalty: 4513.029785 Iteration 43Q: 3 clusters Score -1420427 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1420429.125000 Penalty: 4513.029785 Iteration 44Q: 3 clusters Score -1420429 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1420432.875000 Penalty: 4513.029785 Iteration 45Q: 3 clusters Score -1420433 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -1420431.250000 Penalty: 4513.029785 Iteration 46Q: 3 clusters Score -1420431 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1420433.750000 Penalty: 4513.029785 Iteration 47Q: 3 clusters Score -1420434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1420438.250000 Penalty: 4513.029785 Iteration 48Q: 3 clusters Score -1420438 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1420440.125000 Penalty: 4513.029785 Iteration 49Q: 3 clusters Score -1420440 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1420443.375000 Penalty: 4513.029785 Iteration 50Q: 3 clusters Score -1420443 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1420447.750000 Penalty: 4513.029785 Iteration 51Q: 3 clusters Score -1420448 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1420450.250000 Penalty: 4513.029785 Iteration 52Q: 3 clusters Score -1420450 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1420452.250000 Penalty: 4513.029785 Iteration 53Q: 3 clusters Score -1420452 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1420452.250000 Penalty: 4513.029785 Iteration 54Q: 3 clusters Score -1420452 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1420459.125000 Penalty: 4513.029785 Iteration 55Q: 3 clusters Score -1420459 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1420463.250000 Penalty: 4513.029785 Iteration 56Q: 3 clusters Score -1420463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1420462.750000 Penalty: 4513.029785 Iteration 57Q: 3 clusters Score -1420463 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1420471.000000 Penalty: 4513.029785 Iteration 58Q: 3 clusters Score -1420471 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1420476.250000 Penalty: 4513.029785 Iteration 59Q: 3 clusters Score -1420476 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1420475.875000 Penalty: 4513.029785 Iteration 60F: 3 clusters Score -1420476 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1420479.375000 Penalty: 4513.029785 Iteration 61Q: 3 clusters Score -1420479 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1420483.375000 Penalty: 4513.029785 Iteration 62Q: 3 clusters Score -1420483 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1420487.375000 Penalty: 4513.029785 Iteration 63Q: 3 clusters Score -1420487 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1420491.375000 Penalty: 4513.029785 Iteration 64Q: 3 clusters Score -1420491 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1420495.375000 Penalty: 4513.029785 Iteration 65Q: 3 clusters Score -1420495 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1420498.500000 Penalty: 4513.029785 Iteration 66Q: 3 clusters Score -1420498 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1420506.625000 Penalty: 4513.029785 Iteration 67Q: 3 clusters Score -1420507 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1420518.375000 Penalty: 4513.029785 Iteration 68Q: 3 clusters Score -1420518 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1420528.250000 Penalty: 4513.029785 Iteration 69Q: 3 clusters Score -1420528 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -1420539.125000 Penalty: 4513.029785 Iteration 70Q: 3 clusters Score -1420539 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1420543.125000 Penalty: 4513.029785 Iteration 71Q: 3 clusters Score -1420543 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1420552.750000 Penalty: 4513.029785 Iteration 72Q: 3 clusters Score -1420553 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1420565.500000 Penalty: 4513.029785 Iteration 73Q: 3 clusters Score -1420566 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1420580.000000 Penalty: 4513.029785 Iteration 74Q: 3 clusters Score -1420580 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1420592.250000 Penalty: 4513.029785 Iteration 75Q: 3 clusters Score -1420592 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1420605.500000 Penalty: 4513.029785 Iteration 76Q: 3 clusters Score -1420606 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1420617.750000 Penalty: 4513.029785 Iteration 77Q: 3 clusters Score -1420618 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1420628.500000 Penalty: 4513.029785 Iteration 78Q: 3 clusters Score -1420628 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -1420638.875000 Penalty: 4513.029785 Iteration 79Q: 3 clusters Score -1420639 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1420648.875000 Penalty: 4513.029785 Iteration 80F: 3 clusters Score -1420649 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -1420656.875000 Penalty: 4513.029785 Iteration 81Q: 3 clusters Score -1420657 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1420665.375000 Penalty: 4513.029785 Iteration 82Q: 3 clusters Score -1420665 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1420674.500000 Penalty: 4513.029785 Iteration 83Q: 3 clusters Score -1420674 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1420678.000000 Penalty: 4513.029785 Iteration 84Q: 3 clusters Score -1420678 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1420686.000000 Penalty: 4513.029785 Iteration 85Q: 3 clusters Score -1420686 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -1420689.500000 Penalty: 4513.029785 Iteration 86Q: 3 clusters Score -1420690 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1420692.125000 Penalty: 4513.029785 Iteration 87Q: 3 clusters Score -1420692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1420696.250000 Penalty: 4513.029785 Iteration 88Q: 3 clusters Score -1420696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1420703.375000 Penalty: 4513.029785 Iteration 89Q: 3 clusters Score -1420703 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1420703.625000 Penalty: 4513.029785 Iteration 90Q: 3 clusters Score -1420704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1420706.375000 Penalty: 4513.029785 Iteration 91Q: 3 clusters Score -1420706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1420704.750000 Penalty: 4513.029785 Iteration 92Q: 3 clusters Score -1420705 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1420705.750000 Penalty: 4513.029785 Iteration 93Q: 3 clusters Score -1420706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1420707.875000 Penalty: 4513.029785 Iteration 94Q: 3 clusters Score -1420708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1420707.875000 Penalty: 4513.029785 Iteration 95F: 3 clusters Score -1420708 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18339.519531 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18339.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -17486.566406 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17486.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17516.259766 Penalty: 2447.499023 Iteration 1Q: 3 clusters Score -17516.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -17559.339844 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17559.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -17573.390625 Penalty: 2447.499023 Iteration 3Q: 3 clusters Score -17573.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17576.023438 Penalty: 2447.499023 Iteration 4Q: 3 clusters Score -17576.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -17583.621094 Penalty: 2447.499023 Iteration 5Q: 3 clusters Score -17583.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -17583.621094 Penalty: 2447.499023 Iteration 6F: 3 clusters Score -17583.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Entering Unmasked Estep Score: -658846.125000 Penalty: 2065.036133 Iteration 0F: 2 clusters Score -658846.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -654920.937500 Penalty: 4130.072266 Iteration 0F: 3 clusters Score -654920.9 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -655827.375000 Penalty: 4130.072266 Iteration 1F: 3 clusters Score -655827.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -656014.750000 Penalty: 4130.072266 Iteration 2F: 3 clusters Score -656014.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -656122.437500 Penalty: 4130.072266 Iteration 3Q: 3 clusters Score -656122.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -656217.750000 Penalty: 4130.072266 Iteration 4Q: 3 clusters Score -656217.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -656300.750000 Penalty: 4130.072266 Iteration 5Q: 3 clusters Score -656300.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -656380.250000 Penalty: 4130.072266 Iteration 6Q: 3 clusters Score -656380.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -656453.937500 Penalty: 4130.072266 Iteration 7Q: 3 clusters Score -656453.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -656517.187500 Penalty: 4130.072266 Iteration 8Q: 3 clusters Score -656517.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -656571.875000 Penalty: 4130.072266 Iteration 9Q: 3 clusters Score -656571.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -656618.687500 Penalty: 4130.072266 Iteration 10Q: 3 clusters Score -656618.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -656656.937500 Penalty: 4130.072266 Iteration 11Q: 3 clusters Score -656656.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -656687.312500 Penalty: 4130.072266 Iteration 12Q: 3 clusters Score -656687.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -656714.500000 Penalty: 4130.072266 Iteration 13Q: 3 clusters Score -656714.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -656736.312500 Penalty: 4130.072266 Iteration 14Q: 3 clusters Score -656736.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -656754.375000 Penalty: 4130.072266 Iteration 15Q: 3 clusters Score -656754.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -656766.125000 Penalty: 4130.072266 Iteration 16Q: 3 clusters Score -656766.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -656775.250000 Penalty: 4130.072266 Iteration 17Q: 3 clusters Score -656775.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -656780.375000 Penalty: 4130.072266 Iteration 18Q: 3 clusters Score -656780.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -656786.312500 Penalty: 4130.072266 Iteration 19Q: 3 clusters Score -656786.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -656787.312500 Penalty: 4130.072266 Iteration 20F: 3 clusters Score -656787.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -656790.875000 Penalty: 4130.072266 Iteration 21Q: 3 clusters Score -656790.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -656793.875000 Penalty: 4130.072266 Iteration 22Q: 3 clusters Score -656793.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -656795.187500 Penalty: 4130.072266 Iteration 23Q: 3 clusters Score -656795.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -656797.562500 Penalty: 4130.072266 Iteration 24Q: 3 clusters Score -656797.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -656800.375000 Penalty: 4130.072266 Iteration 25Q: 3 clusters Score -656800.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -656799.625000 Penalty: 4130.072266 Iteration 26Q: 3 clusters Score -656799.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -656801.687500 Penalty: 4130.072266 Iteration 27Q: 3 clusters Score -656801.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -656805.000000 Penalty: 4130.072266 Iteration 28Q: 3 clusters Score -656805 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -656808.062500 Penalty: 4130.072266 Iteration 29Q: 3 clusters Score -656808.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -656810.562500 Penalty: 4130.072266 Iteration 30Q: 3 clusters Score -656810.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -656811.875000 Penalty: 4130.072266 Iteration 31Q: 3 clusters Score -656811.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -656814.312500 Penalty: 4130.072266 Iteration 32Q: 3 clusters Score -656814.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -656815.375000 Penalty: 4130.072266 Iteration 33Q: 3 clusters Score -656815.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -656815.937500 Penalty: 4130.072266 Iteration 34Q: 3 clusters Score -656815.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -656816.937500 Penalty: 4130.072266 Iteration 35Q: 3 clusters Score -656816.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -656820.500000 Penalty: 4130.072266 Iteration 36Q: 3 clusters Score -656820.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -656821.125000 Penalty: 4130.072266 Iteration 37Q: 3 clusters Score -656821.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -656824.062500 Penalty: 4130.072266 Iteration 38Q: 3 clusters Score -656824.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -656826.125000 Penalty: 4130.072266 Iteration 39Q: 3 clusters Score -656826.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -656827.312500 Penalty: 4130.072266 Iteration 40F: 3 clusters Score -656827.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -656827.250000 Penalty: 4130.072266 Iteration 41Q: 3 clusters Score -656827.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -656827.812500 Penalty: 4130.072266 Iteration 42Q: 3 clusters Score -656827.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -656828.875000 Penalty: 4130.072266 Iteration 43Q: 3 clusters Score -656828.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -656829.000000 Penalty: 4130.072266 Iteration 44Q: 3 clusters Score -656829 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -656829.375000 Penalty: 4130.072266 Iteration 45Q: 3 clusters Score -656829.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -656830.937500 Penalty: 4130.072266 Iteration 46Q: 3 clusters Score -656830.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -656830.437500 Penalty: 4130.072266 Iteration 47Q: 3 clusters Score -656830.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -656830.437500 Penalty: 4130.072266 Iteration 48F: 3 clusters Score -656830.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Entering Unmasked Estep Score: -871226.312500 Penalty: 2123.749023 Iteration 0F: 2 clusters Score -871226.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -866557.687500 Penalty: 4247.498047 Iteration 0F: 3 clusters Score -866557.7 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -867628.062500 Penalty: 4247.498047 Iteration 1F: 3 clusters Score -867628.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -867816.375000 Penalty: 4247.498047 Iteration 2F: 3 clusters Score -867816.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -867932.437500 Penalty: 4247.498047 Iteration 3Q: 3 clusters Score -867932.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -868028.562500 Penalty: 4247.498047 Iteration 4Q: 3 clusters Score -868028.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -868159.312500 Penalty: 4247.498047 Iteration 5Q: 3 clusters Score -868159.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -868310.187500 Penalty: 4247.498047 Iteration 6Q: 3 clusters Score -868310.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -868453.937500 Penalty: 4247.498047 Iteration 7Q: 3 clusters Score -868453.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -868604.125000 Penalty: 4247.498047 Iteration 8Q: 3 clusters Score -868604.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -868763.625000 Penalty: 4247.498047 Iteration 9Q: 3 clusters Score -868763.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -868932.125000 Penalty: 4247.498047 Iteration 10Q: 3 clusters Score -868932.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -869118.187500 Penalty: 4247.498047 Iteration 11Q: 3 clusters Score -869118.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -869268.437500 Penalty: 4247.498047 Iteration 12Q: 3 clusters Score -869268.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -869402.250000 Penalty: 4247.498047 Iteration 13Q: 3 clusters Score -869402.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -869498.750000 Penalty: 4247.498047 Iteration 14Q: 3 clusters Score -869498.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -869572.187500 Penalty: 4247.498047 Iteration 15Q: 3 clusters Score -869572.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -869623.312500 Penalty: 4247.498047 Iteration 16Q: 3 clusters Score -869623.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -869648.625000 Penalty: 4247.498047 Iteration 17Q: 3 clusters Score -869648.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -869670.062500 Penalty: 4247.498047 Iteration 18Q: 3 clusters Score -869670.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -869685.062500 Penalty: 4247.498047 Iteration 19Q: 3 clusters Score -869685.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -869697.687500 Penalty: 4247.498047 Iteration 20F: 3 clusters Score -869697.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -869705.437500 Penalty: 4247.498047 Iteration 21Q: 3 clusters Score -869705.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -869712.812500 Penalty: 4247.498047 Iteration 22Q: 3 clusters Score -869712.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -869714.312500 Penalty: 4247.498047 Iteration 23Q: 3 clusters Score -869714.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -869715.312500 Penalty: 4247.498047 Iteration 24Q: 3 clusters Score -869715.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -869716.437500 Penalty: 4247.498047 Iteration 25Q: 3 clusters Score -869716.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -869715.437500 Penalty: 4247.498047 Iteration 26Q: 3 clusters Score -869715.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -869717.375000 Penalty: 4247.498047 Iteration 27Q: 3 clusters Score -869717.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -869717.375000 Penalty: 4247.498047 Iteration 28F: 3 clusters Score -869717.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Entering Unmasked Estep Score: -1808172.875000 Penalty: 2297.348633 Iteration 0F: 2 clusters Score -1808173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1800166.750000 Penalty: 4594.697266 Iteration 0F: 3 clusters Score -1800167 nChanged 4390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1802520.875000 Penalty: 4594.697266 Iteration 1F: 3 clusters Score -1802521 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1802792.250000 Penalty: 4594.697266 Iteration 2F: 3 clusters Score -1802792 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1802983.375000 Penalty: 4594.697266 Iteration 3Q: 3 clusters Score -1802983 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -1803132.750000 Penalty: 4594.697266 Iteration 4Q: 3 clusters Score -1803133 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1803259.250000 Penalty: 4594.697266 Iteration 5Q: 3 clusters Score -1803259 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1803372.250000 Penalty: 4594.697266 Iteration 6Q: 3 clusters Score -1803372 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1803484.250000 Penalty: 4594.697266 Iteration 7Q: 3 clusters Score -1803484 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1803595.625000 Penalty: 4594.697266 Iteration 8Q: 3 clusters Score -1803596 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1803715.375000 Penalty: 4594.697266 Iteration 9Q: 3 clusters Score -1803715 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1803841.500000 Penalty: 4594.697266 Iteration 10Q: 3 clusters Score -1803842 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1803963.250000 Penalty: 4594.697266 Iteration 11Q: 3 clusters Score -1803963 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1804099.500000 Penalty: 4594.697266 Iteration 12Q: 3 clusters Score -1804100 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1804229.750000 Penalty: 4594.697266 Iteration 13Q: 3 clusters Score -1804230 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -1804365.125000 Penalty: 4594.697266 Iteration 14Q: 3 clusters Score -1804365 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1804526.250000 Penalty: 4594.697266 Iteration 15Q: 3 clusters Score -1804526 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1804696.875000 Penalty: 4594.697266 Iteration 16Q: 3 clusters Score -1804697 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1804882.000000 Penalty: 4594.697266 Iteration 17Q: 3 clusters Score -1804882 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1805074.500000 Penalty: 4594.697266 Iteration 18Q: 3 clusters Score -1805074 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1805276.125000 Penalty: 4594.697266 Iteration 19Q: 3 clusters Score -1805276 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1805479.500000 Penalty: 4594.697266 Iteration 20F: 3 clusters Score -1805480 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1805640.750000 Penalty: 4594.697266 Iteration 21Q: 3 clusters Score -1805641 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1805768.500000 Penalty: 4594.697266 Iteration 22Q: 3 clusters Score -1805768 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1805881.000000 Penalty: 4594.697266 Iteration 23Q: 3 clusters Score -1805881 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1805962.000000 Penalty: 4594.697266 Iteration 24Q: 3 clusters Score -1805962 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1806010.125000 Penalty: 4594.697266 Iteration 25Q: 3 clusters Score -1806010 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9942 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1806063.000000 Penalty: 4594.697266 Iteration 26Q: 3 clusters Score -1806063 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1806108.750000 Penalty: 4594.697266 Iteration 27Q: 3 clusters Score -1806109 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1806144.125000 Penalty: 4594.697266 Iteration 28Q: 3 clusters Score -1806144 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1806159.375000 Penalty: 4594.697266 Iteration 29Q: 3 clusters Score -1806159 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1806175.375000 Penalty: 4594.697266 Iteration 30Q: 3 clusters Score -1806175 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1806188.625000 Penalty: 4594.697266 Iteration 31Q: 3 clusters Score -1806189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1806193.250000 Penalty: 4594.697266 Iteration 32Q: 3 clusters Score -1806193 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10082 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1806202.000000 Penalty: 4594.697266 Iteration 33Q: 3 clusters Score -1806202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1806205.750000 Penalty: 4594.697266 Iteration 34Q: 3 clusters Score -1806206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1806207.500000 Penalty: 4594.697266 Iteration 35Q: 3 clusters Score -1806208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1806212.500000 Penalty: 4594.697266 Iteration 36Q: 3 clusters Score -1806212 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1806216.875000 Penalty: 4594.697266 Iteration 37Q: 3 clusters Score -1806217 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10104 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1806222.250000 Penalty: 4594.697266 Iteration 38Q: 3 clusters Score -1806222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1806230.375000 Penalty: 4594.697266 Iteration 39Q: 3 clusters Score -1806230 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10116 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1806233.625000 Penalty: 4594.697266 Iteration 40F: 3 clusters Score -1806234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1806237.750000 Penalty: 4594.697266 Iteration 41Q: 3 clusters Score -1806238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10122 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1806237.500000 Penalty: 4594.697266 Iteration 42Q: 3 clusters Score -1806238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1806242.375000 Penalty: 4594.697266 Iteration 43Q: 3 clusters Score -1806242 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1806244.875000 Penalty: 4594.697266 Iteration 44Q: 3 clusters Score -1806245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1806245.000000 Penalty: 4594.697266 Iteration 45Q: 3 clusters Score -1806245 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1806245.000000 Penalty: 4594.697266 Iteration 46F: 3 clusters Score -1806245 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (46090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46090 members Entering Unmasked Estep Score: -7537928.500000 Penalty: 2663.111084 Iteration 0F: 2 clusters Score -7537928 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23065 members Mstep: Class 2 contains 23025 members Entering Unmasked Estep Score: -7506889.000000 Penalty: 5326.222168 Iteration 0F: 3 clusters Score -7506889 nChanged 21278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22431 members Mstep: Class 2 contains 23659 members Entering Unmasked Estep Score: -7518855.500000 Penalty: 5326.222168 Iteration 1F: 3 clusters Score -7518856 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22040 members Mstep: Class 2 contains 24050 members Entering Unmasked Estep Score: -7519528.500000 Penalty: 5326.222168 Iteration 2Q: 3 clusters Score -7519528 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21556 members Mstep: Class 2 contains 24534 members Entering Unmasked Estep Score: -7520204.500000 Penalty: 5326.222168 Iteration 3Q: 3 clusters Score -7520204 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20921 members Mstep: Class 2 contains 25169 members Entering Unmasked Estep Score: -7520915.000000 Penalty: 5326.222168 Iteration 4Q: 3 clusters Score -7520915 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20088 members Mstep: Class 2 contains 26002 members Entering Unmasked Estep Score: -7521731.000000 Penalty: 5326.222168 Iteration 5Q: 3 clusters Score -7521731 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 27118 members Entering Unmasked Estep Score: -7522718.500000 Penalty: 5326.222168 Iteration 6Q: 3 clusters Score -7522718 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 28451 members Entering Unmasked Estep Score: -7523883.000000 Penalty: 5326.222168 Iteration 7Q: 3 clusters Score -7523883 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 29985 members Entering Unmasked Estep Score: -7525152.000000 Penalty: 5326.222168 Iteration 8Q: 3 clusters Score -7525152 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 31687 members Entering Unmasked Estep Score: -7526438.500000 Penalty: 5326.222168 Iteration 9Q: 3 clusters Score -7526438 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 33498 members Entering Unmasked Estep Score: -7527830.000000 Penalty: 5326.222168 Iteration 10Q: 3 clusters Score -7527830 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 35338 members Entering Unmasked Estep Score: -7529151.000000 Penalty: 5326.222168 Iteration 11Q: 3 clusters Score -7529151 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 37100 members Entering Unmasked Estep Score: -7530485.000000 Penalty: 5326.222168 Iteration 12Q: 3 clusters Score -7530485 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 38645 members Entering Unmasked Estep Score: -7531583.000000 Penalty: 5326.222168 Iteration 13Q: 3 clusters Score -7531583 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 39939 members Entering Unmasked Estep Score: -7532443.000000 Penalty: 5326.222168 Iteration 14Q: 3 clusters Score -7532443 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 41051 members Entering Unmasked Estep Score: -7533188.500000 Penalty: 5326.222168 Iteration 15Q: 3 clusters Score -7533188 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 41972 members Entering Unmasked Estep Score: -7533796.500000 Penalty: 5326.222168 Iteration 16Q: 3 clusters Score -7533796 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 42706 members Entering Unmasked Estep Score: -7534240.500000 Penalty: 5326.222168 Iteration 17Q: 3 clusters Score -7534240 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 43249 members Entering Unmasked Estep Score: -7534596.000000 Penalty: 5326.222168 Iteration 18Q: 3 clusters Score -7534596 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 43685 members Entering Unmasked Estep Score: -7534831.500000 Penalty: 5326.222168 Iteration 19Q: 3 clusters Score -7534832 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 44021 members Entering Unmasked Estep Score: -7535031.000000 Penalty: 5326.222168 Iteration 20F: 3 clusters Score -7535031 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 44307 members Entering Unmasked Estep Score: -7535164.000000 Penalty: 5326.222168 Iteration 21Q: 3 clusters Score -7535164 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 44516 members Entering Unmasked Estep Score: -7535254.500000 Penalty: 5326.222168 Iteration 22Q: 3 clusters Score -7535254 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 44675 members Entering Unmasked Estep Score: -7535360.500000 Penalty: 5326.222168 Iteration 23Q: 3 clusters Score -7535360 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 44784 members Entering Unmasked Estep Score: -7535406.000000 Penalty: 5326.222168 Iteration 24Q: 3 clusters Score -7535406 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 44871 members Entering Unmasked Estep Score: -7535434.000000 Penalty: 5326.222168 Iteration 25Q: 3 clusters Score -7535434 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 44946 members Entering Unmasked Estep Score: -7535465.000000 Penalty: 5326.222168 Iteration 26Q: 3 clusters Score -7535465 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 45008 members Entering Unmasked Estep Score: -7535475.000000 Penalty: 5326.222168 Iteration 27Q: 3 clusters Score -7535475 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 45070 members Entering Unmasked Estep Score: -7535521.000000 Penalty: 5326.222168 Iteration 28Q: 3 clusters Score -7535521 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 45123 members Entering Unmasked Estep Score: -7535530.000000 Penalty: 5326.222168 Iteration 29Q: 3 clusters Score -7535530 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 45154 members Entering Unmasked Estep Score: -7535535.000000 Penalty: 5326.222168 Iteration 30Q: 3 clusters Score -7535535 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 45184 members Entering Unmasked Estep Score: -7535579.500000 Penalty: 5326.222168 Iteration 31Q: 3 clusters Score -7535580 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 45209 members Entering Unmasked Estep Score: -7535581.000000 Penalty: 5326.222168 Iteration 32Q: 3 clusters Score -7535581 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 45231 members Entering Unmasked Estep Score: -7535598.000000 Penalty: 5326.222168 Iteration 33Q: 3 clusters Score -7535598 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 45249 members Entering Unmasked Estep Score: -7535595.500000 Penalty: 5326.222168 Iteration 34Q: 3 clusters Score -7535596 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 45263 members Entering Unmasked Estep Score: -7535617.500000 Penalty: 5326.222168 Iteration 35Q: 3 clusters Score -7535618 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 45284 members Entering Unmasked Estep Score: -7535626.000000 Penalty: 5326.222168 Iteration 36Q: 3 clusters Score -7535626 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 45299 members Entering Unmasked Estep Score: -7535631.500000 Penalty: 5326.222168 Iteration 37Q: 3 clusters Score -7535632 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 45315 members Entering Unmasked Estep Score: -7535656.000000 Penalty: 5326.222168 Iteration 38Q: 3 clusters Score -7535656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 45330 members Entering Unmasked Estep Score: -7535644.000000 Penalty: 5326.222168 Iteration 39Q: 3 clusters Score -7535644 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 45340 members Entering Unmasked Estep Score: -7535654.000000 Penalty: 5326.222168 Iteration 40F: 3 clusters Score -7535654 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 45347 members Entering Unmasked Estep Score: -7535664.500000 Penalty: 5326.222168 Iteration 41Q: 3 clusters Score -7535664 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 45355 members Entering Unmasked Estep Score: -7535665.000000 Penalty: 5326.222168 Iteration 42Q: 3 clusters Score -7535665 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 45360 members Entering Unmasked Estep Score: -7535663.500000 Penalty: 5326.222168 Iteration 43Q: 3 clusters Score -7535664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 45367 members Entering Unmasked Estep Score: -7535664.000000 Penalty: 5326.222168 Iteration 44Q: 3 clusters Score -7535664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 45373 members Entering Unmasked Estep Score: -7535663.500000 Penalty: 5326.222168 Iteration 45Q: 3 clusters Score -7535664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 45377 members Entering Unmasked Estep Score: -7535674.500000 Penalty: 5326.222168 Iteration 46Q: 3 clusters Score -7535674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 45378 members Entering Unmasked Estep Score: -7535670.000000 Penalty: 5326.222168 Iteration 47Q: 3 clusters Score -7535670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 45380 members Entering Unmasked Estep Score: -7535672.000000 Penalty: 5326.222168 Iteration 48Q: 3 clusters Score -7535672 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 45384 members Entering Unmasked Estep Score: -7535670.000000 Penalty: 5326.222168 Iteration 49Q: 3 clusters Score -7535670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 45385 members Entering Unmasked Estep Score: -7535671.500000 Penalty: 5326.222168 Iteration 50Q: 3 clusters Score -7535672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 45387 members Entering Unmasked Estep Score: -7535675.000000 Penalty: 5326.222168 Iteration 51Q: 3 clusters Score -7535675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 45389 members Entering Unmasked Estep Score: -7535673.500000 Penalty: 5326.222168 Iteration 52Q: 3 clusters Score -7535674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 45389 members Entering Unmasked Estep Score: -7535679.000000 Penalty: 5326.222168 Iteration 53Q: 3 clusters Score -7535679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 45392 members Entering Unmasked Estep Score: -7535671.000000 Penalty: 5326.222168 Iteration 54Q: 3 clusters Score -7535671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 45396 members Entering Unmasked Estep Score: -7535673.500000 Penalty: 5326.222168 Iteration 55Q: 3 clusters Score -7535674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 45396 members Entering Unmasked Estep Score: -7535673.500000 Penalty: 5326.222168 Iteration 56F: 3 clusters Score -7535674 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -32455.439453 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -32455.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -31261.423828 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -31261.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -31328.201172 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -31328.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -31359.619141 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -31359.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31365.349609 Penalty: 2659.200928 Iteration 3Q: 3 clusters Score -31365.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31365.349609 Penalty: 2659.200928 Iteration 4F: 3 clusters Score -31365.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -104896.437500 Penalty: 1632.342163 Iteration 0F: 2 clusters Score -104896.4 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 348 members Entering Unmasked Estep Score: -103251.187500 Penalty: 3264.684326 Iteration 0F: 3 clusters Score -103251.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -103702.656250 Penalty: 3264.684326 Iteration 1F: 3 clusters Score -103702.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -103987.382812 Penalty: 3264.684326 Iteration 2F: 3 clusters Score -103987.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -104186.531250 Penalty: 3264.684326 Iteration 3F: 3 clusters Score -104186.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -104383.828125 Penalty: 3264.684326 Iteration 4F: 3 clusters Score -104383.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -104602.695312 Penalty: 3264.684326 Iteration 5Q: 3 clusters Score -104602.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -104708.867188 Penalty: 3264.684326 Iteration 6Q: 3 clusters Score -104708.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -104761.468750 Penalty: 3264.684326 Iteration 7Q: 3 clusters Score -104761.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -104784.484375 Penalty: 3264.684326 Iteration 8Q: 3 clusters Score -104784.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -104814.843750 Penalty: 3264.684326 Iteration 9Q: 3 clusters Score -104814.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -104834.117188 Penalty: 3264.684326 Iteration 10Q: 3 clusters Score -104834.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -104855.093750 Penalty: 3264.684326 Iteration 11Q: 3 clusters Score -104855.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -104895.898438 Penalty: 3264.684326 Iteration 12Q: 3 clusters Score -104895.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -104904.984375 Penalty: 3264.684326 Iteration 13Q: 3 clusters Score -104905 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -104912.671875 Penalty: 3264.684326 Iteration 14Q: 3 clusters Score -104912.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -104915.843750 Penalty: 3264.684326 Iteration 15Q: 3 clusters Score -104915.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -104923.070312 Penalty: 3264.684326 Iteration 16Q: 3 clusters Score -104923.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -104946.632812 Penalty: 3264.684326 Iteration 17Q: 3 clusters Score -104946.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -104981.203125 Penalty: 3264.684326 Iteration 18Q: 3 clusters Score -104981.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -105021.382812 Penalty: 3264.684326 Iteration 19Q: 3 clusters Score -105021.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -105116.281250 Penalty: 3264.684326 Iteration 20F: 3 clusters Score -105116.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -105275.460938 Penalty: 3264.684326 Iteration 21Q: 3 clusters Score -105275.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -105431.367188 Penalty: 3264.684326 Iteration 22Q: 3 clusters Score -105431.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -105661.914062 Penalty: 3264.684326 Iteration 23Q: 3 clusters Score -105661.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -105696.898438 Penalty: 3264.684326 Iteration 24Q: 3 clusters Score -105696.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -105708.328125 Penalty: 3264.684326 Iteration 25Q: 3 clusters Score -105708.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -105708.328125 Penalty: 3264.684326 Iteration 26F: 3 clusters Score -105708.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21572 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46090 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 424 members Mstep: Class 19 contains 15411 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4285 members Mstep: Class 28 contains 48307 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Mstep: Class 39 contains 298 members Entering Unmasked Estep Score: -51831752.000000 Penalty: 122686.585938 Splitting cluster 18 changes total score from -51832480.000000 to -51831752.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (15411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Entering Unmasked Estep Score: -2371171.000000 Penalty: 2391.423584 Iteration 0F: 2 clusters Score -2371171 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -2359908.000000 Penalty: 4782.847168 Iteration 0F: 3 clusters Score -2359908 nChanged 6733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -2363493.250000 Penalty: 4782.847168 Iteration 1F: 3 clusters Score -2363493 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -2363979.750000 Penalty: 4782.847168 Iteration 2F: 3 clusters Score -2363980 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -2364438.750000 Penalty: 4782.847168 Iteration 3F: 3 clusters Score -2364439 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -2364951.000000 Penalty: 4782.847168 Iteration 4F: 3 clusters Score -2364951 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -2365508.000000 Penalty: 4782.847168 Iteration 5F: 3 clusters Score -2365508 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -2366025.250000 Penalty: 4782.847168 Iteration 6F: 3 clusters Score -2366025 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -2366456.750000 Penalty: 4782.847168 Iteration 7F: 3 clusters Score -2366457 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -2366793.250000 Penalty: 4782.847168 Iteration 8Q: 3 clusters Score -2366793 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -2367065.500000 Penalty: 4782.847168 Iteration 9Q: 3 clusters Score -2367066 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -2367284.250000 Penalty: 4782.847168 Iteration 10Q: 3 clusters Score -2367284 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -2367466.500000 Penalty: 4782.847168 Iteration 11Q: 3 clusters Score -2367466 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -2367630.500000 Penalty: 4782.847168 Iteration 12Q: 3 clusters Score -2367630 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -2367781.750000 Penalty: 4782.847168 Iteration 13Q: 3 clusters Score -2367782 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -2367946.750000 Penalty: 4782.847168 Iteration 14Q: 3 clusters Score -2367947 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -2368104.000000 Penalty: 4782.847168 Iteration 15Q: 3 clusters Score -2368104 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -2368257.750000 Penalty: 4782.847168 Iteration 16Q: 3 clusters Score -2368258 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -2368402.750000 Penalty: 4782.847168 Iteration 17Q: 3 clusters Score -2368403 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 11597 members Entering Unmasked Estep Score: -2368551.000000 Penalty: 4782.847168 Iteration 18Q: 3 clusters Score -2368551 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -2368676.500000 Penalty: 4782.847168 Iteration 19Q: 3 clusters Score -2368676 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -2368792.750000 Penalty: 4782.847168 Iteration 20F: 3 clusters Score -2368793 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -2368901.500000 Penalty: 4782.847168 Iteration 21Q: 3 clusters Score -2368902 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -2368994.000000 Penalty: 4782.847168 Iteration 22Q: 3 clusters Score -2368994 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -2369065.250000 Penalty: 4782.847168 Iteration 23Q: 3 clusters Score -2369065 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -2369123.750000 Penalty: 4782.847168 Iteration 24Q: 3 clusters Score -2369124 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -2369182.750000 Penalty: 4782.847168 Iteration 25Q: 3 clusters Score -2369183 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -2369220.750000 Penalty: 4782.847168 Iteration 26Q: 3 clusters Score -2369221 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -2369260.500000 Penalty: 4782.847168 Iteration 27Q: 3 clusters Score -2369260 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -2369291.750000 Penalty: 4782.847168 Iteration 28Q: 3 clusters Score -2369292 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -2369319.000000 Penalty: 4782.847168 Iteration 29Q: 3 clusters Score -2369319 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -2369351.250000 Penalty: 4782.847168 Iteration 30Q: 3 clusters Score -2369351 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -2369386.750000 Penalty: 4782.847168 Iteration 31Q: 3 clusters Score -2369387 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -2369409.000000 Penalty: 4782.847168 Iteration 32Q: 3 clusters Score -2369409 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 13707 members Entering Unmasked Estep Score: -2369430.250000 Penalty: 4782.847168 Iteration 33Q: 3 clusters Score -2369430 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 13754 members Entering Unmasked Estep Score: -2369452.750000 Penalty: 4782.847168 Iteration 34Q: 3 clusters Score -2369453 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 13791 members Entering Unmasked Estep Score: -2369469.000000 Penalty: 4782.847168 Iteration 35Q: 3 clusters Score -2369469 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 13832 members Entering Unmasked Estep Score: -2369479.000000 Penalty: 4782.847168 Iteration 36Q: 3 clusters Score -2369479 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 13863 members Entering Unmasked Estep Score: -2369486.500000 Penalty: 4782.847168 Iteration 37Q: 3 clusters Score -2369486 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 13891 members Entering Unmasked Estep Score: -2369499.000000 Penalty: 4782.847168 Iteration 38Q: 3 clusters Score -2369499 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -2369503.750000 Penalty: 4782.847168 Iteration 39Q: 3 clusters Score -2369504 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 13953 members Entering Unmasked Estep Score: -2369520.000000 Penalty: 4782.847168 Iteration 40F: 3 clusters Score -2369520 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 13977 members Entering Unmasked Estep Score: -2369524.750000 Penalty: 4782.847168 Iteration 41Q: 3 clusters Score -2369525 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -2369543.000000 Penalty: 4782.847168 Iteration 42Q: 3 clusters Score -2369543 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 14025 members Entering Unmasked Estep Score: -2369546.500000 Penalty: 4782.847168 Iteration 43Q: 3 clusters Score -2369546 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -2369559.750000 Penalty: 4782.847168 Iteration 44Q: 3 clusters Score -2369560 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -2369568.750000 Penalty: 4782.847168 Iteration 45Q: 3 clusters Score -2369569 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 14096 members Entering Unmasked Estep Score: -2369576.500000 Penalty: 4782.847168 Iteration 46Q: 3 clusters Score -2369576 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -2369585.000000 Penalty: 4782.847168 Iteration 47Q: 3 clusters Score -2369585 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -2369585.750000 Penalty: 4782.847168 Iteration 48Q: 3 clusters Score -2369586 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 14147 members Entering Unmasked Estep Score: -2369591.000000 Penalty: 4782.847168 Iteration 49Q: 3 clusters Score -2369591 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 14163 members Entering Unmasked Estep Score: -2369601.500000 Penalty: 4782.847168 Iteration 50Q: 3 clusters Score -2369602 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 14177 members Entering Unmasked Estep Score: -2369606.750000 Penalty: 4782.847168 Iteration 51Q: 3 clusters Score -2369607 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 14188 members Entering Unmasked Estep Score: -2369605.250000 Penalty: 4782.847168 Iteration 52Q: 3 clusters Score -2369605 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 14197 members Entering Unmasked Estep Score: -2369608.500000 Penalty: 4782.847168 Iteration 53Q: 3 clusters Score -2369608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -2369612.000000 Penalty: 4782.847168 Iteration 54Q: 3 clusters Score -2369612 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -2369615.250000 Penalty: 4782.847168 Iteration 55Q: 3 clusters Score -2369615 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 14221 members Entering Unmasked Estep Score: -2369619.500000 Penalty: 4782.847168 Iteration 56Q: 3 clusters Score -2369620 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -2369618.500000 Penalty: 4782.847168 Iteration 57Q: 3 clusters Score -2369618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -2369623.250000 Penalty: 4782.847168 Iteration 58Q: 3 clusters Score -2369623 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -2369632.500000 Penalty: 4782.847168 Iteration 59Q: 3 clusters Score -2369632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -2369634.000000 Penalty: 4782.847168 Iteration 60F: 3 clusters Score -2369634 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -2369632.250000 Penalty: 4782.847168 Iteration 61Q: 3 clusters Score -2369632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -2369635.500000 Penalty: 4782.847168 Iteration 62Q: 3 clusters Score -2369636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -2369636.500000 Penalty: 4782.847168 Iteration 63Q: 3 clusters Score -2369636 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 14279 members Entering Unmasked Estep Score: -2369643.000000 Penalty: 4782.847168 Iteration 64Q: 3 clusters Score -2369643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -2369643.750000 Penalty: 4782.847168 Iteration 65Q: 3 clusters Score -2369644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -2369643.750000 Penalty: 4782.847168 Iteration 66Q: 3 clusters Score -2369644 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 14295 members Entering Unmasked Estep Score: -2369645.250000 Penalty: 4782.847168 Iteration 67Q: 3 clusters Score -2369645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -2369647.250000 Penalty: 4782.847168 Iteration 68Q: 3 clusters Score -2369647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -2369648.500000 Penalty: 4782.847168 Iteration 69Q: 3 clusters Score -2369648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -2369647.000000 Penalty: 4782.847168 Iteration 70Q: 3 clusters Score -2369647 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -2369647.000000 Penalty: 4782.847168 Iteration 71F: 3 clusters Score -2369647 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Entering Unmasked Estep Score: -1180030.500000 Penalty: 2201.694336 Iteration 0F: 2 clusters Score -1180030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -1174184.000000 Penalty: 4403.388672 Iteration 0F: 3 clusters Score -1174184 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1175741.125000 Penalty: 4403.388672 Iteration 1F: 3 clusters Score -1175741 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1175981.500000 Penalty: 4403.388672 Iteration 2F: 3 clusters Score -1175982 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -1176143.500000 Penalty: 4403.388672 Iteration 3Q: 3 clusters Score -1176144 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1176258.125000 Penalty: 4403.388672 Iteration 4Q: 3 clusters Score -1176258 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1176346.750000 Penalty: 4403.388672 Iteration 5Q: 3 clusters Score -1176347 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1176419.750000 Penalty: 4403.388672 Iteration 6Q: 3 clusters Score -1176420 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1176485.625000 Penalty: 4403.388672 Iteration 7Q: 3 clusters Score -1176486 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1176548.250000 Penalty: 4403.388672 Iteration 8Q: 3 clusters Score -1176548 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1176612.500000 Penalty: 4403.388672 Iteration 9Q: 3 clusters Score -1176612 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1176677.500000 Penalty: 4403.388672 Iteration 10Q: 3 clusters Score -1176678 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -1176754.000000 Penalty: 4403.388672 Iteration 11Q: 3 clusters Score -1176754 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1176841.500000 Penalty: 4403.388672 Iteration 12Q: 3 clusters Score -1176842 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1176936.875000 Penalty: 4403.388672 Iteration 13Q: 3 clusters Score -1176937 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1177052.250000 Penalty: 4403.388672 Iteration 14Q: 3 clusters Score -1177052 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1177192.125000 Penalty: 4403.388672 Iteration 15Q: 3 clusters Score -1177192 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1177385.250000 Penalty: 4403.388672 Iteration 16Q: 3 clusters Score -1177385 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1177619.625000 Penalty: 4403.388672 Iteration 17Q: 3 clusters Score -1177620 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1177838.000000 Penalty: 4403.388672 Iteration 18Q: 3 clusters Score -1177838 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1178024.625000 Penalty: 4403.388672 Iteration 19Q: 3 clusters Score -1178025 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1178165.125000 Penalty: 4403.388672 Iteration 20F: 3 clusters Score -1178165 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1178311.125000 Penalty: 4403.388672 Iteration 21Q: 3 clusters Score -1178311 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1178410.500000 Penalty: 4403.388672 Iteration 22Q: 3 clusters Score -1178410 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1178474.125000 Penalty: 4403.388672 Iteration 23Q: 3 clusters Score -1178474 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1178527.375000 Penalty: 4403.388672 Iteration 24Q: 3 clusters Score -1178527 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1178567.625000 Penalty: 4403.388672 Iteration 25Q: 3 clusters Score -1178568 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1178603.500000 Penalty: 4403.388672 Iteration 26Q: 3 clusters Score -1178604 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1178621.000000 Penalty: 4403.388672 Iteration 27Q: 3 clusters Score -1178621 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1178639.125000 Penalty: 4403.388672 Iteration 28Q: 3 clusters Score -1178639 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1178652.375000 Penalty: 4403.388672 Iteration 29Q: 3 clusters Score -1178652 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1178658.250000 Penalty: 4403.388672 Iteration 30Q: 3 clusters Score -1178658 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1178667.125000 Penalty: 4403.388672 Iteration 31Q: 3 clusters Score -1178667 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1178671.375000 Penalty: 4403.388672 Iteration 32Q: 3 clusters Score -1178671 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1178679.500000 Penalty: 4403.388672 Iteration 33Q: 3 clusters Score -1178680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1178683.125000 Penalty: 4403.388672 Iteration 34Q: 3 clusters Score -1178683 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1178695.125000 Penalty: 4403.388672 Iteration 35Q: 3 clusters Score -1178695 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1178704.375000 Penalty: 4403.388672 Iteration 36Q: 3 clusters Score -1178704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1178711.125000 Penalty: 4403.388672 Iteration 37Q: 3 clusters Score -1178711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1178716.500000 Penalty: 4403.388672 Iteration 38Q: 3 clusters Score -1178716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1178716.625000 Penalty: 4403.388672 Iteration 39Q: 3 clusters Score -1178717 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1178716.000000 Penalty: 4403.388672 Iteration 40F: 3 clusters Score -1178716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1178718.000000 Penalty: 4403.388672 Iteration 41Q: 3 clusters Score -1178718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1178719.250000 Penalty: 4403.388672 Iteration 42Q: 3 clusters Score -1178719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1178720.250000 Penalty: 4403.388672 Iteration 43Q: 3 clusters Score -1178720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1178721.500000 Penalty: 4403.388672 Iteration 44Q: 3 clusters Score -1178722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1178721.500000 Penalty: 4403.388672 Iteration 45F: 3 clusters Score -1178722 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Entering Unmasked Estep Score: -86521.921875 Penalty: 1567.550537 Iteration 0F: 2 clusters Score -86521.92 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 285 members Entering Unmasked Estep Score: -84979.039062 Penalty: 3135.101074 Iteration 0F: 3 clusters Score -84979.04 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -85247.226562 Penalty: 3135.101074 Iteration 1F: 3 clusters Score -85247.23 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -85332.562500 Penalty: 3135.101074 Iteration 2F: 3 clusters Score -85332.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -85393.531250 Penalty: 3135.101074 Iteration 3Q: 3 clusters Score -85393.53 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -85446.015625 Penalty: 3135.101074 Iteration 4Q: 3 clusters Score -85446.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85493.093750 Penalty: 3135.101074 Iteration 5Q: 3 clusters Score -85493.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -85512.195312 Penalty: 3135.101074 Iteration 6Q: 3 clusters Score -85512.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -85531.921875 Penalty: 3135.101074 Iteration 7Q: 3 clusters Score -85531.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -85545.414062 Penalty: 3135.101074 Iteration 8Q: 3 clusters Score -85545.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -85560.882812 Penalty: 3135.101074 Iteration 9Q: 3 clusters Score -85560.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -85565.125000 Penalty: 3135.101074 Iteration 10Q: 3 clusters Score -85565.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -85565.125000 Penalty: 3135.101074 Iteration 11F: 3 clusters Score -85565.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Entering Unmasked Estep Score: -1728275.625000 Penalty: 2289.924805 Iteration 0F: 2 clusters Score -1728276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1720440.250000 Penalty: 4579.849609 Iteration 0F: 3 clusters Score -1720440 nChanged 4270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1722690.875000 Penalty: 4579.849609 Iteration 1F: 3 clusters Score -1722691 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1722955.750000 Penalty: 4579.849609 Iteration 2F: 3 clusters Score -1722956 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1723143.750000 Penalty: 4579.849609 Iteration 3Q: 3 clusters Score -1723144 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1723300.625000 Penalty: 4579.849609 Iteration 4Q: 3 clusters Score -1723301 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1723454.875000 Penalty: 4579.849609 Iteration 5Q: 3 clusters Score -1723455 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1723597.625000 Penalty: 4579.849609 Iteration 6Q: 3 clusters Score -1723598 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1723767.250000 Penalty: 4579.849609 Iteration 7Q: 3 clusters Score -1723767 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1723917.000000 Penalty: 4579.849609 Iteration 8Q: 3 clusters Score -1723917 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1724078.750000 Penalty: 4579.849609 Iteration 9Q: 3 clusters Score -1724079 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1724229.250000 Penalty: 4579.849609 Iteration 10Q: 3 clusters Score -1724229 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1724385.875000 Penalty: 4579.849609 Iteration 11Q: 3 clusters Score -1724386 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1724554.000000 Penalty: 4579.849609 Iteration 12Q: 3 clusters Score -1724554 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -1724736.625000 Penalty: 4579.849609 Iteration 13Q: 3 clusters Score -1724737 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1724909.000000 Penalty: 4579.849609 Iteration 14Q: 3 clusters Score -1724909 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1725091.250000 Penalty: 4579.849609 Iteration 15Q: 3 clusters Score -1725091 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1725240.500000 Penalty: 4579.849609 Iteration 16Q: 3 clusters Score -1725240 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1725397.125000 Penalty: 4579.849609 Iteration 17Q: 3 clusters Score -1725397 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1725531.750000 Penalty: 4579.849609 Iteration 18Q: 3 clusters Score -1725532 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1725660.250000 Penalty: 4579.849609 Iteration 19Q: 3 clusters Score -1725660 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1725788.250000 Penalty: 4579.849609 Iteration 20F: 3 clusters Score -1725788 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1725907.875000 Penalty: 4579.849609 Iteration 21Q: 3 clusters Score -1725908 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1726015.500000 Penalty: 4579.849609 Iteration 22Q: 3 clusters Score -1726016 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1726082.875000 Penalty: 4579.849609 Iteration 23Q: 3 clusters Score -1726083 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1726130.875000 Penalty: 4579.849609 Iteration 24Q: 3 clusters Score -1726131 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1726178.375000 Penalty: 4579.849609 Iteration 25Q: 3 clusters Score -1726178 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1726218.875000 Penalty: 4579.849609 Iteration 26Q: 3 clusters Score -1726219 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9231 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1726277.250000 Penalty: 4579.849609 Iteration 27Q: 3 clusters Score -1726277 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -1726339.375000 Penalty: 4579.849609 Iteration 28Q: 3 clusters Score -1726339 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1726368.750000 Penalty: 4579.849609 Iteration 29Q: 3 clusters Score -1726369 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1726396.750000 Penalty: 4579.849609 Iteration 30Q: 3 clusters Score -1726397 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1726407.500000 Penalty: 4579.849609 Iteration 31Q: 3 clusters Score -1726408 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1726419.750000 Penalty: 4579.849609 Iteration 32Q: 3 clusters Score -1726420 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1726427.750000 Penalty: 4579.849609 Iteration 33Q: 3 clusters Score -1726428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1726427.500000 Penalty: 4579.849609 Iteration 34Q: 3 clusters Score -1726428 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1726431.125000 Penalty: 4579.849609 Iteration 35Q: 3 clusters Score -1726431 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9461 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1726433.250000 Penalty: 4579.849609 Iteration 36Q: 3 clusters Score -1726433 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9471 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1726440.625000 Penalty: 4579.849609 Iteration 37Q: 3 clusters Score -1726441 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1726446.375000 Penalty: 4579.849609 Iteration 38Q: 3 clusters Score -1726446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9484 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1726450.625000 Penalty: 4579.849609 Iteration 39Q: 3 clusters Score -1726451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1726454.250000 Penalty: 4579.849609 Iteration 40F: 3 clusters Score -1726454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1726457.375000 Penalty: 4579.849609 Iteration 41Q: 3 clusters Score -1726457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1726456.750000 Penalty: 4579.849609 Iteration 42Q: 3 clusters Score -1726457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1726457.375000 Penalty: 4579.849609 Iteration 43Q: 3 clusters Score -1726457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1726457.375000 Penalty: 4579.849609 Iteration 44F: 3 clusters Score -1726457 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Entering Unmasked Estep Score: -284227.812500 Penalty: 1848.339600 Iteration 0F: 2 clusters Score -284227.8 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 868 members Entering Unmasked Estep Score: -281753.500000 Penalty: 3696.679199 Iteration 0F: 3 clusters Score -281753.5 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -282129.812500 Penalty: 3696.679199 Iteration 1F: 3 clusters Score -282129.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -282244.281250 Penalty: 3696.679199 Iteration 2F: 3 clusters Score -282244.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -282307.156250 Penalty: 3696.679199 Iteration 3Q: 3 clusters Score -282307.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -282348.625000 Penalty: 3696.679199 Iteration 4Q: 3 clusters Score -282348.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -282372.468750 Penalty: 3696.679199 Iteration 5Q: 3 clusters Score -282372.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -282390.968750 Penalty: 3696.679199 Iteration 6Q: 3 clusters Score -282391 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -282401.656250 Penalty: 3696.679199 Iteration 7Q: 3 clusters Score -282401.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -282412.937500 Penalty: 3696.679199 Iteration 8Q: 3 clusters Score -282412.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -282419.000000 Penalty: 3696.679199 Iteration 9Q: 3 clusters Score -282419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -282422.968750 Penalty: 3696.679199 Iteration 10Q: 3 clusters Score -282423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -282426.312500 Penalty: 3696.679199 Iteration 11Q: 3 clusters Score -282426.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -282430.406250 Penalty: 3696.679199 Iteration 12Q: 3 clusters Score -282430.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -282434.875000 Penalty: 3696.679199 Iteration 13Q: 3 clusters Score -282434.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -282437.125000 Penalty: 3696.679199 Iteration 14Q: 3 clusters Score -282437.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -282440.625000 Penalty: 3696.679199 Iteration 15Q: 3 clusters Score -282440.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -282453.437500 Penalty: 3696.679199 Iteration 16Q: 3 clusters Score -282453.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -282461.718750 Penalty: 3696.679199 Iteration 17Q: 3 clusters Score -282461.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -282469.781250 Penalty: 3696.679199 Iteration 18Q: 3 clusters Score -282469.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -282474.875000 Penalty: 3696.679199 Iteration 19Q: 3 clusters Score -282474.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -282479.750000 Penalty: 3696.679199 Iteration 20F: 3 clusters Score -282479.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -282485.281250 Penalty: 3696.679199 Iteration 21Q: 3 clusters Score -282485.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -282490.562500 Penalty: 3696.679199 Iteration 22Q: 3 clusters Score -282490.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -282497.593750 Penalty: 3696.679199 Iteration 23Q: 3 clusters Score -282497.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -282499.937500 Penalty: 3696.679199 Iteration 24Q: 3 clusters Score -282499.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -282502.000000 Penalty: 3696.679199 Iteration 25Q: 3 clusters Score -282502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -282504.468750 Penalty: 3696.679199 Iteration 26Q: 3 clusters Score -282504.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -282505.625000 Penalty: 3696.679199 Iteration 27Q: 3 clusters Score -282505.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -282506.906250 Penalty: 3696.679199 Iteration 28Q: 3 clusters Score -282506.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -282509.281250 Penalty: 3696.679199 Iteration 29Q: 3 clusters Score -282509.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -282511.812500 Penalty: 3696.679199 Iteration 30Q: 3 clusters Score -282511.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -282514.687500 Penalty: 3696.679199 Iteration 31Q: 3 clusters Score -282514.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -282516.375000 Penalty: 3696.679199 Iteration 32Q: 3 clusters Score -282516.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -282518.250000 Penalty: 3696.679199 Iteration 33Q: 3 clusters Score -282518.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -282521.656250 Penalty: 3696.679199 Iteration 34Q: 3 clusters Score -282521.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -282524.875000 Penalty: 3696.679199 Iteration 35Q: 3 clusters Score -282524.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -282527.625000 Penalty: 3696.679199 Iteration 36Q: 3 clusters Score -282527.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -282529.343750 Penalty: 3696.679199 Iteration 37Q: 3 clusters Score -282529.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -282531.156250 Penalty: 3696.679199 Iteration 38Q: 3 clusters Score -282531.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -282532.218750 Penalty: 3696.679199 Iteration 39Q: 3 clusters Score -282532.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -282532.437500 Penalty: 3696.679199 Iteration 40F: 3 clusters Score -282532.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -282533.031250 Penalty: 3696.679199 Iteration 41Q: 3 clusters Score -282533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -282533.312500 Penalty: 3696.679199 Iteration 42Q: 3 clusters Score -282533.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -282534.593750 Penalty: 3696.679199 Iteration 43Q: 3 clusters Score -282534.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -282534.593750 Penalty: 3696.679199 Iteration 44Q: 3 clusters Score -282534.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -282534.593750 Penalty: 3696.679199 Iteration 45F: 3 clusters Score -282534.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (14429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Entering Unmasked Estep Score: -2346829.500000 Penalty: 2375.094727 Iteration 0F: 2 clusters Score -2346830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -2336310.000000 Penalty: 4750.189453 Iteration 0F: 3 clusters Score -2336310 nChanged 6235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -2339676.000000 Penalty: 4750.189453 Iteration 1F: 3 clusters Score -2339676 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -2340051.250000 Penalty: 4750.189453 Iteration 2F: 3 clusters Score -2340051 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -2340371.750000 Penalty: 4750.189453 Iteration 3Q: 3 clusters Score -2340372 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -2340746.000000 Penalty: 4750.189453 Iteration 4Q: 3 clusters Score -2340746 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -2341104.250000 Penalty: 4750.189453 Iteration 5Q: 3 clusters Score -2341104 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -2341485.000000 Penalty: 4750.189453 Iteration 6Q: 3 clusters Score -2341485 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -2342003.000000 Penalty: 4750.189453 Iteration 7F: 3 clusters Score -2342003 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -2342589.250000 Penalty: 4750.189453 Iteration 8F: 3 clusters Score -2342589 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -2343182.750000 Penalty: 4750.189453 Iteration 9F: 3 clusters Score -2343183 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -2343770.750000 Penalty: 4750.189453 Iteration 10F: 3 clusters Score -2343771 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -2344267.000000 Penalty: 4750.189453 Iteration 11Q: 3 clusters Score -2344267 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -2344695.000000 Penalty: 4750.189453 Iteration 12Q: 3 clusters Score -2344695 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -2345058.000000 Penalty: 4750.189453 Iteration 13Q: 3 clusters Score -2345058 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -2345385.750000 Penalty: 4750.189453 Iteration 14Q: 3 clusters Score -2345386 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -2345585.750000 Penalty: 4750.189453 Iteration 15Q: 3 clusters Score -2345586 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -2345703.750000 Penalty: 4750.189453 Iteration 16Q: 3 clusters Score -2345704 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 11496 members Entering Unmasked Estep Score: -2345798.000000 Penalty: 4750.189453 Iteration 17Q: 3 clusters Score -2345798 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -2345864.000000 Penalty: 4750.189453 Iteration 18Q: 3 clusters Score -2345864 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -2345897.000000 Penalty: 4750.189453 Iteration 19Q: 3 clusters Score -2345897 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -2345939.500000 Penalty: 4750.189453 Iteration 20F: 3 clusters Score -2345940 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 11463 members Entering Unmasked Estep Score: -2345964.250000 Penalty: 4750.189453 Iteration 21Q: 3 clusters Score -2345964 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -2345993.000000 Penalty: 4750.189453 Iteration 22Q: 3 clusters Score -2345993 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -2345996.250000 Penalty: 4750.189453 Iteration 23Q: 3 clusters Score -2345996 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -2346009.250000 Penalty: 4750.189453 Iteration 24Q: 3 clusters Score -2346009 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -2346020.750000 Penalty: 4750.189453 Iteration 25Q: 3 clusters Score -2346021 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -2346027.250000 Penalty: 4750.189453 Iteration 26Q: 3 clusters Score -2346027 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -2346032.000000 Penalty: 4750.189453 Iteration 27Q: 3 clusters Score -2346032 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -2346035.000000 Penalty: 4750.189453 Iteration 28Q: 3 clusters Score -2346035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -2346035.250000 Penalty: 4750.189453 Iteration 29Q: 3 clusters Score -2346035 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -2346039.000000 Penalty: 4750.189453 Iteration 30Q: 3 clusters Score -2346039 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -2346044.750000 Penalty: 4750.189453 Iteration 31Q: 3 clusters Score -2346045 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -2346048.750000 Penalty: 4750.189453 Iteration 32Q: 3 clusters Score -2346049 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -2346050.250000 Penalty: 4750.189453 Iteration 33Q: 3 clusters Score -2346050 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -2346053.250000 Penalty: 4750.189453 Iteration 34Q: 3 clusters Score -2346053 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -2346051.250000 Penalty: 4750.189453 Iteration 35Q: 3 clusters Score -2346051 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -2346051.500000 Penalty: 4750.189453 Iteration 36Q: 3 clusters Score -2346052 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -2346052.500000 Penalty: 4750.189453 Iteration 37Q: 3 clusters Score -2346052 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -2346055.500000 Penalty: 4750.189453 Iteration 38Q: 3 clusters Score -2346056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 11195 members Entering Unmasked Estep Score: -2346058.000000 Penalty: 4750.189453 Iteration 39Q: 3 clusters Score -2346058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -2346053.250000 Penalty: 4750.189453 Iteration 40F: 3 clusters Score -2346053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -2346053.250000 Penalty: 4750.189453 Iteration 41Q: 3 clusters Score -2346053 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -2346053.500000 Penalty: 4750.189453 Iteration 42Q: 3 clusters Score -2346054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -2346053.500000 Penalty: 4750.189453 Iteration 43F: 3 clusters Score -2346054 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (24164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24164 members Entering Unmasked Estep Score: -4056684.500000 Penalty: 2502.969482 Iteration 0F: 2 clusters Score -4056684 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 12070 members Entering Unmasked Estep Score: -4039928.250000 Penalty: 5005.938965 Iteration 0F: 3 clusters Score -4039928 nChanged 10751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -4045839.250000 Penalty: 5005.938965 Iteration 1F: 3 clusters Score -4045839 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 12266 members Entering Unmasked Estep Score: -4046381.750000 Penalty: 5005.938965 Iteration 2F: 3 clusters Score -4046382 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11770 members Mstep: Class 2 contains 12394 members Entering Unmasked Estep Score: -4046843.250000 Penalty: 5005.938965 Iteration 3Q: 3 clusters Score -4046843 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -4047224.500000 Penalty: 5005.938965 Iteration 4Q: 3 clusters Score -4047224 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -4047550.000000 Penalty: 5005.938965 Iteration 5Q: 3 clusters Score -4047550 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -4047818.500000 Penalty: 5005.938965 Iteration 6Q: 3 clusters Score -4047818 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -4048085.250000 Penalty: 5005.938965 Iteration 7Q: 3 clusters Score -4048085 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -4048337.000000 Penalty: 5005.938965 Iteration 8Q: 3 clusters Score -4048337 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 13924 members Entering Unmasked Estep Score: -4048536.250000 Penalty: 5005.938965 Iteration 9Q: 3 clusters Score -4048536 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -4048768.250000 Penalty: 5005.938965 Iteration 10Q: 3 clusters Score -4048768 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -4049001.500000 Penalty: 5005.938965 Iteration 11Q: 3 clusters Score -4049002 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -4049240.000000 Penalty: 5005.938965 Iteration 12Q: 3 clusters Score -4049240 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 15965 members Entering Unmasked Estep Score: -4049472.250000 Penalty: 5005.938965 Iteration 13Q: 3 clusters Score -4049472 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 16625 members Entering Unmasked Estep Score: -4049736.750000 Penalty: 5005.938965 Iteration 14Q: 3 clusters Score -4049737 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 17358 members Entering Unmasked Estep Score: -4050057.750000 Penalty: 5005.938965 Iteration 15Q: 3 clusters Score -4050058 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 18125 members Entering Unmasked Estep Score: -4050437.250000 Penalty: 5005.938965 Iteration 16Q: 3 clusters Score -4050437 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 18960 members Entering Unmasked Estep Score: -4050882.250000 Penalty: 5005.938965 Iteration 17Q: 3 clusters Score -4050882 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 19768 members Entering Unmasked Estep Score: -4051347.500000 Penalty: 5005.938965 Iteration 18Q: 3 clusters Score -4051348 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -4051890.500000 Penalty: 5005.938965 Iteration 19Q: 3 clusters Score -4051890 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 21476 members Entering Unmasked Estep Score: -4052490.250000 Penalty: 5005.938965 Iteration 20F: 3 clusters Score -4052490 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -4053062.250000 Penalty: 5005.938965 Iteration 21Q: 3 clusters Score -4053062 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 22782 members Entering Unmasked Estep Score: -4053516.750000 Penalty: 5005.938965 Iteration 22Q: 3 clusters Score -4053517 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 23175 members Entering Unmasked Estep Score: -4053861.000000 Penalty: 5005.938965 Iteration 23Q: 3 clusters Score -4053861 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 23419 members Entering Unmasked Estep Score: -4054067.500000 Penalty: 5005.938965 Iteration 24Q: 3 clusters Score -4054068 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -4054191.250000 Penalty: 5005.938965 Iteration 25Q: 3 clusters Score -4054191 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 23645 members Entering Unmasked Estep Score: -4054278.000000 Penalty: 5005.938965 Iteration 26Q: 3 clusters Score -4054278 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 23701 members Entering Unmasked Estep Score: -4054337.750000 Penalty: 5005.938965 Iteration 27Q: 3 clusters Score -4054338 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -4054378.250000 Penalty: 5005.938965 Iteration 28Q: 3 clusters Score -4054378 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -4054409.750000 Penalty: 5005.938965 Iteration 29Q: 3 clusters Score -4054410 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 23778 members Entering Unmasked Estep Score: -4054433.750000 Penalty: 5005.938965 Iteration 30Q: 3 clusters Score -4054434 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 23790 members Entering Unmasked Estep Score: -4054447.000000 Penalty: 5005.938965 Iteration 31Q: 3 clusters Score -4054447 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 23799 members Entering Unmasked Estep Score: -4054461.500000 Penalty: 5005.938965 Iteration 32Q: 3 clusters Score -4054462 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 23805 members Entering Unmasked Estep Score: -4054479.000000 Penalty: 5005.938965 Iteration 33Q: 3 clusters Score -4054479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 23807 members Entering Unmasked Estep Score: -4054487.750000 Penalty: 5005.938965 Iteration 34Q: 3 clusters Score -4054488 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 23813 members Entering Unmasked Estep Score: -4054500.500000 Penalty: 5005.938965 Iteration 35Q: 3 clusters Score -4054500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 23816 members Entering Unmasked Estep Score: -4054499.000000 Penalty: 5005.938965 Iteration 36Q: 3 clusters Score -4054499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 23819 members Entering Unmasked Estep Score: -4054506.750000 Penalty: 5005.938965 Iteration 37Q: 3 clusters Score -4054507 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 23822 members Entering Unmasked Estep Score: -4054502.750000 Penalty: 5005.938965 Iteration 38Q: 3 clusters Score -4054503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 23824 members Entering Unmasked Estep Score: -4054509.000000 Penalty: 5005.938965 Iteration 39Q: 3 clusters Score -4054509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 23828 members Entering Unmasked Estep Score: -4054516.250000 Penalty: 5005.938965 Iteration 40F: 3 clusters Score -4054516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 23833 members Entering Unmasked Estep Score: -4054523.500000 Penalty: 5005.938965 Iteration 41Q: 3 clusters Score -4054524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 23831 members Entering Unmasked Estep Score: -4054521.000000 Penalty: 5005.938965 Iteration 42Q: 3 clusters Score -4054521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 23833 members Entering Unmasked Estep Score: -4054525.000000 Penalty: 5005.938965 Iteration 43Q: 3 clusters Score -4054525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 23835 members Entering Unmasked Estep Score: -4054522.000000 Penalty: 5005.938965 Iteration 44Q: 3 clusters Score -4054522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 23835 members Entering Unmasked Estep Score: -4054522.000000 Penalty: 5005.938965 Iteration 45F: 3 clusters Score -4054522 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -9370.159180 Penalty: 1098.842529 Iteration 0F: 2 clusters Score -9370.159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -8971.317383 Penalty: 2197.685059 Iteration 0F: 3 clusters Score -8971.317 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -8994.694336 Penalty: 2197.685059 Iteration 1Q: 3 clusters Score -8994.694 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -8994.694336 Penalty: 2197.685059 Iteration 2F: 3 clusters Score -8994.694 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Entering Unmasked Estep Score: -665641.375000 Penalty: 2073.993164 Iteration 0F: 2 clusters Score -665641.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -661565.625000 Penalty: 4147.986328 Iteration 0F: 3 clusters Score -661565.6 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -662535.375000 Penalty: 4147.986328 Iteration 1F: 3 clusters Score -662535.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -662809.375000 Penalty: 4147.986328 Iteration 2F: 3 clusters Score -662809.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -663017.937500 Penalty: 4147.986328 Iteration 3F: 3 clusters Score -663017.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -663173.312500 Penalty: 4147.986328 Iteration 4F: 3 clusters Score -663173.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -663321.187500 Penalty: 4147.986328 Iteration 5Q: 3 clusters Score -663321.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -663436.000000 Penalty: 4147.986328 Iteration 6Q: 3 clusters Score -663436 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -663569.125000 Penalty: 4147.986328 Iteration 7Q: 3 clusters Score -663569.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -663687.500000 Penalty: 4147.986328 Iteration 8Q: 3 clusters Score -663687.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -663801.187500 Penalty: 4147.986328 Iteration 9Q: 3 clusters Score -663801.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -663910.500000 Penalty: 4147.986328 Iteration 10Q: 3 clusters Score -663910.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -664010.812500 Penalty: 4147.986328 Iteration 11Q: 3 clusters Score -664010.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -664099.062500 Penalty: 4147.986328 Iteration 12Q: 3 clusters Score -664099.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -664182.625000 Penalty: 4147.986328 Iteration 13Q: 3 clusters Score -664182.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -664249.562500 Penalty: 4147.986328 Iteration 14Q: 3 clusters Score -664249.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -664299.687500 Penalty: 4147.986328 Iteration 15Q: 3 clusters Score -664299.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -664326.875000 Penalty: 4147.986328 Iteration 16Q: 3 clusters Score -664326.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -664345.062500 Penalty: 4147.986328 Iteration 17Q: 3 clusters Score -664345.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -664360.875000 Penalty: 4147.986328 Iteration 18Q: 3 clusters Score -664360.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -664372.812500 Penalty: 4147.986328 Iteration 19Q: 3 clusters Score -664372.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -664384.437500 Penalty: 4147.986328 Iteration 20F: 3 clusters Score -664384.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -664387.000000 Penalty: 4147.986328 Iteration 21Q: 3 clusters Score -664387 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -664390.000000 Penalty: 4147.986328 Iteration 22Q: 3 clusters Score -664390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -664391.937500 Penalty: 4147.986328 Iteration 23Q: 3 clusters Score -664391.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -664391.500000 Penalty: 4147.986328 Iteration 24Q: 3 clusters Score -664391.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -664396.687500 Penalty: 4147.986328 Iteration 25Q: 3 clusters Score -664396.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -664397.375000 Penalty: 4147.986328 Iteration 26Q: 3 clusters Score -664397.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -664398.937500 Penalty: 4147.986328 Iteration 27Q: 3 clusters Score -664398.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -664398.312500 Penalty: 4147.986328 Iteration 28Q: 3 clusters Score -664398.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -664398.625000 Penalty: 4147.986328 Iteration 29Q: 3 clusters Score -664398.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -664398.625000 Penalty: 4147.986328 Iteration 30F: 3 clusters Score -664398.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (48307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48307 members Entering Unmasked Estep Score: -7877178.500000 Penalty: 2674.762207 Iteration 0F: 2 clusters Score -7877178 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24254 members Mstep: Class 2 contains 24053 members Entering Unmasked Estep Score: -7844863.000000 Penalty: 5349.524414 Iteration 0F: 3 clusters Score -7844863 nChanged 22203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24527 members Mstep: Class 2 contains 23780 members Entering Unmasked Estep Score: -7857269.500000 Penalty: 5349.524414 Iteration 1F: 3 clusters Score -7857270 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24614 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -7858011.500000 Penalty: 5349.524414 Iteration 2Q: 3 clusters Score -7858012 nChanged 2263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24685 members Mstep: Class 2 contains 23622 members Entering Unmasked Estep Score: -7858892.000000 Penalty: 5349.524414 Iteration 3Q: 3 clusters Score -7858892 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24776 members Mstep: Class 2 contains 23531 members Entering Unmasked Estep Score: -7859750.000000 Penalty: 5349.524414 Iteration 4Q: 3 clusters Score -7859750 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24899 members Mstep: Class 2 contains 23408 members Entering Unmasked Estep Score: -7860712.000000 Penalty: 5349.524414 Iteration 5Q: 3 clusters Score -7860712 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25085 members Mstep: Class 2 contains 23222 members Entering Unmasked Estep Score: -7861749.000000 Penalty: 5349.524414 Iteration 6Q: 3 clusters Score -7861749 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25460 members Mstep: Class 2 contains 22847 members Entering Unmasked Estep Score: -7862725.000000 Penalty: 5349.524414 Iteration 7Q: 3 clusters Score -7862725 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25919 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -7863601.500000 Penalty: 5349.524414 Iteration 8Q: 3 clusters Score -7863602 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26505 members Mstep: Class 2 contains 21802 members Entering Unmasked Estep Score: -7864388.500000 Penalty: 5349.524414 Iteration 9Q: 3 clusters Score -7864388 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27184 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -7865005.500000 Penalty: 5349.524414 Iteration 10Q: 3 clusters Score -7865006 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27957 members Mstep: Class 2 contains 20350 members Entering Unmasked Estep Score: -7865508.500000 Penalty: 5349.524414 Iteration 11Q: 3 clusters Score -7865508 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28801 members Mstep: Class 2 contains 19506 members Entering Unmasked Estep Score: -7865924.000000 Penalty: 5349.524414 Iteration 12Q: 3 clusters Score -7865924 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29760 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -7866372.500000 Penalty: 5349.524414 Iteration 13Q: 3 clusters Score -7866372 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30825 members Mstep: Class 2 contains 17482 members Entering Unmasked Estep Score: -7866776.000000 Penalty: 5349.524414 Iteration 14Q: 3 clusters Score -7866776 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32009 members Mstep: Class 2 contains 16298 members Entering Unmasked Estep Score: -7867288.000000 Penalty: 5349.524414 Iteration 15Q: 3 clusters Score -7867288 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33290 members Mstep: Class 2 contains 15017 members Entering Unmasked Estep Score: -7867792.500000 Penalty: 5349.524414 Iteration 16Q: 3 clusters Score -7867792 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34667 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -7868355.000000 Penalty: 5349.524414 Iteration 17Q: 3 clusters Score -7868355 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36140 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -7869031.500000 Penalty: 5349.524414 Iteration 18Q: 3 clusters Score -7869032 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37709 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -7869776.000000 Penalty: 5349.524414 Iteration 19Q: 3 clusters Score -7869776 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39330 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -7870667.500000 Penalty: 5349.524414 Iteration 20F: 3 clusters Score -7870668 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40935 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -7871571.000000 Penalty: 5349.524414 Iteration 21Q: 3 clusters Score -7871571 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42437 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -7872505.500000 Penalty: 5349.524414 Iteration 22Q: 3 clusters Score -7872506 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43654 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -7873222.500000 Penalty: 5349.524414 Iteration 23Q: 3 clusters Score -7873222 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44636 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -7873759.500000 Penalty: 5349.524414 Iteration 24Q: 3 clusters Score -7873760 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45377 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -7874186.500000 Penalty: 5349.524414 Iteration 25Q: 3 clusters Score -7874186 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45878 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -7874466.500000 Penalty: 5349.524414 Iteration 26Q: 3 clusters Score -7874466 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46202 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -7874605.500000 Penalty: 5349.524414 Iteration 27Q: 3 clusters Score -7874606 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46423 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -7874718.000000 Penalty: 5349.524414 Iteration 28Q: 3 clusters Score -7874718 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46605 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -7874826.000000 Penalty: 5349.524414 Iteration 29Q: 3 clusters Score -7874826 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46746 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -7874909.000000 Penalty: 5349.524414 Iteration 30Q: 3 clusters Score -7874909 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46844 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -7874971.500000 Penalty: 5349.524414 Iteration 31Q: 3 clusters Score -7874972 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46911 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -7875002.000000 Penalty: 5349.524414 Iteration 32Q: 3 clusters Score -7875002 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46961 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -7874999.500000 Penalty: 5349.524414 Iteration 33Q: 3 clusters Score -7875000 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46997 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -7875023.500000 Penalty: 5349.524414 Iteration 34Q: 3 clusters Score -7875024 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47022 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -7875034.500000 Penalty: 5349.524414 Iteration 35Q: 3 clusters Score -7875034 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47049 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -7875051.000000 Penalty: 5349.524414 Iteration 36Q: 3 clusters Score -7875051 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47063 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -7875048.000000 Penalty: 5349.524414 Iteration 37Q: 3 clusters Score -7875048 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47079 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -7875064.500000 Penalty: 5349.524414 Iteration 38Q: 3 clusters Score -7875064 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47089 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -7875068.000000 Penalty: 5349.524414 Iteration 39Q: 3 clusters Score -7875068 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47098 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -7875087.500000 Penalty: 5349.524414 Iteration 40F: 3 clusters Score -7875088 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47108 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -7875081.000000 Penalty: 5349.524414 Iteration 41Q: 3 clusters Score -7875081 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47115 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -7875084.500000 Penalty: 5349.524414 Iteration 42Q: 3 clusters Score -7875084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47119 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -7875077.500000 Penalty: 5349.524414 Iteration 43Q: 3 clusters Score -7875078 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47124 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -7875089.500000 Penalty: 5349.524414 Iteration 44Q: 3 clusters Score -7875090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47129 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -7875090.500000 Penalty: 5349.524414 Iteration 45Q: 3 clusters Score -7875090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47134 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -7875101.500000 Penalty: 5349.524414 Iteration 46Q: 3 clusters Score -7875102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47140 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -7875115.500000 Penalty: 5349.524414 Iteration 47Q: 3 clusters Score -7875116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47144 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -7875108.500000 Penalty: 5349.524414 Iteration 48Q: 3 clusters Score -7875108 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47152 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -7875107.000000 Penalty: 5349.524414 Iteration 49Q: 3 clusters Score -7875107 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47160 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -7875116.500000 Penalty: 5349.524414 Iteration 50Q: 3 clusters Score -7875116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47166 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -7875118.500000 Penalty: 5349.524414 Iteration 51Q: 3 clusters Score -7875118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47174 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -7875130.500000 Penalty: 5349.524414 Iteration 52Q: 3 clusters Score -7875130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47181 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -7875126.500000 Penalty: 5349.524414 Iteration 53Q: 3 clusters Score -7875126 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47186 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -7875134.500000 Penalty: 5349.524414 Iteration 54Q: 3 clusters Score -7875134 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47192 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -7875130.000000 Penalty: 5349.524414 Iteration 55Q: 3 clusters Score -7875130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47196 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -7875133.500000 Penalty: 5349.524414 Iteration 56Q: 3 clusters Score -7875134 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47203 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -7875136.500000 Penalty: 5349.524414 Iteration 57Q: 3 clusters Score -7875136 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47209 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -7875155.000000 Penalty: 5349.524414 Iteration 58Q: 3 clusters Score -7875155 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47215 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -7875160.000000 Penalty: 5349.524414 Iteration 59Q: 3 clusters Score -7875160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47214 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -7875159.500000 Penalty: 5349.524414 Iteration 60F: 3 clusters Score -7875160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47218 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -7875161.500000 Penalty: 5349.524414 Iteration 61Q: 3 clusters Score -7875162 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47223 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -7875149.500000 Penalty: 5349.524414 Iteration 62Q: 3 clusters Score -7875150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47222 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -7875153.000000 Penalty: 5349.524414 Iteration 63Q: 3 clusters Score -7875153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47225 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -7875154.500000 Penalty: 5349.524414 Iteration 64Q: 3 clusters Score -7875154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47228 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -7875159.000000 Penalty: 5349.524414 Iteration 65Q: 3 clusters Score -7875159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47230 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -7875157.500000 Penalty: 5349.524414 Iteration 66Q: 3 clusters Score -7875158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47231 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -7875168.000000 Penalty: 5349.524414 Iteration 67Q: 3 clusters Score -7875168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47234 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -7875167.000000 Penalty: 5349.524414 Iteration 68Q: 3 clusters Score -7875167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47237 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -7875169.500000 Penalty: 5349.524414 Iteration 69Q: 3 clusters Score -7875170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47239 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -7875170.500000 Penalty: 5349.524414 Iteration 70Q: 3 clusters Score -7875170 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47240 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -7875175.500000 Penalty: 5349.524414 Iteration 71Q: 3 clusters Score -7875176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47245 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -7875171.500000 Penalty: 5349.524414 Iteration 72Q: 3 clusters Score -7875172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47248 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -7875184.000000 Penalty: 5349.524414 Iteration 73Q: 3 clusters Score -7875184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47252 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -7875184.500000 Penalty: 5349.524414 Iteration 74Q: 3 clusters Score -7875184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47256 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -7875185.500000 Penalty: 5349.524414 Iteration 75Q: 3 clusters Score -7875186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47259 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -7875185.500000 Penalty: 5349.524414 Iteration 76Q: 3 clusters Score -7875186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47259 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -7875181.500000 Penalty: 5349.524414 Iteration 77Q: 3 clusters Score -7875182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47261 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -7875184.000000 Penalty: 5349.524414 Iteration 78Q: 3 clusters Score -7875184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47262 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -7875185.000000 Penalty: 5349.524414 Iteration 79Q: 3 clusters Score -7875185 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47262 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -7875185.000000 Penalty: 5349.524414 Iteration 80F: 3 clusters Score -7875185 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Entering Unmasked Estep Score: -1418270.500000 Penalty: 2249.713135 Iteration 0F: 2 clusters Score -1418270 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1411351.125000 Penalty: 4499.426270 Iteration 0F: 3 clusters Score -1411351 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1413268.750000 Penalty: 4499.426270 Iteration 1F: 3 clusters Score -1413269 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1413585.625000 Penalty: 4499.426270 Iteration 2F: 3 clusters Score -1413586 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1413794.375000 Penalty: 4499.426270 Iteration 3F: 3 clusters Score -1413794 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1413924.500000 Penalty: 4499.426270 Iteration 4Q: 3 clusters Score -1413924 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1414019.125000 Penalty: 4499.426270 Iteration 5Q: 3 clusters Score -1414019 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1414094.250000 Penalty: 4499.426270 Iteration 6Q: 3 clusters Score -1414094 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1414177.000000 Penalty: 4499.426270 Iteration 7Q: 3 clusters Score -1414177 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1414267.250000 Penalty: 4499.426270 Iteration 8Q: 3 clusters Score -1414267 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1414366.000000 Penalty: 4499.426270 Iteration 9Q: 3 clusters Score -1414366 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1414464.500000 Penalty: 4499.426270 Iteration 10Q: 3 clusters Score -1414464 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1414572.500000 Penalty: 4499.426270 Iteration 11Q: 3 clusters Score -1414572 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1414669.375000 Penalty: 4499.426270 Iteration 12Q: 3 clusters Score -1414669 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1414780.500000 Penalty: 4499.426270 Iteration 13Q: 3 clusters Score -1414780 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -1414886.000000 Penalty: 4499.426270 Iteration 14Q: 3 clusters Score -1414886 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1415020.000000 Penalty: 4499.426270 Iteration 15Q: 3 clusters Score -1415020 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1415168.750000 Penalty: 4499.426270 Iteration 16Q: 3 clusters Score -1415169 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -1415319.000000 Penalty: 4499.426270 Iteration 17Q: 3 clusters Score -1415319 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1415461.375000 Penalty: 4499.426270 Iteration 18Q: 3 clusters Score -1415461 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1415593.625000 Penalty: 4499.426270 Iteration 19Q: 3 clusters Score -1415594 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1415691.750000 Penalty: 4499.426270 Iteration 20F: 3 clusters Score -1415692 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1415784.625000 Penalty: 4499.426270 Iteration 21Q: 3 clusters Score -1415785 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1415849.000000 Penalty: 4499.426270 Iteration 22Q: 3 clusters Score -1415849 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1415892.250000 Penalty: 4499.426270 Iteration 23Q: 3 clusters Score -1415892 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1415935.000000 Penalty: 4499.426270 Iteration 24Q: 3 clusters Score -1415935 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1415961.375000 Penalty: 4499.426270 Iteration 25Q: 3 clusters Score -1415961 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1415977.625000 Penalty: 4499.426270 Iteration 26Q: 3 clusters Score -1415978 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1415995.875000 Penalty: 4499.426270 Iteration 27Q: 3 clusters Score -1415996 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1416007.625000 Penalty: 4499.426270 Iteration 28Q: 3 clusters Score -1416008 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1416019.125000 Penalty: 4499.426270 Iteration 29Q: 3 clusters Score -1416019 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1416026.000000 Penalty: 4499.426270 Iteration 30Q: 3 clusters Score -1416026 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1416031.500000 Penalty: 4499.426270 Iteration 31Q: 3 clusters Score -1416032 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1416033.625000 Penalty: 4499.426270 Iteration 32Q: 3 clusters Score -1416034 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1416040.875000 Penalty: 4499.426270 Iteration 33Q: 3 clusters Score -1416041 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1416049.625000 Penalty: 4499.426270 Iteration 34Q: 3 clusters Score -1416050 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1416055.250000 Penalty: 4499.426270 Iteration 35Q: 3 clusters Score -1416055 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1416059.500000 Penalty: 4499.426270 Iteration 36Q: 3 clusters Score -1416060 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1416065.750000 Penalty: 4499.426270 Iteration 37Q: 3 clusters Score -1416066 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1416069.000000 Penalty: 4499.426270 Iteration 38Q: 3 clusters Score -1416069 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1416080.875000 Penalty: 4499.426270 Iteration 39Q: 3 clusters Score -1416081 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1416088.000000 Penalty: 4499.426270 Iteration 40F: 3 clusters Score -1416088 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1416093.625000 Penalty: 4499.426270 Iteration 41Q: 3 clusters Score -1416094 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1416098.750000 Penalty: 4499.426270 Iteration 42Q: 3 clusters Score -1416099 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1416102.000000 Penalty: 4499.426270 Iteration 43Q: 3 clusters Score -1416102 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1416108.000000 Penalty: 4499.426270 Iteration 44Q: 3 clusters Score -1416108 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1416118.375000 Penalty: 4499.426270 Iteration 45Q: 3 clusters Score -1416118 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1416120.250000 Penalty: 4499.426270 Iteration 46Q: 3 clusters Score -1416120 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1416123.750000 Penalty: 4499.426270 Iteration 47Q: 3 clusters Score -1416124 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1416126.375000 Penalty: 4499.426270 Iteration 48Q: 3 clusters Score -1416126 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1416132.750000 Penalty: 4499.426270 Iteration 49Q: 3 clusters Score -1416133 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1416135.875000 Penalty: 4499.426270 Iteration 50Q: 3 clusters Score -1416136 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1416138.000000 Penalty: 4499.426270 Iteration 51Q: 3 clusters Score -1416138 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1416147.750000 Penalty: 4499.426270 Iteration 52Q: 3 clusters Score -1416148 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1416151.500000 Penalty: 4499.426270 Iteration 53Q: 3 clusters Score -1416152 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1416153.625000 Penalty: 4499.426270 Iteration 54Q: 3 clusters Score -1416154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1416155.750000 Penalty: 4499.426270 Iteration 55Q: 3 clusters Score -1416156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1416162.375000 Penalty: 4499.426270 Iteration 56Q: 3 clusters Score -1416162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1416163.125000 Penalty: 4499.426270 Iteration 57Q: 3 clusters Score -1416163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1416163.250000 Penalty: 4499.426270 Iteration 58Q: 3 clusters Score -1416163 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1416165.250000 Penalty: 4499.426270 Iteration 59Q: 3 clusters Score -1416165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1416168.000000 Penalty: 4499.426270 Iteration 60F: 3 clusters Score -1416168 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1416170.750000 Penalty: 4499.426270 Iteration 61Q: 3 clusters Score -1416171 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1416171.875000 Penalty: 4499.426270 Iteration 62Q: 3 clusters Score -1416172 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1416174.000000 Penalty: 4499.426270 Iteration 63Q: 3 clusters Score -1416174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1416170.875000 Penalty: 4499.426270 Iteration 64Q: 3 clusters Score -1416171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1416171.375000 Penalty: 4499.426270 Iteration 65Q: 3 clusters Score -1416171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1416173.875000 Penalty: 4499.426270 Iteration 66Q: 3 clusters Score -1416174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1416176.500000 Penalty: 4499.426270 Iteration 67Q: 3 clusters Score -1416176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1416174.250000 Penalty: 4499.426270 Iteration 68Q: 3 clusters Score -1416174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1416177.625000 Penalty: 4499.426270 Iteration 69Q: 3 clusters Score -1416178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1416177.125000 Penalty: 4499.426270 Iteration 70Q: 3 clusters Score -1416177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1416177.875000 Penalty: 4499.426270 Iteration 71Q: 3 clusters Score -1416178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1416177.875000 Penalty: 4499.426270 Iteration 72F: 3 clusters Score -1416178 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (16263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16263 members Entering Unmasked Estep Score: -2631543.750000 Penalty: 2404.768555 Iteration 0F: 2 clusters Score -2631544 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -2619933.500000 Penalty: 4809.537109 Iteration 0F: 3 clusters Score -2619934 nChanged 7033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -2623734.750000 Penalty: 4809.537109 Iteration 1F: 3 clusters Score -2623735 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9135 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -2624308.750000 Penalty: 4809.537109 Iteration 2F: 3 clusters Score -2624309 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -2624933.500000 Penalty: 4809.537109 Iteration 3F: 3 clusters Score -2624934 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -2625503.000000 Penalty: 4809.537109 Iteration 4F: 3 clusters Score -2625503 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -2626012.250000 Penalty: 4809.537109 Iteration 5F: 3 clusters Score -2626012 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -2626488.750000 Penalty: 4809.537109 Iteration 6Q: 3 clusters Score -2626489 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2626894.250000 Penalty: 4809.537109 Iteration 7Q: 3 clusters Score -2626894 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -2627259.750000 Penalty: 4809.537109 Iteration 8Q: 3 clusters Score -2627260 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -2627595.500000 Penalty: 4809.537109 Iteration 9Q: 3 clusters Score -2627596 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -2627905.250000 Penalty: 4809.537109 Iteration 10Q: 3 clusters Score -2627905 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2628207.500000 Penalty: 4809.537109 Iteration 11Q: 3 clusters Score -2628208 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -2628475.250000 Penalty: 4809.537109 Iteration 12Q: 3 clusters Score -2628475 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13889 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -2628688.500000 Penalty: 4809.537109 Iteration 13Q: 3 clusters Score -2628688 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14156 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -2628828.750000 Penalty: 4809.537109 Iteration 14Q: 3 clusters Score -2628829 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14388 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -2628972.000000 Penalty: 4809.537109 Iteration 15Q: 3 clusters Score -2628972 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14599 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -2629092.500000 Penalty: 4809.537109 Iteration 16Q: 3 clusters Score -2629092 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14752 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -2629182.000000 Penalty: 4809.537109 Iteration 17Q: 3 clusters Score -2629182 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14892 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -2629263.250000 Penalty: 4809.537109 Iteration 18Q: 3 clusters Score -2629263 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -2629311.750000 Penalty: 4809.537109 Iteration 19Q: 3 clusters Score -2629312 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -2629357.250000 Penalty: 4809.537109 Iteration 20F: 3 clusters Score -2629357 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -2629393.000000 Penalty: 4809.537109 Iteration 21Q: 3 clusters Score -2629393 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15190 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -2629425.500000 Penalty: 4809.537109 Iteration 22Q: 3 clusters Score -2629426 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15240 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -2629457.000000 Penalty: 4809.537109 Iteration 23Q: 3 clusters Score -2629457 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15269 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2629468.750000 Penalty: 4809.537109 Iteration 24Q: 3 clusters Score -2629469 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -2629476.250000 Penalty: 4809.537109 Iteration 25Q: 3 clusters Score -2629476 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -2629494.000000 Penalty: 4809.537109 Iteration 26Q: 3 clusters Score -2629494 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15347 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -2629512.000000 Penalty: 4809.537109 Iteration 27Q: 3 clusters Score -2629512 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -2629529.250000 Penalty: 4809.537109 Iteration 28Q: 3 clusters Score -2629529 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -2629540.000000 Penalty: 4809.537109 Iteration 29Q: 3 clusters Score -2629540 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -2629553.500000 Penalty: 4809.537109 Iteration 30Q: 3 clusters Score -2629554 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -2629573.250000 Penalty: 4809.537109 Iteration 31Q: 3 clusters Score -2629573 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15452 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -2629579.250000 Penalty: 4809.537109 Iteration 32Q: 3 clusters Score -2629579 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15465 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -2629594.500000 Penalty: 4809.537109 Iteration 33Q: 3 clusters Score -2629594 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15477 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -2629599.500000 Penalty: 4809.537109 Iteration 34Q: 3 clusters Score -2629600 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -2629605.500000 Penalty: 4809.537109 Iteration 35Q: 3 clusters Score -2629606 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -2629609.750000 Penalty: 4809.537109 Iteration 36Q: 3 clusters Score -2629610 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15497 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -2629616.000000 Penalty: 4809.537109 Iteration 37Q: 3 clusters Score -2629616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -2629619.250000 Penalty: 4809.537109 Iteration 38Q: 3 clusters Score -2629619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -2629619.000000 Penalty: 4809.537109 Iteration 39Q: 3 clusters Score -2629619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -2629619.250000 Penalty: 4809.537109 Iteration 40F: 3 clusters Score -2629619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15504 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -2629621.500000 Penalty: 4809.537109 Iteration 41Q: 3 clusters Score -2629622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -2629620.500000 Penalty: 4809.537109 Iteration 42Q: 3 clusters Score -2629620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -2629622.500000 Penalty: 4809.537109 Iteration 43Q: 3 clusters Score -2629622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15504 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -2629623.500000 Penalty: 4809.537109 Iteration 44Q: 3 clusters Score -2629624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15506 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -2629624.250000 Penalty: 4809.537109 Iteration 45Q: 3 clusters Score -2629624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -2629626.250000 Penalty: 4809.537109 Iteration 46Q: 3 clusters Score -2629626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15510 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -2629622.250000 Penalty: 4809.537109 Iteration 47Q: 3 clusters Score -2629622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -2629624.500000 Penalty: 4809.537109 Iteration 48Q: 3 clusters Score -2629624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -2629623.750000 Penalty: 4809.537109 Iteration 49Q: 3 clusters Score -2629624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -2629628.750000 Penalty: 4809.537109 Iteration 50Q: 3 clusters Score -2629629 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -2629633.500000 Penalty: 4809.537109 Iteration 51Q: 3 clusters Score -2629634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15515 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -2629626.750000 Penalty: 4809.537109 Iteration 52Q: 3 clusters Score -2629627 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -2629630.500000 Penalty: 4809.537109 Iteration 53Q: 3 clusters Score -2629630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2629632.250000 Penalty: 4809.537109 Iteration 54Q: 3 clusters Score -2629632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2629632.250000 Penalty: 4809.537109 Iteration 55F: 3 clusters Score -2629632 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -80004.265625 Penalty: 1552.849976 Iteration 0F: 2 clusters Score -80004.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -78465.609375 Penalty: 3105.699951 Iteration 0F: 3 clusters Score -78465.61 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78641.976562 Penalty: 3105.699951 Iteration 1F: 3 clusters Score -78641.98 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -78748.421875 Penalty: 3105.699951 Iteration 2F: 3 clusters Score -78748.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -78800.242188 Penalty: 3105.699951 Iteration 3Q: 3 clusters Score -78800.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78841.414062 Penalty: 3105.699951 Iteration 4Q: 3 clusters Score -78841.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -78866.101562 Penalty: 3105.699951 Iteration 5Q: 3 clusters Score -78866.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -78902.500000 Penalty: 3105.699951 Iteration 6Q: 3 clusters Score -78902.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -78961.445312 Penalty: 3105.699951 Iteration 7Q: 3 clusters Score -78961.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -79033.070312 Penalty: 3105.699951 Iteration 8Q: 3 clusters Score -79033.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -79095.007812 Penalty: 3105.699951 Iteration 9Q: 3 clusters Score -79095.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -79185.812500 Penalty: 3105.699951 Iteration 10Q: 3 clusters Score -79185.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -79291.210938 Penalty: 3105.699951 Iteration 11Q: 3 clusters Score -79291.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -79389.179688 Penalty: 3105.699951 Iteration 12Q: 3 clusters Score -79389.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -79458.507812 Penalty: 3105.699951 Iteration 13Q: 3 clusters Score -79458.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -79476.476562 Penalty: 3105.699951 Iteration 14Q: 3 clusters Score -79476.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -79495.156250 Penalty: 3105.699951 Iteration 15Q: 3 clusters Score -79495.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -79508.546875 Penalty: 3105.699951 Iteration 16Q: 3 clusters Score -79508.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -79515.140625 Penalty: 3105.699951 Iteration 17F: 3 clusters Score -79515.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -79528.882812 Penalty: 3105.699951 Iteration 18Q: 3 clusters Score -79528.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -79537.757812 Penalty: 3105.699951 Iteration 19Q: 3 clusters Score -79537.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -79544.562500 Penalty: 3105.699951 Iteration 20F: 3 clusters Score -79544.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -79556.703125 Penalty: 3105.699951 Iteration 21Q: 3 clusters Score -79556.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -79561.937500 Penalty: 3105.699951 Iteration 22Q: 3 clusters Score -79561.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -79567.234375 Penalty: 3105.699951 Iteration 23Q: 3 clusters Score -79567.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -79572.562500 Penalty: 3105.699951 Iteration 24Q: 3 clusters Score -79572.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -79572.562500 Penalty: 3105.699951 Iteration 25F: 3 clusters Score -79572.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -19220.511719 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -19220.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -18445.378906 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -18445.38 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -18569.048828 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -18569.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -18600.166016 Penalty: 2514.176514 Iteration 2Q: 3 clusters Score -18600.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -18616.492188 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -18616.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -18629.044922 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -18629.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -18645.132812 Penalty: 2514.176514 Iteration 5Q: 3 clusters Score -18645.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -18645.132812 Penalty: 2514.176514 Iteration 6F: 3 clusters Score -18645.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Entering Unmasked Estep Score: -1306515.375000 Penalty: 2224.572510 Iteration 0F: 2 clusters Score -1306515 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1300239.375000 Penalty: 4449.145020 Iteration 0F: 3 clusters Score -1300239 nChanged 3158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1301881.000000 Penalty: 4449.145020 Iteration 1F: 3 clusters Score -1301881 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1302173.250000 Penalty: 4449.145020 Iteration 2F: 3 clusters Score -1302173 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1302452.750000 Penalty: 4449.145020 Iteration 3F: 3 clusters Score -1302453 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1302746.625000 Penalty: 4449.145020 Iteration 4F: 3 clusters Score -1302747 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1303093.875000 Penalty: 4449.145020 Iteration 5F: 3 clusters Score -1303094 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1303444.000000 Penalty: 4449.145020 Iteration 6F: 3 clusters Score -1303444 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -1303756.750000 Penalty: 4449.145020 Iteration 7F: 3 clusters Score -1303757 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -1304009.375000 Penalty: 4449.145020 Iteration 8Q: 3 clusters Score -1304009 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1304167.500000 Penalty: 4449.145020 Iteration 9Q: 3 clusters Score -1304168 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -1304270.750000 Penalty: 4449.145020 Iteration 10Q: 3 clusters Score -1304271 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -1304329.375000 Penalty: 4449.145020 Iteration 11Q: 3 clusters Score -1304329 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1304379.750000 Penalty: 4449.145020 Iteration 12Q: 3 clusters Score -1304380 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -1304417.750000 Penalty: 4449.145020 Iteration 13Q: 3 clusters Score -1304418 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1304433.625000 Penalty: 4449.145020 Iteration 14Q: 3 clusters Score -1304434 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1304456.875000 Penalty: 4449.145020 Iteration 15Q: 3 clusters Score -1304457 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -1304469.875000 Penalty: 4449.145020 Iteration 16Q: 3 clusters Score -1304470 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -1304483.875000 Penalty: 4449.145020 Iteration 17Q: 3 clusters Score -1304484 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1304496.500000 Penalty: 4449.145020 Iteration 18Q: 3 clusters Score -1304496 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1304502.875000 Penalty: 4449.145020 Iteration 19Q: 3 clusters Score -1304503 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -1304513.000000 Penalty: 4449.145020 Iteration 20F: 3 clusters Score -1304513 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -1304516.125000 Penalty: 4449.145020 Iteration 21Q: 3 clusters Score -1304516 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -1304519.625000 Penalty: 4449.145020 Iteration 22Q: 3 clusters Score -1304520 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1304526.750000 Penalty: 4449.145020 Iteration 23Q: 3 clusters Score -1304527 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1304534.250000 Penalty: 4449.145020 Iteration 24Q: 3 clusters Score -1304534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1304537.000000 Penalty: 4449.145020 Iteration 25Q: 3 clusters Score -1304537 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -1304535.500000 Penalty: 4449.145020 Iteration 26Q: 3 clusters Score -1304536 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -1304540.125000 Penalty: 4449.145020 Iteration 27Q: 3 clusters Score -1304540 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -1304542.750000 Penalty: 4449.145020 Iteration 28Q: 3 clusters Score -1304543 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -1304542.125000 Penalty: 4449.145020 Iteration 29Q: 3 clusters Score -1304542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1304549.000000 Penalty: 4449.145020 Iteration 30Q: 3 clusters Score -1304549 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1304551.375000 Penalty: 4449.145020 Iteration 31Q: 3 clusters Score -1304551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1304552.000000 Penalty: 4449.145020 Iteration 32Q: 3 clusters Score -1304552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1304552.000000 Penalty: 4449.145020 Iteration 33F: 3 clusters Score -1304552 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Entering Unmasked Estep Score: -146433.140625 Penalty: 1717.791138 Iteration 0F: 2 clusters Score -146433.1 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 499 members Entering Unmasked Estep Score: -144485.125000 Penalty: 3435.582275 Iteration 0F: 3 clusters Score -144485.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -144853.937500 Penalty: 3435.582275 Iteration 1F: 3 clusters Score -144853.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -145035.406250 Penalty: 3435.582275 Iteration 2F: 3 clusters Score -145035.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -145186.828125 Penalty: 3435.582275 Iteration 3F: 3 clusters Score -145186.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -145248.406250 Penalty: 3435.582275 Iteration 4Q: 3 clusters Score -145248.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -145303.687500 Penalty: 3435.582275 Iteration 5Q: 3 clusters Score -145303.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -145368.906250 Penalty: 3435.582275 Iteration 6Q: 3 clusters Score -145368.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -145452.921875 Penalty: 3435.582275 Iteration 7Q: 3 clusters Score -145452.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -145576.359375 Penalty: 3435.582275 Iteration 8Q: 3 clusters Score -145576.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -145670.000000 Penalty: 3435.582275 Iteration 9Q: 3 clusters Score -145670 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -145784.062500 Penalty: 3435.582275 Iteration 10Q: 3 clusters Score -145784.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -145827.281250 Penalty: 3435.582275 Iteration 11Q: 3 clusters Score -145827.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -145860.031250 Penalty: 3435.582275 Iteration 12Q: 3 clusters Score -145860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -145898.343750 Penalty: 3435.582275 Iteration 13Q: 3 clusters Score -145898.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -145916.046875 Penalty: 3435.582275 Iteration 14Q: 3 clusters Score -145916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -145920.578125 Penalty: 3435.582275 Iteration 15Q: 3 clusters Score -145920.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -145921.687500 Penalty: 3435.582275 Iteration 16Q: 3 clusters Score -145921.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -145922.562500 Penalty: 3435.582275 Iteration 17F: 3 clusters Score -145922.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -145926.125000 Penalty: 3435.582275 Iteration 18Q: 3 clusters Score -145926.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -145929.031250 Penalty: 3435.582275 Iteration 19Q: 3 clusters Score -145929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -145931.109375 Penalty: 3435.582275 Iteration 20F: 3 clusters Score -145931.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -145932.437500 Penalty: 3435.582275 Iteration 21Q: 3 clusters Score -145932.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -145935.671875 Penalty: 3435.582275 Iteration 22Q: 3 clusters Score -145935.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -145939.937500 Penalty: 3435.582275 Iteration 23Q: 3 clusters Score -145939.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -145943.906250 Penalty: 3435.582275 Iteration 24Q: 3 clusters Score -145943.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -145946.687500 Penalty: 3435.582275 Iteration 25Q: 3 clusters Score -145946.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -145946.687500 Penalty: 3435.582275 Iteration 26F: 3 clusters Score -145946.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (10188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Entering Unmasked Estep Score: -1741521.750000 Penalty: 2288.783447 Iteration 0F: 2 clusters Score -1741522 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1733783.625000 Penalty: 4577.566895 Iteration 0F: 3 clusters Score -1733784 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1736120.125000 Penalty: 4577.566895 Iteration 1F: 3 clusters Score -1736120 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1736487.750000 Penalty: 4577.566895 Iteration 2F: 3 clusters Score -1736488 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1736732.125000 Penalty: 4577.566895 Iteration 3F: 3 clusters Score -1736732 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -1736894.750000 Penalty: 4577.566895 Iteration 4Q: 3 clusters Score -1736895 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1737019.000000 Penalty: 4577.566895 Iteration 5Q: 3 clusters Score -1737019 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1737119.000000 Penalty: 4577.566895 Iteration 6Q: 3 clusters Score -1737119 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -1737196.000000 Penalty: 4577.566895 Iteration 7Q: 3 clusters Score -1737196 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1737261.125000 Penalty: 4577.566895 Iteration 8Q: 3 clusters Score -1737261 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1737332.000000 Penalty: 4577.566895 Iteration 9Q: 3 clusters Score -1737332 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1737382.250000 Penalty: 4577.566895 Iteration 10Q: 3 clusters Score -1737382 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1737443.375000 Penalty: 4577.566895 Iteration 11Q: 3 clusters Score -1737443 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -1737504.000000 Penalty: 4577.566895 Iteration 12Q: 3 clusters Score -1737504 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1737589.625000 Penalty: 4577.566895 Iteration 13Q: 3 clusters Score -1737590 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -1737675.000000 Penalty: 4577.566895 Iteration 14Q: 3 clusters Score -1737675 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -1737761.500000 Penalty: 4577.566895 Iteration 15Q: 3 clusters Score -1737762 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -1737842.250000 Penalty: 4577.566895 Iteration 16Q: 3 clusters Score -1737842 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1737938.750000 Penalty: 4577.566895 Iteration 17Q: 3 clusters Score -1737939 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -1738063.000000 Penalty: 4577.566895 Iteration 18Q: 3 clusters Score -1738063 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1738182.250000 Penalty: 4577.566895 Iteration 19Q: 3 clusters Score -1738182 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -1738307.750000 Penalty: 4577.566895 Iteration 20F: 3 clusters Score -1738308 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1738451.375000 Penalty: 4577.566895 Iteration 21Q: 3 clusters Score -1738451 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -1738601.125000 Penalty: 4577.566895 Iteration 22Q: 3 clusters Score -1738601 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1738757.125000 Penalty: 4577.566895 Iteration 23Q: 3 clusters Score -1738757 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -1738890.875000 Penalty: 4577.566895 Iteration 24Q: 3 clusters Score -1738891 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -1739026.125000 Penalty: 4577.566895 Iteration 25Q: 3 clusters Score -1739026 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1739124.750000 Penalty: 4577.566895 Iteration 26Q: 3 clusters Score -1739125 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -1739213.750000 Penalty: 4577.566895 Iteration 27Q: 3 clusters Score -1739214 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1739285.250000 Penalty: 4577.566895 Iteration 28Q: 3 clusters Score -1739285 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -1739347.125000 Penalty: 4577.566895 Iteration 29Q: 3 clusters Score -1739347 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -1739411.000000 Penalty: 4577.566895 Iteration 30Q: 3 clusters Score -1739411 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1739451.125000 Penalty: 4577.566895 Iteration 31Q: 3 clusters Score -1739451 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -1739481.125000 Penalty: 4577.566895 Iteration 32Q: 3 clusters Score -1739481 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -1739509.000000 Penalty: 4577.566895 Iteration 33Q: 3 clusters Score -1739509 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -1739527.375000 Penalty: 4577.566895 Iteration 34Q: 3 clusters Score -1739527 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -1739550.875000 Penalty: 4577.566895 Iteration 35Q: 3 clusters Score -1739551 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -1739578.625000 Penalty: 4577.566895 Iteration 36Q: 3 clusters Score -1739579 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 9599 members Entering Unmasked Estep Score: -1739598.750000 Penalty: 4577.566895 Iteration 37Q: 3 clusters Score -1739599 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -1739617.250000 Penalty: 4577.566895 Iteration 38Q: 3 clusters Score -1739617 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -1739638.750000 Penalty: 4577.566895 Iteration 39Q: 3 clusters Score -1739639 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -1739647.000000 Penalty: 4577.566895 Iteration 40F: 3 clusters Score -1739647 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -1739658.250000 Penalty: 4577.566895 Iteration 41Q: 3 clusters Score -1739658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -1739665.750000 Penalty: 4577.566895 Iteration 42Q: 3 clusters Score -1739666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1739669.500000 Penalty: 4577.566895 Iteration 43Q: 3 clusters Score -1739670 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -1739674.125000 Penalty: 4577.566895 Iteration 44Q: 3 clusters Score -1739674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -1739676.375000 Penalty: 4577.566895 Iteration 45Q: 3 clusters Score -1739676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1739680.500000 Penalty: 4577.566895 Iteration 46Q: 3 clusters Score -1739680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -1739681.000000 Penalty: 4577.566895 Iteration 47Q: 3 clusters Score -1739681 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -1739681.000000 Penalty: 4577.566895 Iteration 48F: 3 clusters Score -1739681 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -21189.201172 Penalty: 1290.593628 Iteration 0F: 2 clusters Score -21189.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -20240.931641 Penalty: 2581.187256 Iteration 0F: 3 clusters Score -20240.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -20419.417969 Penalty: 2581.187256 Iteration 1F: 3 clusters Score -20419.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -20480.808594 Penalty: 2581.187256 Iteration 2Q: 3 clusters Score -20480.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -20486.812500 Penalty: 2581.187256 Iteration 3Q: 3 clusters Score -20486.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -20486.812500 Penalty: 2581.187256 Iteration 4F: 3 clusters Score -20486.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (1921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Entering Unmasked Estep Score: -291426.593750 Penalty: 1875.029053 Iteration 0F: 2 clusters Score -291426.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -288855.500000 Penalty: 3750.058105 Iteration 0F: 3 clusters Score -288855.5 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -289354.125000 Penalty: 3750.058105 Iteration 1F: 3 clusters Score -289354.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -289523.968750 Penalty: 3750.058105 Iteration 2F: 3 clusters Score -289524 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -289611.312500 Penalty: 3750.058105 Iteration 3F: 3 clusters Score -289611.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -289687.687500 Penalty: 3750.058105 Iteration 4Q: 3 clusters Score -289687.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -289740.937500 Penalty: 3750.058105 Iteration 5Q: 3 clusters Score -289740.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -289784.000000 Penalty: 3750.058105 Iteration 6Q: 3 clusters Score -289784 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -289825.312500 Penalty: 3750.058105 Iteration 7Q: 3 clusters Score -289825.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -289859.406250 Penalty: 3750.058105 Iteration 8Q: 3 clusters Score -289859.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -289891.312500 Penalty: 3750.058105 Iteration 9Q: 3 clusters Score -289891.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -289915.718750 Penalty: 3750.058105 Iteration 10Q: 3 clusters Score -289915.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -289926.375000 Penalty: 3750.058105 Iteration 11Q: 3 clusters Score -289926.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -289930.125000 Penalty: 3750.058105 Iteration 12Q: 3 clusters Score -289930.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -289943.906250 Penalty: 3750.058105 Iteration 13Q: 3 clusters Score -289943.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -289952.250000 Penalty: 3750.058105 Iteration 14Q: 3 clusters Score -289952.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -289965.687500 Penalty: 3750.058105 Iteration 15Q: 3 clusters Score -289965.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -289986.281250 Penalty: 3750.058105 Iteration 16Q: 3 clusters Score -289986.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -290006.562500 Penalty: 3750.058105 Iteration 17Q: 3 clusters Score -290006.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -290021.312500 Penalty: 3750.058105 Iteration 18Q: 3 clusters Score -290021.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -290039.343750 Penalty: 3750.058105 Iteration 19Q: 3 clusters Score -290039.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -290057.468750 Penalty: 3750.058105 Iteration 20F: 3 clusters Score -290057.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -290067.343750 Penalty: 3750.058105 Iteration 21Q: 3 clusters Score -290067.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -290073.125000 Penalty: 3750.058105 Iteration 22Q: 3 clusters Score -290073.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -290076.437500 Penalty: 3750.058105 Iteration 23Q: 3 clusters Score -290076.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -290078.281250 Penalty: 3750.058105 Iteration 24Q: 3 clusters Score -290078.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -290079.500000 Penalty: 3750.058105 Iteration 25Q: 3 clusters Score -290079.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -290079.437500 Penalty: 3750.058105 Iteration 26Q: 3 clusters Score -290079.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -290080.031250 Penalty: 3750.058105 Iteration 27Q: 3 clusters Score -290080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -290080.031250 Penalty: 3750.058105 Iteration 28F: 3 clusters Score -290080 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (17533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Entering Unmasked Estep Score: -3018224.750000 Penalty: 2423.416260 Iteration 0F: 2 clusters Score -3018225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8831 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -3005804.250000 Penalty: 4846.832520 Iteration 0F: 3 clusters Score -3005804 nChanged 7566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -3009929.750000 Penalty: 4846.832520 Iteration 1F: 3 clusters Score -3009930 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -3010199.000000 Penalty: 4846.832520 Iteration 2Q: 3 clusters Score -3010199 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -3010419.000000 Penalty: 4846.832520 Iteration 3Q: 3 clusters Score -3010419 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -3010602.250000 Penalty: 4846.832520 Iteration 4Q: 3 clusters Score -3010602 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -3010761.750000 Penalty: 4846.832520 Iteration 5Q: 3 clusters Score -3010762 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -3010984.750000 Penalty: 4846.832520 Iteration 6Q: 3 clusters Score -3010985 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -3011221.750000 Penalty: 4846.832520 Iteration 7Q: 3 clusters Score -3011222 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -3011503.500000 Penalty: 4846.832520 Iteration 8Q: 3 clusters Score -3011504 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -3011874.000000 Penalty: 4846.832520 Iteration 9Q: 3 clusters Score -3011874 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -3012354.250000 Penalty: 4846.832520 Iteration 10Q: 3 clusters Score -3012354 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13575 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -3012925.000000 Penalty: 4846.832520 Iteration 11Q: 3 clusters Score -3012925 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14385 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -3013540.500000 Penalty: 4846.832520 Iteration 12Q: 3 clusters Score -3013540 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -3014154.000000 Penalty: 4846.832520 Iteration 13Q: 3 clusters Score -3014154 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15780 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -3014703.500000 Penalty: 4846.832520 Iteration 14Q: 3 clusters Score -3014704 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -3015129.000000 Penalty: 4846.832520 Iteration 15Q: 3 clusters Score -3015129 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16592 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -3015419.750000 Penalty: 4846.832520 Iteration 16Q: 3 clusters Score -3015420 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16815 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -3015627.750000 Penalty: 4846.832520 Iteration 17Q: 3 clusters Score -3015628 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16949 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -3015773.750000 Penalty: 4846.832520 Iteration 18Q: 3 clusters Score -3015774 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17041 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -3015885.500000 Penalty: 4846.832520 Iteration 19Q: 3 clusters Score -3015886 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -3015970.000000 Penalty: 4846.832520 Iteration 20F: 3 clusters Score -3015970 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17150 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -3016016.000000 Penalty: 4846.832520 Iteration 21Q: 3 clusters Score -3016016 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17170 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -3016047.000000 Penalty: 4846.832520 Iteration 22Q: 3 clusters Score -3016047 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17184 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -3016063.000000 Penalty: 4846.832520 Iteration 23Q: 3 clusters Score -3016063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17193 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -3016074.750000 Penalty: 4846.832520 Iteration 24Q: 3 clusters Score -3016075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -3016074.750000 Penalty: 4846.832520 Iteration 25Q: 3 clusters Score -3016075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17198 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -3016079.500000 Penalty: 4846.832520 Iteration 26Q: 3 clusters Score -3016080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17202 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -3016086.000000 Penalty: 4846.832520 Iteration 27Q: 3 clusters Score -3016086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17205 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -3016090.000000 Penalty: 4846.832520 Iteration 28Q: 3 clusters Score -3016090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17205 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -3016090.000000 Penalty: 4846.832520 Iteration 29F: 3 clusters Score -3016090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21572 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46090 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15411 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4285 members Mstep: Class 28 contains 48307 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Entering Unmasked Estep ConsiderDeletion Score: -51832460.000000 Penalty: 119540.773438 Iteration 279Q: 39 clusters Score -5.183246e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21572 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46089 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15411 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4285 members Mstep: Class 28 contains 48307 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Entering Unmasked Estep ConsiderDeletion Score: -51832464.000000 Penalty: 119540.773438 Iteration 280F: 39 clusters Score -5.183246e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21572 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46089 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15411 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4285 members Mstep: Class 28 contains 48308 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Entering Unmasked Estep ConsiderDeletion Score: -51832488.000000 Penalty: 119540.773438 Iteration 281Q: 39 clusters Score -5.183249e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21572 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46089 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 15411 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4285 members Mstep: Class 28 contains 48308 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Entering Unmasked Estep ConsiderDeletion Score: -51832488.000000 Penalty: 119540.773438 Iteration 282F: 39 clusters Score -5.183249e+07 nChanged 0 Entering ConstructFrom: Score: -51832488.000000 Penalty: 119540.773438 Entering ConstructFrom: Trying to split cluster 1 (3855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Entering Unmasked Estep Score: -594509.000000 Penalty: 2047.767212 Iteration 0F: 2 clusters Score -594509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -590698.187500 Penalty: 4095.534424 Iteration 0F: 3 clusters Score -590698.2 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -591649.437500 Penalty: 4095.534424 Iteration 1F: 3 clusters Score -591649.4 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -592022.562500 Penalty: 4095.534424 Iteration 2F: 3 clusters Score -592022.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -592326.812500 Penalty: 4095.534424 Iteration 3F: 3 clusters Score -592326.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -592541.125000 Penalty: 4095.534424 Iteration 4F: 3 clusters Score -592541.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -592674.562500 Penalty: 4095.534424 Iteration 5Q: 3 clusters Score -592674.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -592788.250000 Penalty: 4095.534424 Iteration 6Q: 3 clusters Score -592788.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -592883.437500 Penalty: 4095.534424 Iteration 7Q: 3 clusters Score -592883.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -592950.875000 Penalty: 4095.534424 Iteration 8Q: 3 clusters Score -592950.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -593002.937500 Penalty: 4095.534424 Iteration 9Q: 3 clusters Score -593002.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -593045.562500 Penalty: 4095.534424 Iteration 10Q: 3 clusters Score -593045.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -593097.750000 Penalty: 4095.534424 Iteration 11Q: 3 clusters Score -593097.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -593141.125000 Penalty: 4095.534424 Iteration 12Q: 3 clusters Score -593141.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -593191.875000 Penalty: 4095.534424 Iteration 13Q: 3 clusters Score -593191.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -593230.250000 Penalty: 4095.534424 Iteration 14Q: 3 clusters Score -593230.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -593255.812500 Penalty: 4095.534424 Iteration 15Q: 3 clusters Score -593255.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -593280.250000 Penalty: 4095.534424 Iteration 16Q: 3 clusters Score -593280.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -593310.062500 Penalty: 4095.534424 Iteration 17Q: 3 clusters Score -593310.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -593330.812500 Penalty: 4095.534424 Iteration 18Q: 3 clusters Score -593330.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -593343.812500 Penalty: 4095.534424 Iteration 19Q: 3 clusters Score -593343.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -593356.125000 Penalty: 4095.534424 Iteration 20F: 3 clusters Score -593356.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -593365.687500 Penalty: 4095.534424 Iteration 21Q: 3 clusters Score -593365.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -593379.062500 Penalty: 4095.534424 Iteration 22Q: 3 clusters Score -593379.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -593409.500000 Penalty: 4095.534424 Iteration 23Q: 3 clusters Score -593409.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -593461.125000 Penalty: 4095.534424 Iteration 24Q: 3 clusters Score -593461.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -593509.687500 Penalty: 4095.534424 Iteration 25Q: 3 clusters Score -593509.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -593538.000000 Penalty: 4095.534424 Iteration 26Q: 3 clusters Score -593538 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -593558.375000 Penalty: 4095.534424 Iteration 27Q: 3 clusters Score -593558.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -593569.250000 Penalty: 4095.534424 Iteration 28Q: 3 clusters Score -593569.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -593575.812500 Penalty: 4095.534424 Iteration 29Q: 3 clusters Score -593575.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -593582.250000 Penalty: 4095.534424 Iteration 30Q: 3 clusters Score -593582.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -593586.500000 Penalty: 4095.534424 Iteration 31Q: 3 clusters Score -593586.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -593588.812500 Penalty: 4095.534424 Iteration 32Q: 3 clusters Score -593588.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -593589.875000 Penalty: 4095.534424 Iteration 33Q: 3 clusters Score -593589.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -593590.750000 Penalty: 4095.534424 Iteration 34Q: 3 clusters Score -593590.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -593593.625000 Penalty: 4095.534424 Iteration 35Q: 3 clusters Score -593593.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -593594.937500 Penalty: 4095.534424 Iteration 36Q: 3 clusters Score -593594.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -593594.750000 Penalty: 4095.534424 Iteration 37Q: 3 clusters Score -593594.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -593597.375000 Penalty: 4095.534424 Iteration 38Q: 3 clusters Score -593597.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -593598.062500 Penalty: 4095.534424 Iteration 39Q: 3 clusters Score -593598.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -593598.812500 Penalty: 4095.534424 Iteration 40F: 3 clusters Score -593598.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -593601.687500 Penalty: 4095.534424 Iteration 41Q: 3 clusters Score -593601.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -593601.687500 Penalty: 4095.534424 Iteration 42F: 3 clusters Score -593601.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Entering Unmasked Estep Score: -2087912.125000 Penalty: 2343.811279 Iteration 0F: 2 clusters Score -2087912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -2078414.625000 Penalty: 4687.622559 Iteration 0F: 3 clusters Score -2078415 nChanged 5411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -2081338.000000 Penalty: 4687.622559 Iteration 1F: 3 clusters Score -2081338 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -2081758.625000 Penalty: 4687.622559 Iteration 2F: 3 clusters Score -2081759 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -2082226.250000 Penalty: 4687.622559 Iteration 3F: 3 clusters Score -2082226 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -2082718.125000 Penalty: 4687.622559 Iteration 4F: 3 clusters Score -2082718 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -2083224.375000 Penalty: 4687.622559 Iteration 5F: 3 clusters Score -2083224 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -2083837.125000 Penalty: 4687.622559 Iteration 6F: 3 clusters Score -2083837 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -2084624.000000 Penalty: 4687.622559 Iteration 7F: 3 clusters Score -2084624 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -2085465.125000 Penalty: 4687.622559 Iteration 8F: 3 clusters Score -2085465 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -2086282.625000 Penalty: 4687.622559 Iteration 9F: 3 clusters Score -2086283 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -2086878.750000 Penalty: 4687.622559 Iteration 10Q: 3 clusters Score -2086879 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -2087164.000000 Penalty: 4687.622559 Iteration 11Q: 3 clusters Score -2087164 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -2087301.375000 Penalty: 4687.622559 Iteration 12Q: 3 clusters Score -2087301 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -2087384.375000 Penalty: 4687.622559 Iteration 13Q: 3 clusters Score -2087384 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -2087431.250000 Penalty: 4687.622559 Iteration 14Q: 3 clusters Score -2087431 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -2087456.000000 Penalty: 4687.622559 Iteration 15Q: 3 clusters Score -2087456 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2087471.250000 Penalty: 4687.622559 Iteration 16Q: 3 clusters Score -2087471 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -2087488.875000 Penalty: 4687.622559 Iteration 17Q: 3 clusters Score -2087489 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -2087498.000000 Penalty: 4687.622559 Iteration 18Q: 3 clusters Score -2087498 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -2087503.000000 Penalty: 4687.622559 Iteration 19Q: 3 clusters Score -2087503 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -2087509.000000 Penalty: 4687.622559 Iteration 20F: 3 clusters Score -2087509 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -2087513.000000 Penalty: 4687.622559 Iteration 21Q: 3 clusters Score -2087513 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -2087522.375000 Penalty: 4687.622559 Iteration 22Q: 3 clusters Score -2087522 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -2087519.250000 Penalty: 4687.622559 Iteration 23Q: 3 clusters Score -2087519 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -2087526.750000 Penalty: 4687.622559 Iteration 24Q: 3 clusters Score -2087527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -2087523.875000 Penalty: 4687.622559 Iteration 25Q: 3 clusters Score -2087524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -2087526.000000 Penalty: 4687.622559 Iteration 26Q: 3 clusters Score -2087526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -2087525.750000 Penalty: 4687.622559 Iteration 27Q: 3 clusters Score -2087526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -2087527.000000 Penalty: 4687.622559 Iteration 28Q: 3 clusters Score -2087527 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -2087526.125000 Penalty: 4687.622559 Iteration 29Q: 3 clusters Score -2087526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -2087526.875000 Penalty: 4687.622559 Iteration 30Q: 3 clusters Score -2087527 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -2087526.875000 Penalty: 4687.622559 Iteration 31F: 3 clusters Score -2087527 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Entering Unmasked Estep Score: -539749.437500 Penalty: 2007.178589 Iteration 0F: 2 clusters Score -539749.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -536323.250000 Penalty: 4014.357178 Iteration 0F: 3 clusters Score -536323.2 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -537095.187500 Penalty: 4014.357178 Iteration 1F: 3 clusters Score -537095.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -537311.937500 Penalty: 4014.357178 Iteration 2F: 3 clusters Score -537311.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -537441.562500 Penalty: 4014.357178 Iteration 3F: 3 clusters Score -537441.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -537530.500000 Penalty: 4014.357178 Iteration 4Q: 3 clusters Score -537530.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -537605.687500 Penalty: 4014.357178 Iteration 5Q: 3 clusters Score -537605.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -537663.375000 Penalty: 4014.357178 Iteration 6Q: 3 clusters Score -537663.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -537708.562500 Penalty: 4014.357178 Iteration 7Q: 3 clusters Score -537708.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -537750.875000 Penalty: 4014.357178 Iteration 8Q: 3 clusters Score -537750.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -537792.562500 Penalty: 4014.357178 Iteration 9Q: 3 clusters Score -537792.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -537821.187500 Penalty: 4014.357178 Iteration 10Q: 3 clusters Score -537821.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -537848.250000 Penalty: 4014.357178 Iteration 11Q: 3 clusters Score -537848.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -537877.000000 Penalty: 4014.357178 Iteration 12Q: 3 clusters Score -537877 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -537900.750000 Penalty: 4014.357178 Iteration 13Q: 3 clusters Score -537900.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -537924.375000 Penalty: 4014.357178 Iteration 14Q: 3 clusters Score -537924.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -537946.437500 Penalty: 4014.357178 Iteration 15Q: 3 clusters Score -537946.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -537973.187500 Penalty: 4014.357178 Iteration 16Q: 3 clusters Score -537973.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -537997.062500 Penalty: 4014.357178 Iteration 17Q: 3 clusters Score -537997.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -538018.375000 Penalty: 4014.357178 Iteration 18Q: 3 clusters Score -538018.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -538035.125000 Penalty: 4014.357178 Iteration 19Q: 3 clusters Score -538035.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -538044.187500 Penalty: 4014.357178 Iteration 20F: 3 clusters Score -538044.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -538055.687500 Penalty: 4014.357178 Iteration 21Q: 3 clusters Score -538055.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -538073.187500 Penalty: 4014.357178 Iteration 22Q: 3 clusters Score -538073.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -538091.937500 Penalty: 4014.357178 Iteration 23Q: 3 clusters Score -538091.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -538113.687500 Penalty: 4014.357178 Iteration 24Q: 3 clusters Score -538113.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -538133.375000 Penalty: 4014.357178 Iteration 25Q: 3 clusters Score -538133.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -538155.000000 Penalty: 4014.357178 Iteration 26Q: 3 clusters Score -538155 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -538173.250000 Penalty: 4014.357178 Iteration 27Q: 3 clusters Score -538173.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -538186.875000 Penalty: 4014.357178 Iteration 28Q: 3 clusters Score -538186.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -538197.312500 Penalty: 4014.357178 Iteration 29Q: 3 clusters Score -538197.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -538204.437500 Penalty: 4014.357178 Iteration 30Q: 3 clusters Score -538204.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -538209.062500 Penalty: 4014.357178 Iteration 31Q: 3 clusters Score -538209.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -538213.812500 Penalty: 4014.357178 Iteration 32Q: 3 clusters Score -538213.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -538217.437500 Penalty: 4014.357178 Iteration 33Q: 3 clusters Score -538217.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -538218.687500 Penalty: 4014.357178 Iteration 34Q: 3 clusters Score -538218.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -538220.250000 Penalty: 4014.357178 Iteration 35Q: 3 clusters Score -538220.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -538221.937500 Penalty: 4014.357178 Iteration 36Q: 3 clusters Score -538221.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -538223.750000 Penalty: 4014.357178 Iteration 37Q: 3 clusters Score -538223.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -538228.562500 Penalty: 4014.357178 Iteration 38Q: 3 clusters Score -538228.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -538233.187500 Penalty: 4014.357178 Iteration 39Q: 3 clusters Score -538233.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -538236.187500 Penalty: 4014.357178 Iteration 40F: 3 clusters Score -538236.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -538240.437500 Penalty: 4014.357178 Iteration 41Q: 3 clusters Score -538240.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -538244.500000 Penalty: 4014.357178 Iteration 42Q: 3 clusters Score -538244.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -538248.250000 Penalty: 4014.357178 Iteration 43Q: 3 clusters Score -538248.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -538252.500000 Penalty: 4014.357178 Iteration 44Q: 3 clusters Score -538252.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -538254.062500 Penalty: 4014.357178 Iteration 45Q: 3 clusters Score -538254.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -538256.187500 Penalty: 4014.357178 Iteration 46Q: 3 clusters Score -538256.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -538256.187500 Penalty: 4014.357178 Iteration 47F: 3 clusters Score -538256.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Entering Unmasked Estep Score: -43589.378906 Penalty: 1416.185791 Iteration 0F: 2 clusters Score -43589.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -42410.656250 Penalty: 2832.371582 Iteration 0F: 3 clusters Score -42410.66 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -42552.289062 Penalty: 2832.371582 Iteration 1F: 3 clusters Score -42552.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -42616.894531 Penalty: 2832.371582 Iteration 2F: 3 clusters Score -42616.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -42653.320312 Penalty: 2832.371582 Iteration 3Q: 3 clusters Score -42653.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -42679.710938 Penalty: 2832.371582 Iteration 4Q: 3 clusters Score -42679.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -42693.062500 Penalty: 2832.371582 Iteration 5Q: 3 clusters Score -42693.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42725.613281 Penalty: 2832.371582 Iteration 6Q: 3 clusters Score -42725.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42737.000000 Penalty: 2832.371582 Iteration 7Q: 3 clusters Score -42737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -42750.835938 Penalty: 2832.371582 Iteration 8Q: 3 clusters Score -42750.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -42773.597656 Penalty: 2832.371582 Iteration 9Q: 3 clusters Score -42773.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -42777.695312 Penalty: 2832.371582 Iteration 10Q: 3 clusters Score -42777.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -42784.546875 Penalty: 2832.371582 Iteration 11Q: 3 clusters Score -42784.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -42792.996094 Penalty: 2832.371582 Iteration 12Q: 3 clusters Score -42793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -42792.996094 Penalty: 2832.371582 Iteration 13F: 3 clusters Score -42793 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Entering Unmasked Estep Score: -465098.468750 Penalty: 1982.333984 Iteration 0F: 2 clusters Score -465098.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -461926.687500 Penalty: 3964.667969 Iteration 0F: 3 clusters Score -461926.7 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -462713.437500 Penalty: 3964.667969 Iteration 1F: 3 clusters Score -462713.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -463060.437500 Penalty: 3964.667969 Iteration 2F: 3 clusters Score -463060.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -463354.093750 Penalty: 3964.667969 Iteration 3F: 3 clusters Score -463354.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -463644.531250 Penalty: 3964.667969 Iteration 4F: 3 clusters Score -463644.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -463921.531250 Penalty: 3964.667969 Iteration 5F: 3 clusters Score -463921.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -464104.500000 Penalty: 3964.667969 Iteration 6F: 3 clusters Score -464104.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -464240.343750 Penalty: 3964.667969 Iteration 7Q: 3 clusters Score -464240.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -464322.812500 Penalty: 3964.667969 Iteration 8Q: 3 clusters Score -464322.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -464371.625000 Penalty: 3964.667969 Iteration 9Q: 3 clusters Score -464371.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -464412.718750 Penalty: 3964.667969 Iteration 10Q: 3 clusters Score -464412.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -464448.125000 Penalty: 3964.667969 Iteration 11Q: 3 clusters Score -464448.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -464473.625000 Penalty: 3964.667969 Iteration 12Q: 3 clusters Score -464473.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -464499.437500 Penalty: 3964.667969 Iteration 13Q: 3 clusters Score -464499.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -464519.625000 Penalty: 3964.667969 Iteration 14Q: 3 clusters Score -464519.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -464532.562500 Penalty: 3964.667969 Iteration 15Q: 3 clusters Score -464532.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -464540.218750 Penalty: 3964.667969 Iteration 16Q: 3 clusters Score -464540.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -464548.968750 Penalty: 3964.667969 Iteration 17Q: 3 clusters Score -464549 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -464555.687500 Penalty: 3964.667969 Iteration 18Q: 3 clusters Score -464555.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -464558.468750 Penalty: 3964.667969 Iteration 19Q: 3 clusters Score -464558.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -464559.500000 Penalty: 3964.667969 Iteration 20F: 3 clusters Score -464559.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -464559.375000 Penalty: 3964.667969 Iteration 21Q: 3 clusters Score -464559.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -464559.531250 Penalty: 3964.667969 Iteration 22Q: 3 clusters Score -464559.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -464561.125000 Penalty: 3964.667969 Iteration 23Q: 3 clusters Score -464561.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -464560.812500 Penalty: 3964.667969 Iteration 24Q: 3 clusters Score -464560.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -464561.468750 Penalty: 3964.667969 Iteration 25Q: 3 clusters Score -464561.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -464561.468750 Penalty: 3964.667969 Iteration 26F: 3 clusters Score -464561.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -63305.558594 Penalty: 1497.391968 Iteration 0F: 2 clusters Score -63305.56 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 219 members Entering Unmasked Estep Score: -61858.746094 Penalty: 2994.783936 Iteration 0F: 3 clusters Score -61858.75 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -62052.164062 Penalty: 2994.783936 Iteration 1F: 3 clusters Score -62052.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -62128.589844 Penalty: 2994.783936 Iteration 2F: 3 clusters Score -62128.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -62144.152344 Penalty: 2994.783936 Iteration 3Q: 3 clusters Score -62144.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62145.171875 Penalty: 2994.783936 Iteration 4Q: 3 clusters Score -62145.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62145.171875 Penalty: 2994.783936 Iteration 5F: 3 clusters Score -62145.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Entering Unmasked Estep Score: -33628.375000 Penalty: 1362.279297 Iteration 0F: 2 clusters Score -33628.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -32543.142578 Penalty: 2724.558594 Iteration 0F: 3 clusters Score -32543.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -32638.642578 Penalty: 2724.558594 Iteration 1F: 3 clusters Score -32638.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32655.949219 Penalty: 2724.558594 Iteration 2Q: 3 clusters Score -32655.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -32664.671875 Penalty: 2724.558594 Iteration 3Q: 3 clusters Score -32664.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -32667.580078 Penalty: 2724.558594 Iteration 4Q: 3 clusters Score -32667.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -32667.580078 Penalty: 2724.558594 Iteration 5F: 3 clusters Score -32667.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Entering Unmasked Estep Score: -1626262.250000 Penalty: 2283.444336 Iteration 0F: 2 clusters Score -1626262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1618602.500000 Penalty: 4566.888672 Iteration 0F: 3 clusters Score -1618602 nChanged 4105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1620822.000000 Penalty: 4566.888672 Iteration 1F: 3 clusters Score -1620822 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1621143.750000 Penalty: 4566.888672 Iteration 2F: 3 clusters Score -1621144 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1621391.625000 Penalty: 4566.888672 Iteration 3F: 3 clusters Score -1621392 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1621585.250000 Penalty: 4566.888672 Iteration 4Q: 3 clusters Score -1621585 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1621758.250000 Penalty: 4566.888672 Iteration 5Q: 3 clusters Score -1621758 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1621933.750000 Penalty: 4566.888672 Iteration 6Q: 3 clusters Score -1621934 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1622127.125000 Penalty: 4566.888672 Iteration 7Q: 3 clusters Score -1622127 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1622312.000000 Penalty: 4566.888672 Iteration 8Q: 3 clusters Score -1622312 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1622488.375000 Penalty: 4566.888672 Iteration 9Q: 3 clusters Score -1622488 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1622662.000000 Penalty: 4566.888672 Iteration 10Q: 3 clusters Score -1622662 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1622844.500000 Penalty: 4566.888672 Iteration 11Q: 3 clusters Score -1622844 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1623011.500000 Penalty: 4566.888672 Iteration 12Q: 3 clusters Score -1623012 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1623160.000000 Penalty: 4566.888672 Iteration 13Q: 3 clusters Score -1623160 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1623320.000000 Penalty: 4566.888672 Iteration 14Q: 3 clusters Score -1623320 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1623444.375000 Penalty: 4566.888672 Iteration 15Q: 3 clusters Score -1623444 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1623548.500000 Penalty: 4566.888672 Iteration 16Q: 3 clusters Score -1623548 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1623659.375000 Penalty: 4566.888672 Iteration 17Q: 3 clusters Score -1623659 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1623755.250000 Penalty: 4566.888672 Iteration 18Q: 3 clusters Score -1623755 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1623850.000000 Penalty: 4566.888672 Iteration 19Q: 3 clusters Score -1623850 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1623920.250000 Penalty: 4566.888672 Iteration 20F: 3 clusters Score -1623920 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1623980.250000 Penalty: 4566.888672 Iteration 21Q: 3 clusters Score -1623980 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1624034.250000 Penalty: 4566.888672 Iteration 22Q: 3 clusters Score -1624034 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1624087.125000 Penalty: 4566.888672 Iteration 23Q: 3 clusters Score -1624087 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1624117.750000 Penalty: 4566.888672 Iteration 24Q: 3 clusters Score -1624118 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1624143.875000 Penalty: 4566.888672 Iteration 25Q: 3 clusters Score -1624144 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1624156.625000 Penalty: 4566.888672 Iteration 26Q: 3 clusters Score -1624157 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1624183.750000 Penalty: 4566.888672 Iteration 27Q: 3 clusters Score -1624184 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1624208.375000 Penalty: 4566.888672 Iteration 28Q: 3 clusters Score -1624208 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -1624230.250000 Penalty: 4566.888672 Iteration 29Q: 3 clusters Score -1624230 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1624252.875000 Penalty: 4566.888672 Iteration 30Q: 3 clusters Score -1624253 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1624265.750000 Penalty: 4566.888672 Iteration 31Q: 3 clusters Score -1624266 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1624272.500000 Penalty: 4566.888672 Iteration 32Q: 3 clusters Score -1624272 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1624279.875000 Penalty: 4566.888672 Iteration 33Q: 3 clusters Score -1624280 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1624291.000000 Penalty: 4566.888672 Iteration 34Q: 3 clusters Score -1624291 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1624295.875000 Penalty: 4566.888672 Iteration 35Q: 3 clusters Score -1624296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1624307.125000 Penalty: 4566.888672 Iteration 36Q: 3 clusters Score -1624307 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1624319.500000 Penalty: 4566.888672 Iteration 37Q: 3 clusters Score -1624320 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1624321.875000 Penalty: 4566.888672 Iteration 38Q: 3 clusters Score -1624322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1624328.875000 Penalty: 4566.888672 Iteration 39Q: 3 clusters Score -1624329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1624326.750000 Penalty: 4566.888672 Iteration 40F: 3 clusters Score -1624327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1624325.875000 Penalty: 4566.888672 Iteration 41Q: 3 clusters Score -1624326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1624327.875000 Penalty: 4566.888672 Iteration 42Q: 3 clusters Score -1624328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1624327.875000 Penalty: 4566.888672 Iteration 43F: 3 clusters Score -1624328 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21572 members Entering Unmasked Estep Score: -3573232.250000 Penalty: 2474.829590 Iteration 0F: 2 clusters Score -3573232 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 10754 members Entering Unmasked Estep Score: -3558147.500000 Penalty: 4949.659180 Iteration 0F: 3 clusters Score -3558148 nChanged 9545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -3563167.000000 Penalty: 4949.659180 Iteration 1F: 3 clusters Score -3563167 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -3563679.750000 Penalty: 4949.659180 Iteration 2F: 3 clusters Score -3563680 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 9788 members Entering Unmasked Estep Score: -3564228.000000 Penalty: 4949.659180 Iteration 3F: 3 clusters Score -3564228 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12290 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -3564842.000000 Penalty: 4949.659180 Iteration 4F: 3 clusters Score -3564842 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -3565514.500000 Penalty: 4949.659180 Iteration 5F: 3 clusters Score -3565514 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -3566261.500000 Penalty: 4949.659180 Iteration 6F: 3 clusters Score -3566262 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -3567008.500000 Penalty: 4949.659180 Iteration 7F: 3 clusters Score -3567008 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -3567812.500000 Penalty: 4949.659180 Iteration 8F: 3 clusters Score -3567812 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -3568613.750000 Penalty: 4949.659180 Iteration 9F: 3 clusters Score -3568614 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17577 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -3569363.750000 Penalty: 4949.659180 Iteration 10Q: 3 clusters Score -3569364 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18330 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -3569972.500000 Penalty: 4949.659180 Iteration 11Q: 3 clusters Score -3569972 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18962 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -3570476.250000 Penalty: 4949.659180 Iteration 12Q: 3 clusters Score -3570476 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19412 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -3570797.250000 Penalty: 4949.659180 Iteration 13Q: 3 clusters Score -3570797 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -3571033.250000 Penalty: 4949.659180 Iteration 14Q: 3 clusters Score -3571033 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -3571189.000000 Penalty: 4949.659180 Iteration 15Q: 3 clusters Score -3571189 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20115 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -3571299.500000 Penalty: 4949.659180 Iteration 16Q: 3 clusters Score -3571300 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20238 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3571386.250000 Penalty: 4949.659180 Iteration 17Q: 3 clusters Score -3571386 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -3571445.250000 Penalty: 4949.659180 Iteration 18Q: 3 clusters Score -3571445 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -3571489.250000 Penalty: 4949.659180 Iteration 19Q: 3 clusters Score -3571489 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20469 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -3571527.250000 Penalty: 4949.659180 Iteration 20F: 3 clusters Score -3571527 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20516 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -3571558.750000 Penalty: 4949.659180 Iteration 21Q: 3 clusters Score -3571559 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20552 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -3571583.000000 Penalty: 4949.659180 Iteration 22Q: 3 clusters Score -3571583 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20593 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -3571604.500000 Penalty: 4949.659180 Iteration 23Q: 3 clusters Score -3571604 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -3571620.000000 Penalty: 4949.659180 Iteration 24Q: 3 clusters Score -3571620 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -3571632.250000 Penalty: 4949.659180 Iteration 25Q: 3 clusters Score -3571632 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20657 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -3571637.250000 Penalty: 4949.659180 Iteration 26Q: 3 clusters Score -3571637 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20667 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -3571646.750000 Penalty: 4949.659180 Iteration 27Q: 3 clusters Score -3571647 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20677 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -3571653.250000 Penalty: 4949.659180 Iteration 28Q: 3 clusters Score -3571653 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20684 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -3571652.000000 Penalty: 4949.659180 Iteration 29Q: 3 clusters Score -3571652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20687 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -3571650.250000 Penalty: 4949.659180 Iteration 30Q: 3 clusters Score -3571650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20692 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -3571647.500000 Penalty: 4949.659180 Iteration 31Q: 3 clusters Score -3571648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20693 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -3571653.750000 Penalty: 4949.659180 Iteration 32Q: 3 clusters Score -3571654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20694 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -3571650.000000 Penalty: 4949.659180 Iteration 33Q: 3 clusters Score -3571650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20695 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -3571654.000000 Penalty: 4949.659180 Iteration 34Q: 3 clusters Score -3571654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20696 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -3571655.000000 Penalty: 4949.659180 Iteration 35Q: 3 clusters Score -3571655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20699 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -3571659.500000 Penalty: 4949.659180 Iteration 36Q: 3 clusters Score -3571660 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20700 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -3571656.000000 Penalty: 4949.659180 Iteration 37Q: 3 clusters Score -3571656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20701 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -3571660.000000 Penalty: 4949.659180 Iteration 38Q: 3 clusters Score -3571660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20701 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -3571660.000000 Penalty: 4949.659180 Iteration 39F: 3 clusters Score -3571660 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Entering Unmasked Estep Score: -69578.226562 Penalty: 1510.644897 Iteration 0F: 2 clusters Score -69578.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68136.718750 Penalty: 3021.289795 Iteration 0F: 3 clusters Score -68136.72 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68319.531250 Penalty: 3021.289795 Iteration 1F: 3 clusters Score -68319.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68362.406250 Penalty: 3021.289795 Iteration 2Q: 3 clusters Score -68362.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -68388.656250 Penalty: 3021.289795 Iteration 3Q: 3 clusters Score -68388.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -68400.312500 Penalty: 3021.289795 Iteration 4Q: 3 clusters Score -68400.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -68404.117188 Penalty: 3021.289795 Iteration 5Q: 3 clusters Score -68404.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -68404.750000 Penalty: 3021.289795 Iteration 6Q: 3 clusters Score -68404.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -68404.750000 Penalty: 3021.289795 Iteration 7F: 3 clusters Score -68404.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Entering Unmasked Estep Score: -1422095.125000 Penalty: 2256.514893 Iteration 0F: 2 clusters Score -1422095 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1415052.750000 Penalty: 4513.029785 Iteration 0F: 3 clusters Score -1415053 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1417325.750000 Penalty: 4513.029785 Iteration 1F: 3 clusters Score -1417326 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1417700.625000 Penalty: 4513.029785 Iteration 2F: 3 clusters Score -1417701 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1417936.250000 Penalty: 4513.029785 Iteration 3F: 3 clusters Score -1417936 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1418110.750000 Penalty: 4513.029785 Iteration 4Q: 3 clusters Score -1418111 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1418255.375000 Penalty: 4513.029785 Iteration 5Q: 3 clusters Score -1418255 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1418381.375000 Penalty: 4513.029785 Iteration 6Q: 3 clusters Score -1418381 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1418494.250000 Penalty: 4513.029785 Iteration 7Q: 3 clusters Score -1418494 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1418595.750000 Penalty: 4513.029785 Iteration 8Q: 3 clusters Score -1418596 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1418686.125000 Penalty: 4513.029785 Iteration 9Q: 3 clusters Score -1418686 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1418763.125000 Penalty: 4513.029785 Iteration 10Q: 3 clusters Score -1418763 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1418839.125000 Penalty: 4513.029785 Iteration 11Q: 3 clusters Score -1418839 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1418904.000000 Penalty: 4513.029785 Iteration 12Q: 3 clusters Score -1418904 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1418968.875000 Penalty: 4513.029785 Iteration 13Q: 3 clusters Score -1418969 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1419031.875000 Penalty: 4513.029785 Iteration 14Q: 3 clusters Score -1419032 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1419082.625000 Penalty: 4513.029785 Iteration 15Q: 3 clusters Score -1419083 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1419132.875000 Penalty: 4513.029785 Iteration 16Q: 3 clusters Score -1419133 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -1419186.125000 Penalty: 4513.029785 Iteration 17Q: 3 clusters Score -1419186 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1419238.625000 Penalty: 4513.029785 Iteration 18Q: 3 clusters Score -1419239 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -1419291.375000 Penalty: 4513.029785 Iteration 19Q: 3 clusters Score -1419291 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1419342.625000 Penalty: 4513.029785 Iteration 20F: 3 clusters Score -1419343 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1419398.750000 Penalty: 4513.029785 Iteration 21Q: 3 clusters Score -1419399 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1419457.250000 Penalty: 4513.029785 Iteration 22Q: 3 clusters Score -1419457 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1419520.125000 Penalty: 4513.029785 Iteration 23Q: 3 clusters Score -1419520 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -1419613.750000 Penalty: 4513.029785 Iteration 24Q: 3 clusters Score -1419614 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1419694.375000 Penalty: 4513.029785 Iteration 25Q: 3 clusters Score -1419694 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1419775.625000 Penalty: 4513.029785 Iteration 26Q: 3 clusters Score -1419776 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -1419833.625000 Penalty: 4513.029785 Iteration 27Q: 3 clusters Score -1419834 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1419884.000000 Penalty: 4513.029785 Iteration 28Q: 3 clusters Score -1419884 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1419926.750000 Penalty: 4513.029785 Iteration 29Q: 3 clusters Score -1419927 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1419966.875000 Penalty: 4513.029785 Iteration 30Q: 3 clusters Score -1419967 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1419995.375000 Penalty: 4513.029785 Iteration 31Q: 3 clusters Score -1419995 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1420036.875000 Penalty: 4513.029785 Iteration 32Q: 3 clusters Score -1420037 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1420066.125000 Penalty: 4513.029785 Iteration 33Q: 3 clusters Score -1420066 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1420089.625000 Penalty: 4513.029785 Iteration 34Q: 3 clusters Score -1420090 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1420114.875000 Penalty: 4513.029785 Iteration 35Q: 3 clusters Score -1420115 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1420128.500000 Penalty: 4513.029785 Iteration 36Q: 3 clusters Score -1420128 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1420152.375000 Penalty: 4513.029785 Iteration 37Q: 3 clusters Score -1420152 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1420173.500000 Penalty: 4513.029785 Iteration 38Q: 3 clusters Score -1420174 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1420184.500000 Penalty: 4513.029785 Iteration 39Q: 3 clusters Score -1420184 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1420202.750000 Penalty: 4513.029785 Iteration 40F: 3 clusters Score -1420203 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1420209.375000 Penalty: 4513.029785 Iteration 41Q: 3 clusters Score -1420209 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1420221.250000 Penalty: 4513.029785 Iteration 42Q: 3 clusters Score -1420221 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1420234.625000 Penalty: 4513.029785 Iteration 43Q: 3 clusters Score -1420235 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1420245.125000 Penalty: 4513.029785 Iteration 44Q: 3 clusters Score -1420245 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -1420257.625000 Penalty: 4513.029785 Iteration 45Q: 3 clusters Score -1420258 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1420264.875000 Penalty: 4513.029785 Iteration 46Q: 3 clusters Score -1420265 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1420272.125000 Penalty: 4513.029785 Iteration 47Q: 3 clusters Score -1420272 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1420285.375000 Penalty: 4513.029785 Iteration 48Q: 3 clusters Score -1420285 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1420292.250000 Penalty: 4513.029785 Iteration 49Q: 3 clusters Score -1420292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1420293.375000 Penalty: 4513.029785 Iteration 50Q: 3 clusters Score -1420293 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1420298.375000 Penalty: 4513.029785 Iteration 51Q: 3 clusters Score -1420298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1420300.125000 Penalty: 4513.029785 Iteration 52Q: 3 clusters Score -1420300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1420302.750000 Penalty: 4513.029785 Iteration 53Q: 3 clusters Score -1420303 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1420303.875000 Penalty: 4513.029785 Iteration 54Q: 3 clusters Score -1420304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1420304.875000 Penalty: 4513.029785 Iteration 55Q: 3 clusters Score -1420305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1420307.000000 Penalty: 4513.029785 Iteration 56Q: 3 clusters Score -1420307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1420308.750000 Penalty: 4513.029785 Iteration 57Q: 3 clusters Score -1420309 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1420307.500000 Penalty: 4513.029785 Iteration 58Q: 3 clusters Score -1420308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1420308.875000 Penalty: 4513.029785 Iteration 59Q: 3 clusters Score -1420309 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1420310.625000 Penalty: 4513.029785 Iteration 60F: 3 clusters Score -1420311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1420310.625000 Penalty: 4513.029785 Iteration 61Q: 3 clusters Score -1420311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1420316.250000 Penalty: 4513.029785 Iteration 62Q: 3 clusters Score -1420316 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1420319.250000 Penalty: 4513.029785 Iteration 63Q: 3 clusters Score -1420319 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1420320.000000 Penalty: 4513.029785 Iteration 64Q: 3 clusters Score -1420320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1420320.125000 Penalty: 4513.029785 Iteration 65Q: 3 clusters Score -1420320 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1420320.125000 Penalty: 4513.029785 Iteration 66F: 3 clusters Score -1420320 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -18339.519531 Penalty: 1223.749512 Iteration 0F: 2 clusters Score -18339.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -17423.771484 Penalty: 2447.499023 Iteration 0F: 3 clusters Score -17423.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -17514.996094 Penalty: 2447.499023 Iteration 1F: 3 clusters Score -17515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17534.156250 Penalty: 2447.499023 Iteration 2Q: 3 clusters Score -17534.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -17534.156250 Penalty: 2447.499023 Iteration 3F: 3 clusters Score -17534.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Entering Unmasked Estep Score: -658846.125000 Penalty: 2065.036133 Iteration 0F: 2 clusters Score -658846.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -654858.312500 Penalty: 4130.072266 Iteration 0F: 3 clusters Score -654858.3 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -655814.687500 Penalty: 4130.072266 Iteration 1F: 3 clusters Score -655814.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -656002.437500 Penalty: 4130.072266 Iteration 2F: 3 clusters Score -656002.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -656132.312500 Penalty: 4130.072266 Iteration 3Q: 3 clusters Score -656132.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -656226.812500 Penalty: 4130.072266 Iteration 4Q: 3 clusters Score -656226.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -656316.437500 Penalty: 4130.072266 Iteration 5Q: 3 clusters Score -656316.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -656405.750000 Penalty: 4130.072266 Iteration 6Q: 3 clusters Score -656405.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -656466.937500 Penalty: 4130.072266 Iteration 7Q: 3 clusters Score -656466.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -656523.875000 Penalty: 4130.072266 Iteration 8Q: 3 clusters Score -656523.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -656568.812500 Penalty: 4130.072266 Iteration 9Q: 3 clusters Score -656568.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -656601.687500 Penalty: 4130.072266 Iteration 10Q: 3 clusters Score -656601.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -656629.812500 Penalty: 4130.072266 Iteration 11Q: 3 clusters Score -656629.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -656659.000000 Penalty: 4130.072266 Iteration 12Q: 3 clusters Score -656659 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -656685.750000 Penalty: 4130.072266 Iteration 13Q: 3 clusters Score -656685.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -656703.437500 Penalty: 4130.072266 Iteration 14Q: 3 clusters Score -656703.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -656720.750000 Penalty: 4130.072266 Iteration 15Q: 3 clusters Score -656720.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -656734.750000 Penalty: 4130.072266 Iteration 16Q: 3 clusters Score -656734.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -656751.812500 Penalty: 4130.072266 Iteration 17Q: 3 clusters Score -656751.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -656768.437500 Penalty: 4130.072266 Iteration 18Q: 3 clusters Score -656768.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -656778.000000 Penalty: 4130.072266 Iteration 19Q: 3 clusters Score -656778 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -656791.062500 Penalty: 4130.072266 Iteration 20F: 3 clusters Score -656791.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -656801.062500 Penalty: 4130.072266 Iteration 21Q: 3 clusters Score -656801.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -656807.312500 Penalty: 4130.072266 Iteration 22Q: 3 clusters Score -656807.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -656813.250000 Penalty: 4130.072266 Iteration 23Q: 3 clusters Score -656813.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -656816.000000 Penalty: 4130.072266 Iteration 24Q: 3 clusters Score -656816 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -656821.187500 Penalty: 4130.072266 Iteration 25Q: 3 clusters Score -656821.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -656825.937500 Penalty: 4130.072266 Iteration 26Q: 3 clusters Score -656825.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -656833.687500 Penalty: 4130.072266 Iteration 27Q: 3 clusters Score -656833.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -656838.875000 Penalty: 4130.072266 Iteration 28Q: 3 clusters Score -656838.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -656846.562500 Penalty: 4130.072266 Iteration 29Q: 3 clusters Score -656846.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -656852.562500 Penalty: 4130.072266 Iteration 30Q: 3 clusters Score -656852.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -656857.250000 Penalty: 4130.072266 Iteration 31Q: 3 clusters Score -656857.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -656860.812500 Penalty: 4130.072266 Iteration 32Q: 3 clusters Score -656860.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -656862.187500 Penalty: 4130.072266 Iteration 33Q: 3 clusters Score -656862.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -656864.937500 Penalty: 4130.072266 Iteration 34Q: 3 clusters Score -656864.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -656866.250000 Penalty: 4130.072266 Iteration 35Q: 3 clusters Score -656866.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -656866.687500 Penalty: 4130.072266 Iteration 36Q: 3 clusters Score -656866.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -656866.687500 Penalty: 4130.072266 Iteration 37F: 3 clusters Score -656866.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Entering Unmasked Estep Score: -871226.312500 Penalty: 2123.749023 Iteration 0F: 2 clusters Score -871226.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -866491.375000 Penalty: 4247.498047 Iteration 0F: 3 clusters Score -866491.4 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -867613.750000 Penalty: 4247.498047 Iteration 1F: 3 clusters Score -867613.8 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -867878.375000 Penalty: 4247.498047 Iteration 2F: 3 clusters Score -867878.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -868033.250000 Penalty: 4247.498047 Iteration 3Q: 3 clusters Score -868033.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -868132.375000 Penalty: 4247.498047 Iteration 4Q: 3 clusters Score -868132.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -868213.375000 Penalty: 4247.498047 Iteration 5Q: 3 clusters Score -868213.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -868288.812500 Penalty: 4247.498047 Iteration 6Q: 3 clusters Score -868288.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -868372.687500 Penalty: 4247.498047 Iteration 7Q: 3 clusters Score -868372.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -868466.625000 Penalty: 4247.498047 Iteration 8Q: 3 clusters Score -868466.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -868578.187500 Penalty: 4247.498047 Iteration 9Q: 3 clusters Score -868578.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -868725.875000 Penalty: 4247.498047 Iteration 10Q: 3 clusters Score -868725.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -868893.875000 Penalty: 4247.498047 Iteration 11Q: 3 clusters Score -868893.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -869089.562500 Penalty: 4247.498047 Iteration 12Q: 3 clusters Score -869089.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -869274.000000 Penalty: 4247.498047 Iteration 13Q: 3 clusters Score -869274 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -869396.625000 Penalty: 4247.498047 Iteration 14Q: 3 clusters Score -869396.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -869472.875000 Penalty: 4247.498047 Iteration 15Q: 3 clusters Score -869472.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -869522.062500 Penalty: 4247.498047 Iteration 16Q: 3 clusters Score -869522.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -869558.500000 Penalty: 4247.498047 Iteration 17Q: 3 clusters Score -869558.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -869589.125000 Penalty: 4247.498047 Iteration 18Q: 3 clusters Score -869589.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -869611.312500 Penalty: 4247.498047 Iteration 19Q: 3 clusters Score -869611.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -869624.437500 Penalty: 4247.498047 Iteration 20F: 3 clusters Score -869624.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -869635.687500 Penalty: 4247.498047 Iteration 21Q: 3 clusters Score -869635.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -869652.000000 Penalty: 4247.498047 Iteration 22Q: 3 clusters Score -869652 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -869660.875000 Penalty: 4247.498047 Iteration 23Q: 3 clusters Score -869660.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -869669.812500 Penalty: 4247.498047 Iteration 24Q: 3 clusters Score -869669.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -869673.000000 Penalty: 4247.498047 Iteration 25Q: 3 clusters Score -869673 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -869680.000000 Penalty: 4247.498047 Iteration 26Q: 3 clusters Score -869680 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -869683.062500 Penalty: 4247.498047 Iteration 27Q: 3 clusters Score -869683.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -869685.687500 Penalty: 4247.498047 Iteration 28Q: 3 clusters Score -869685.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -869685.562500 Penalty: 4247.498047 Iteration 29Q: 3 clusters Score -869685.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -869685.562500 Penalty: 4247.498047 Iteration 30F: 3 clusters Score -869685.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Entering Unmasked Estep Score: -1808172.875000 Penalty: 2297.348633 Iteration 0F: 2 clusters Score -1808173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1800149.375000 Penalty: 4594.697266 Iteration 0F: 3 clusters Score -1800149 nChanged 4423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1802454.000000 Penalty: 4594.697266 Iteration 1F: 3 clusters Score -1802454 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1802717.375000 Penalty: 4594.697266 Iteration 2F: 3 clusters Score -1802717 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1802875.625000 Penalty: 4594.697266 Iteration 3Q: 3 clusters Score -1802876 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1802978.875000 Penalty: 4594.697266 Iteration 4Q: 3 clusters Score -1802979 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1803071.125000 Penalty: 4594.697266 Iteration 5Q: 3 clusters Score -1803071 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1803172.000000 Penalty: 4594.697266 Iteration 6Q: 3 clusters Score -1803172 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -1803274.000000 Penalty: 4594.697266 Iteration 7Q: 3 clusters Score -1803274 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1803398.750000 Penalty: 4594.697266 Iteration 8Q: 3 clusters Score -1803399 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1803527.875000 Penalty: 4594.697266 Iteration 9Q: 3 clusters Score -1803528 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1803681.000000 Penalty: 4594.697266 Iteration 10Q: 3 clusters Score -1803681 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1803866.000000 Penalty: 4594.697266 Iteration 11Q: 3 clusters Score -1803866 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1804084.125000 Penalty: 4594.697266 Iteration 12Q: 3 clusters Score -1804084 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -1804369.125000 Penalty: 4594.697266 Iteration 13Q: 3 clusters Score -1804369 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1804712.125000 Penalty: 4594.697266 Iteration 14Q: 3 clusters Score -1804712 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -1805029.875000 Penalty: 4594.697266 Iteration 15Q: 3 clusters Score -1805030 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1805297.500000 Penalty: 4594.697266 Iteration 16Q: 3 clusters Score -1805298 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1805506.250000 Penalty: 4594.697266 Iteration 17Q: 3 clusters Score -1805506 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1805685.125000 Penalty: 4594.697266 Iteration 18Q: 3 clusters Score -1805685 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1805813.500000 Penalty: 4594.697266 Iteration 19Q: 3 clusters Score -1805814 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1805891.750000 Penalty: 4594.697266 Iteration 20F: 3 clusters Score -1805892 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1805948.875000 Penalty: 4594.697266 Iteration 21Q: 3 clusters Score -1805949 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1805985.750000 Penalty: 4594.697266 Iteration 22Q: 3 clusters Score -1805986 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -1806013.000000 Penalty: 4594.697266 Iteration 23Q: 3 clusters Score -1806013 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10156 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1806046.375000 Penalty: 4594.697266 Iteration 24Q: 3 clusters Score -1806046 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1806074.250000 Penalty: 4594.697266 Iteration 25Q: 3 clusters Score -1806074 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1806100.500000 Penalty: 4594.697266 Iteration 26Q: 3 clusters Score -1806100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1806108.875000 Penalty: 4594.697266 Iteration 27Q: 3 clusters Score -1806109 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1806115.000000 Penalty: 4594.697266 Iteration 28Q: 3 clusters Score -1806115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1806120.125000 Penalty: 4594.697266 Iteration 29Q: 3 clusters Score -1806120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1806126.625000 Penalty: 4594.697266 Iteration 30Q: 3 clusters Score -1806127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1806128.250000 Penalty: 4594.697266 Iteration 31Q: 3 clusters Score -1806128 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1806128.250000 Penalty: 4594.697266 Iteration 32F: 3 clusters Score -1806128 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (46089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46089 members Entering Unmasked Estep Score: -7537758.000000 Penalty: 2663.105713 Iteration 0F: 2 clusters Score -7537758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23050 members Mstep: Class 2 contains 23039 members Entering Unmasked Estep Score: -7506836.500000 Penalty: 5326.211426 Iteration 0F: 3 clusters Score -7506836 nChanged 21167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23143 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -7518676.500000 Penalty: 5326.211426 Iteration 1F: 3 clusters Score -7518676 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23198 members Mstep: Class 2 contains 22891 members Entering Unmasked Estep Score: -7519454.000000 Penalty: 5326.211426 Iteration 2Q: 3 clusters Score -7519454 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23304 members Mstep: Class 2 contains 22785 members Entering Unmasked Estep Score: -7520290.000000 Penalty: 5326.211426 Iteration 3Q: 3 clusters Score -7520290 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23471 members Mstep: Class 2 contains 22618 members Entering Unmasked Estep Score: -7521385.500000 Penalty: 5326.211426 Iteration 4Q: 3 clusters Score -7521386 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23749 members Mstep: Class 2 contains 22340 members Entering Unmasked Estep Score: -7522531.500000 Penalty: 5326.211426 Iteration 5F: 3 clusters Score -7522532 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 21842 members Entering Unmasked Estep Score: -7523528.000000 Penalty: 5326.211426 Iteration 6F: 3 clusters Score -7523528 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24855 members Mstep: Class 2 contains 21234 members Entering Unmasked Estep Score: -7524472.000000 Penalty: 5326.211426 Iteration 7Q: 3 clusters Score -7524472 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25722 members Mstep: Class 2 contains 20367 members Entering Unmasked Estep Score: -7525326.500000 Penalty: 5326.211426 Iteration 8Q: 3 clusters Score -7525326 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26805 members Mstep: Class 2 contains 19284 members Entering Unmasked Estep Score: -7526247.000000 Penalty: 5326.211426 Iteration 9Q: 3 clusters Score -7526247 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28073 members Mstep: Class 2 contains 18016 members Entering Unmasked Estep Score: -7527241.500000 Penalty: 5326.211426 Iteration 10Q: 3 clusters Score -7527242 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29504 members Mstep: Class 2 contains 16585 members Entering Unmasked Estep Score: -7528313.500000 Penalty: 5326.211426 Iteration 11Q: 3 clusters Score -7528314 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 15138 members Entering Unmasked Estep Score: -7529407.500000 Penalty: 5326.211426 Iteration 12Q: 3 clusters Score -7529408 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32451 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -7530417.000000 Penalty: 5326.211426 Iteration 13Q: 3 clusters Score -7530417 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33820 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -7531355.500000 Penalty: 5326.211426 Iteration 14Q: 3 clusters Score -7531356 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35046 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -7532073.000000 Penalty: 5326.211426 Iteration 15Q: 3 clusters Score -7532073 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36154 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -7532652.000000 Penalty: 5326.211426 Iteration 16Q: 3 clusters Score -7532652 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37215 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -7533229.500000 Penalty: 5326.211426 Iteration 17Q: 3 clusters Score -7533230 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38241 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -7533841.500000 Penalty: 5326.211426 Iteration 18Q: 3 clusters Score -7533842 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39173 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -7534467.000000 Penalty: 5326.211426 Iteration 19Q: 3 clusters Score -7534467 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39991 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -7534998.000000 Penalty: 5326.211426 Iteration 20F: 3 clusters Score -7534998 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40713 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -7535575.500000 Penalty: 5326.211426 Iteration 21Q: 3 clusters Score -7535576 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41302 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -7536001.500000 Penalty: 5326.211426 Iteration 22Q: 3 clusters Score -7536002 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41776 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -7536301.000000 Penalty: 5326.211426 Iteration 23Q: 3 clusters Score -7536301 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42106 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -7536473.500000 Penalty: 5326.211426 Iteration 24Q: 3 clusters Score -7536474 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42366 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -7536628.500000 Penalty: 5326.211426 Iteration 25Q: 3 clusters Score -7536628 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42607 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -7536722.500000 Penalty: 5326.211426 Iteration 26Q: 3 clusters Score -7536722 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42784 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -7536791.500000 Penalty: 5326.211426 Iteration 27Q: 3 clusters Score -7536792 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42922 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -7536848.000000 Penalty: 5326.211426 Iteration 28Q: 3 clusters Score -7536848 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43027 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -7536877.500000 Penalty: 5326.211426 Iteration 29Q: 3 clusters Score -7536878 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43113 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -7536897.500000 Penalty: 5326.211426 Iteration 30Q: 3 clusters Score -7536898 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43189 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -7536911.500000 Penalty: 5326.211426 Iteration 31Q: 3 clusters Score -7536912 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43244 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -7536926.000000 Penalty: 5326.211426 Iteration 32Q: 3 clusters Score -7536926 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43287 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -7536930.500000 Penalty: 5326.211426 Iteration 33Q: 3 clusters Score -7536930 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43319 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -7536950.000000 Penalty: 5326.211426 Iteration 34Q: 3 clusters Score -7536950 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43349 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -7536964.500000 Penalty: 5326.211426 Iteration 35Q: 3 clusters Score -7536964 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43382 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -7536967.000000 Penalty: 5326.211426 Iteration 36Q: 3 clusters Score -7536967 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43421 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -7536988.000000 Penalty: 5326.211426 Iteration 37Q: 3 clusters Score -7536988 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43456 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -7537007.000000 Penalty: 5326.211426 Iteration 38Q: 3 clusters Score -7537007 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43488 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -7537003.500000 Penalty: 5326.211426 Iteration 39Q: 3 clusters Score -7537004 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43516 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -7537021.000000 Penalty: 5326.211426 Iteration 40F: 3 clusters Score -7537021 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43538 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -7537023.500000 Penalty: 5326.211426 Iteration 41Q: 3 clusters Score -7537024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43554 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -7537023.500000 Penalty: 5326.211426 Iteration 42Q: 3 clusters Score -7537024 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43569 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -7537025.000000 Penalty: 5326.211426 Iteration 43Q: 3 clusters Score -7537025 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43586 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -7537031.500000 Penalty: 5326.211426 Iteration 44Q: 3 clusters Score -7537032 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43602 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -7537032.000000 Penalty: 5326.211426 Iteration 45Q: 3 clusters Score -7537032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43611 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -7537030.000000 Penalty: 5326.211426 Iteration 46Q: 3 clusters Score -7537030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43621 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -7537045.500000 Penalty: 5326.211426 Iteration 47Q: 3 clusters Score -7537046 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43628 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -7537050.000000 Penalty: 5326.211426 Iteration 48Q: 3 clusters Score -7537050 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43636 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -7537068.500000 Penalty: 5326.211426 Iteration 49Q: 3 clusters Score -7537068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43644 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -7537044.500000 Penalty: 5326.211426 Iteration 50Q: 3 clusters Score -7537044 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43653 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -7537063.000000 Penalty: 5326.211426 Iteration 51Q: 3 clusters Score -7537063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43664 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -7537068.000000 Penalty: 5326.211426 Iteration 52Q: 3 clusters Score -7537068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43671 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -7537076.500000 Penalty: 5326.211426 Iteration 53Q: 3 clusters Score -7537076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43679 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -7537073.000000 Penalty: 5326.211426 Iteration 54Q: 3 clusters Score -7537073 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43687 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -7537064.000000 Penalty: 5326.211426 Iteration 55Q: 3 clusters Score -7537064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43690 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -7537061.000000 Penalty: 5326.211426 Iteration 56Q: 3 clusters Score -7537061 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43693 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -7537063.000000 Penalty: 5326.211426 Iteration 57Q: 3 clusters Score -7537063 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43697 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -7537059.500000 Penalty: 5326.211426 Iteration 58Q: 3 clusters Score -7537060 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43698 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -7537063.000000 Penalty: 5326.211426 Iteration 59Q: 3 clusters Score -7537063 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43700 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -7537069.000000 Penalty: 5326.211426 Iteration 60F: 3 clusters Score -7537069 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43699 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -7537057.000000 Penalty: 5326.211426 Iteration 61Q: 3 clusters Score -7537057 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43699 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -7537057.000000 Penalty: 5326.211426 Iteration 62F: 3 clusters Score -7537057 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -32455.439453 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -32455.44 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 98 members Entering Unmasked Estep Score: -31321.904297 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -31321.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31381.738281 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -31381.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31387.351562 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -31387.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31387.351562 Penalty: 2659.200928 Iteration 3F: 3 clusters Score -31387.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -104896.437500 Penalty: 1632.342163 Iteration 0F: 2 clusters Score -104896.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -103326.460938 Penalty: 3264.684326 Iteration 0F: 3 clusters Score -103326.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -103999.304688 Penalty: 3264.684326 Iteration 1F: 3 clusters Score -103999.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -104225.437500 Penalty: 3264.684326 Iteration 2F: 3 clusters Score -104225.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -104335.750000 Penalty: 3264.684326 Iteration 3F: 3 clusters Score -104335.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -104383.148438 Penalty: 3264.684326 Iteration 4Q: 3 clusters Score -104383.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -104416.921875 Penalty: 3264.684326 Iteration 5Q: 3 clusters Score -104416.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -104459.335938 Penalty: 3264.684326 Iteration 6Q: 3 clusters Score -104459.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -104494.890625 Penalty: 3264.684326 Iteration 7Q: 3 clusters Score -104494.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -104554.468750 Penalty: 3264.684326 Iteration 8Q: 3 clusters Score -104554.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -104656.828125 Penalty: 3264.684326 Iteration 9Q: 3 clusters Score -104656.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -104718.343750 Penalty: 3264.684326 Iteration 10Q: 3 clusters Score -104718.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -104799.593750 Penalty: 3264.684326 Iteration 11Q: 3 clusters Score -104799.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -104863.007812 Penalty: 3264.684326 Iteration 12Q: 3 clusters Score -104863 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -104932.445312 Penalty: 3264.684326 Iteration 13Q: 3 clusters Score -104932.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -105031.234375 Penalty: 3264.684326 Iteration 14Q: 3 clusters Score -105031.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -105100.070312 Penalty: 3264.684326 Iteration 15Q: 3 clusters Score -105100.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -105124.890625 Penalty: 3264.684326 Iteration 16Q: 3 clusters Score -105124.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -105134.312500 Penalty: 3264.684326 Iteration 17Q: 3 clusters Score -105134.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -105139.679688 Penalty: 3264.684326 Iteration 18Q: 3 clusters Score -105139.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -105142.742188 Penalty: 3264.684326 Iteration 19Q: 3 clusters Score -105142.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -105148.835938 Penalty: 3264.684326 Iteration 20F: 3 clusters Score -105148.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -105160.750000 Penalty: 3264.684326 Iteration 21Q: 3 clusters Score -105160.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -105169.351562 Penalty: 3264.684326 Iteration 22Q: 3 clusters Score -105169.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -105173.117188 Penalty: 3264.684326 Iteration 23Q: 3 clusters Score -105173.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -105173.117188 Penalty: 3264.684326 Iteration 24F: 3 clusters Score -105173.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 12719 members Mstep: Class 3 contains 3273 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 21572 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 8945 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 4133 members Mstep: Class 14 contains 5237 members Mstep: Class 15 contains 10546 members Mstep: Class 16 contains 46089 members Mstep: Class 17 contains 213 members Mstep: Class 18 contains 302 members Mstep: Class 19 contains 15411 members Mstep: Class 20 contains 7171 members Mstep: Class 21 contains 556 members Mstep: Class 22 contains 10235 members Mstep: Class 23 contains 1725 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 24164 members Mstep: Class 26 contains 84 members Mstep: Class 27 contains 4285 members Mstep: Class 28 contains 48308 members Mstep: Class 29 contains 8703 members Mstep: Class 30 contains 16263 members Mstep: Class 31 contains 524 members Mstep: Class 32 contains 159 members Mstep: Class 33 contains 7864 members Mstep: Class 34 contains 1019 members Mstep: Class 35 contains 10188 members Mstep: Class 36 contains 182 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 17533 members Mstep: Class 39 contains 420 members Entering Unmasked Estep Score: -51831208.000000 Penalty: 122686.585938 Splitting cluster 18 changes total score from -51832488.000000 to -51831208.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (15411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Entering Unmasked Estep Score: -2371171.000000 Penalty: 2391.423584 Iteration 0F: 2 clusters Score -2371171 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -2360052.250000 Penalty: 4782.847168 Iteration 0F: 3 clusters Score -2360052 nChanged 6619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -2363811.750000 Penalty: 4782.847168 Iteration 1F: 3 clusters Score -2363812 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -2364340.000000 Penalty: 4782.847168 Iteration 2F: 3 clusters Score -2364340 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -2364815.500000 Penalty: 4782.847168 Iteration 3F: 3 clusters Score -2364816 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -2365272.750000 Penalty: 4782.847168 Iteration 4F: 3 clusters Score -2365273 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -2365734.000000 Penalty: 4782.847168 Iteration 5Q: 3 clusters Score -2365734 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -2366165.250000 Penalty: 4782.847168 Iteration 6Q: 3 clusters Score -2366165 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -2366564.250000 Penalty: 4782.847168 Iteration 7Q: 3 clusters Score -2366564 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -2366862.750000 Penalty: 4782.847168 Iteration 8Q: 3 clusters Score -2366863 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -2367161.250000 Penalty: 4782.847168 Iteration 9Q: 3 clusters Score -2367161 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -2367434.750000 Penalty: 4782.847168 Iteration 10Q: 3 clusters Score -2367435 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2367661.500000 Penalty: 4782.847168 Iteration 11Q: 3 clusters Score -2367662 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -2367823.750000 Penalty: 4782.847168 Iteration 12Q: 3 clusters Score -2367824 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -2367958.750000 Penalty: 4782.847168 Iteration 13Q: 3 clusters Score -2367959 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -2368076.750000 Penalty: 4782.847168 Iteration 14Q: 3 clusters Score -2368077 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -2368189.000000 Penalty: 4782.847168 Iteration 15Q: 3 clusters Score -2368189 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -2368272.000000 Penalty: 4782.847168 Iteration 16Q: 3 clusters Score -2368272 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -2368355.750000 Penalty: 4782.847168 Iteration 17Q: 3 clusters Score -2368356 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -2368424.000000 Penalty: 4782.847168 Iteration 18Q: 3 clusters Score -2368424 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -2368499.000000 Penalty: 4782.847168 Iteration 19Q: 3 clusters Score -2368499 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -2368561.000000 Penalty: 4782.847168 Iteration 20F: 3 clusters Score -2368561 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -2368631.250000 Penalty: 4782.847168 Iteration 21Q: 3 clusters Score -2368631 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -2368707.750000 Penalty: 4782.847168 Iteration 22Q: 3 clusters Score -2368708 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12137 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -2368771.500000 Penalty: 4782.847168 Iteration 23Q: 3 clusters Score -2368772 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -2368829.750000 Penalty: 4782.847168 Iteration 24Q: 3 clusters Score -2368830 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -2368892.000000 Penalty: 4782.847168 Iteration 25Q: 3 clusters Score -2368892 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -2368960.500000 Penalty: 4782.847168 Iteration 26Q: 3 clusters Score -2368960 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12758 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -2369022.000000 Penalty: 4782.847168 Iteration 27Q: 3 clusters Score -2369022 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12892 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -2369087.000000 Penalty: 4782.847168 Iteration 28Q: 3 clusters Score -2369087 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13001 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -2369129.250000 Penalty: 4782.847168 Iteration 29Q: 3 clusters Score -2369129 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13107 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -2369173.000000 Penalty: 4782.847168 Iteration 30Q: 3 clusters Score -2369173 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -2369214.750000 Penalty: 4782.847168 Iteration 31Q: 3 clusters Score -2369215 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -2369248.500000 Penalty: 4782.847168 Iteration 32Q: 3 clusters Score -2369248 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13372 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -2369282.250000 Penalty: 4782.847168 Iteration 33Q: 3 clusters Score -2369282 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13453 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -2369313.250000 Penalty: 4782.847168 Iteration 34Q: 3 clusters Score -2369313 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -2369344.750000 Penalty: 4782.847168 Iteration 35Q: 3 clusters Score -2369345 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -2369365.000000 Penalty: 4782.847168 Iteration 36Q: 3 clusters Score -2369365 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13631 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -2369384.750000 Penalty: 4782.847168 Iteration 37Q: 3 clusters Score -2369385 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -2369412.750000 Penalty: 4782.847168 Iteration 38Q: 3 clusters Score -2369413 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -2369430.500000 Penalty: 4782.847168 Iteration 39Q: 3 clusters Score -2369430 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -2369447.500000 Penalty: 4782.847168 Iteration 40F: 3 clusters Score -2369448 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -2369469.250000 Penalty: 4782.847168 Iteration 41Q: 3 clusters Score -2369469 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13852 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -2369490.000000 Penalty: 4782.847168 Iteration 42Q: 3 clusters Score -2369490 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -2369495.750000 Penalty: 4782.847168 Iteration 43Q: 3 clusters Score -2369496 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13901 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -2369508.750000 Penalty: 4782.847168 Iteration 44Q: 3 clusters Score -2369509 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13930 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -2369525.250000 Penalty: 4782.847168 Iteration 45Q: 3 clusters Score -2369525 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -2369537.500000 Penalty: 4782.847168 Iteration 46Q: 3 clusters Score -2369538 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -2369548.250000 Penalty: 4782.847168 Iteration 47Q: 3 clusters Score -2369548 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -2369559.750000 Penalty: 4782.847168 Iteration 48Q: 3 clusters Score -2369560 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -2369558.250000 Penalty: 4782.847168 Iteration 49Q: 3 clusters Score -2369558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14014 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -2369566.250000 Penalty: 4782.847168 Iteration 50Q: 3 clusters Score -2369566 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -2369568.500000 Penalty: 4782.847168 Iteration 51Q: 3 clusters Score -2369568 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -2369576.250000 Penalty: 4782.847168 Iteration 52Q: 3 clusters Score -2369576 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14051 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -2369580.250000 Penalty: 4782.847168 Iteration 53Q: 3 clusters Score -2369580 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -2369584.250000 Penalty: 4782.847168 Iteration 54Q: 3 clusters Score -2369584 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -2369593.000000 Penalty: 4782.847168 Iteration 55Q: 3 clusters Score -2369593 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14083 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -2369593.000000 Penalty: 4782.847168 Iteration 56Q: 3 clusters Score -2369593 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -2369594.250000 Penalty: 4782.847168 Iteration 57Q: 3 clusters Score -2369594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -2369600.500000 Penalty: 4782.847168 Iteration 58Q: 3 clusters Score -2369600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14111 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -2369609.000000 Penalty: 4782.847168 Iteration 59Q: 3 clusters Score -2369609 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14119 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -2369610.250000 Penalty: 4782.847168 Iteration 60F: 3 clusters Score -2369610 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14124 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -2369614.500000 Penalty: 4782.847168 Iteration 61Q: 3 clusters Score -2369614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14129 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -2369615.500000 Penalty: 4782.847168 Iteration 62Q: 3 clusters Score -2369616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14130 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -2369616.000000 Penalty: 4782.847168 Iteration 63Q: 3 clusters Score -2369616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -2369617.250000 Penalty: 4782.847168 Iteration 64Q: 3 clusters Score -2369617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2369615.750000 Penalty: 4782.847168 Iteration 65Q: 3 clusters Score -2369616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -2369616.250000 Penalty: 4782.847168 Iteration 66Q: 3 clusters Score -2369616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2369616.500000 Penalty: 4782.847168 Iteration 67Q: 3 clusters Score -2369616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2369616.500000 Penalty: 4782.847168 Iteration 68F: 3 clusters Score -2369616 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Entering Unmasked Estep Score: -1180030.500000 Penalty: 2201.694336 Iteration 0F: 2 clusters Score -1180030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1174161.500000 Penalty: 4403.388672 Iteration 0F: 3 clusters Score -1174162 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1175804.125000 Penalty: 4403.388672 Iteration 1F: 3 clusters Score -1175804 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1176089.875000 Penalty: 4403.388672 Iteration 2F: 3 clusters Score -1176090 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1176313.625000 Penalty: 4403.388672 Iteration 3F: 3 clusters Score -1176314 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1176484.750000 Penalty: 4403.388672 Iteration 4Q: 3 clusters Score -1176485 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1176633.250000 Penalty: 4403.388672 Iteration 5Q: 3 clusters Score -1176633 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1176786.875000 Penalty: 4403.388672 Iteration 6Q: 3 clusters Score -1176787 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1176932.625000 Penalty: 4403.388672 Iteration 7Q: 3 clusters Score -1176933 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1177089.500000 Penalty: 4403.388672 Iteration 8Q: 3 clusters Score -1177090 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1177283.375000 Penalty: 4403.388672 Iteration 9Q: 3 clusters Score -1177283 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1177527.125000 Penalty: 4403.388672 Iteration 10Q: 3 clusters Score -1177527 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1177786.250000 Penalty: 4403.388672 Iteration 11Q: 3 clusters Score -1177786 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1178010.250000 Penalty: 4403.388672 Iteration 12Q: 3 clusters Score -1178010 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1178148.750000 Penalty: 4403.388672 Iteration 13Q: 3 clusters Score -1178149 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1178241.000000 Penalty: 4403.388672 Iteration 14Q: 3 clusters Score -1178241 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1178296.625000 Penalty: 4403.388672 Iteration 15Q: 3 clusters Score -1178297 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1178341.000000 Penalty: 4403.388672 Iteration 16Q: 3 clusters Score -1178341 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -1178371.500000 Penalty: 4403.388672 Iteration 17Q: 3 clusters Score -1178372 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1178391.375000 Penalty: 4403.388672 Iteration 18Q: 3 clusters Score -1178391 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1178407.125000 Penalty: 4403.388672 Iteration 19Q: 3 clusters Score -1178407 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1178415.125000 Penalty: 4403.388672 Iteration 20F: 3 clusters Score -1178415 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1178423.750000 Penalty: 4403.388672 Iteration 21Q: 3 clusters Score -1178424 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1178428.750000 Penalty: 4403.388672 Iteration 22Q: 3 clusters Score -1178429 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1178431.875000 Penalty: 4403.388672 Iteration 23Q: 3 clusters Score -1178432 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1178433.000000 Penalty: 4403.388672 Iteration 24Q: 3 clusters Score -1178433 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1178435.625000 Penalty: 4403.388672 Iteration 25Q: 3 clusters Score -1178436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1178437.375000 Penalty: 4403.388672 Iteration 26Q: 3 clusters Score -1178437 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1178438.625000 Penalty: 4403.388672 Iteration 27Q: 3 clusters Score -1178439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1178442.125000 Penalty: 4403.388672 Iteration 28Q: 3 clusters Score -1178442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1178442.625000 Penalty: 4403.388672 Iteration 29Q: 3 clusters Score -1178443 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -1178443.125000 Penalty: 4403.388672 Iteration 30Q: 3 clusters Score -1178443 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -1178448.250000 Penalty: 4403.388672 Iteration 31Q: 3 clusters Score -1178448 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1178448.625000 Penalty: 4403.388672 Iteration 32Q: 3 clusters Score -1178449 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -1178448.250000 Penalty: 4403.388672 Iteration 33Q: 3 clusters Score -1178448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -1178449.250000 Penalty: 4403.388672 Iteration 34Q: 3 clusters Score -1178449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1178450.125000 Penalty: 4403.388672 Iteration 35Q: 3 clusters Score -1178450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1178449.250000 Penalty: 4403.388672 Iteration 36Q: 3 clusters Score -1178449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1178450.125000 Penalty: 4403.388672 Iteration 37Q: 3 clusters Score -1178450 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1178450.125000 Penalty: 4403.388672 Iteration 38F: 3 clusters Score -1178450 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Entering Unmasked Estep Score: -86521.921875 Penalty: 1567.550537 Iteration 0F: 2 clusters Score -86521.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -84983.390625 Penalty: 3135.101074 Iteration 0F: 3 clusters Score -84983.39 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -85166.062500 Penalty: 3135.101074 Iteration 1F: 3 clusters Score -85166.06 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -85238.375000 Penalty: 3135.101074 Iteration 2F: 3 clusters Score -85238.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -85261.968750 Penalty: 3135.101074 Iteration 3Q: 3 clusters Score -85261.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -85274.976562 Penalty: 3135.101074 Iteration 4Q: 3 clusters Score -85274.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -85289.187500 Penalty: 3135.101074 Iteration 5Q: 3 clusters Score -85289.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -85291.734375 Penalty: 3135.101074 Iteration 6Q: 3 clusters Score -85291.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -85292.109375 Penalty: 3135.101074 Iteration 7Q: 3 clusters Score -85292.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -85292.109375 Penalty: 3135.101074 Iteration 8F: 3 clusters Score -85292.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Entering Unmasked Estep Score: -1728275.625000 Penalty: 2289.924805 Iteration 0F: 2 clusters Score -1728276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1720460.875000 Penalty: 4579.849609 Iteration 0F: 3 clusters Score -1720461 nChanged 4209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1722647.625000 Penalty: 4579.849609 Iteration 1F: 3 clusters Score -1722648 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1722942.375000 Penalty: 4579.849609 Iteration 2F: 3 clusters Score -1722942 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1723164.875000 Penalty: 4579.849609 Iteration 3F: 3 clusters Score -1723165 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1723316.875000 Penalty: 4579.849609 Iteration 4Q: 3 clusters Score -1723317 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1723402.625000 Penalty: 4579.849609 Iteration 5Q: 3 clusters Score -1723403 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -1723488.500000 Penalty: 4579.849609 Iteration 6Q: 3 clusters Score -1723488 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1723558.125000 Penalty: 4579.849609 Iteration 7Q: 3 clusters Score -1723558 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1723620.375000 Penalty: 4579.849609 Iteration 8Q: 3 clusters Score -1723620 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1723687.375000 Penalty: 4579.849609 Iteration 9Q: 3 clusters Score -1723687 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1723730.375000 Penalty: 4579.849609 Iteration 10Q: 3 clusters Score -1723730 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1723776.625000 Penalty: 4579.849609 Iteration 11Q: 3 clusters Score -1723777 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1723818.375000 Penalty: 4579.849609 Iteration 12Q: 3 clusters Score -1723818 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1723874.500000 Penalty: 4579.849609 Iteration 13Q: 3 clusters Score -1723874 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1723927.875000 Penalty: 4579.849609 Iteration 14Q: 3 clusters Score -1723928 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1723983.000000 Penalty: 4579.849609 Iteration 15Q: 3 clusters Score -1723983 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1724054.500000 Penalty: 4579.849609 Iteration 16Q: 3 clusters Score -1724054 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1724124.375000 Penalty: 4579.849609 Iteration 17Q: 3 clusters Score -1724124 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1724212.375000 Penalty: 4579.849609 Iteration 18Q: 3 clusters Score -1724212 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1724320.125000 Penalty: 4579.849609 Iteration 19Q: 3 clusters Score -1724320 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1724460.250000 Penalty: 4579.849609 Iteration 20F: 3 clusters Score -1724460 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1724632.125000 Penalty: 4579.849609 Iteration 21Q: 3 clusters Score -1724632 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1724844.125000 Penalty: 4579.849609 Iteration 22Q: 3 clusters Score -1724844 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1725056.750000 Penalty: 4579.849609 Iteration 23Q: 3 clusters Score -1725057 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1725259.875000 Penalty: 4579.849609 Iteration 24Q: 3 clusters Score -1725260 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1725437.500000 Penalty: 4579.849609 Iteration 25Q: 3 clusters Score -1725438 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1725587.750000 Penalty: 4579.849609 Iteration 26Q: 3 clusters Score -1725588 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1725713.125000 Penalty: 4579.849609 Iteration 27Q: 3 clusters Score -1725713 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1725827.375000 Penalty: 4579.849609 Iteration 28Q: 3 clusters Score -1725827 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1725934.250000 Penalty: 4579.849609 Iteration 29Q: 3 clusters Score -1725934 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1726023.250000 Penalty: 4579.849609 Iteration 30Q: 3 clusters Score -1726023 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1726087.875000 Penalty: 4579.849609 Iteration 31Q: 3 clusters Score -1726088 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1726160.875000 Penalty: 4579.849609 Iteration 32Q: 3 clusters Score -1726161 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1726218.750000 Penalty: 4579.849609 Iteration 33Q: 3 clusters Score -1726219 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1726267.625000 Penalty: 4579.849609 Iteration 34Q: 3 clusters Score -1726268 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1726301.000000 Penalty: 4579.849609 Iteration 35Q: 3 clusters Score -1726301 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1726332.500000 Penalty: 4579.849609 Iteration 36Q: 3 clusters Score -1726332 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1726357.375000 Penalty: 4579.849609 Iteration 37Q: 3 clusters Score -1726357 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1726367.875000 Penalty: 4579.849609 Iteration 38Q: 3 clusters Score -1726368 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1726378.875000 Penalty: 4579.849609 Iteration 39Q: 3 clusters Score -1726379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1726393.875000 Penalty: 4579.849609 Iteration 40F: 3 clusters Score -1726394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1726411.500000 Penalty: 4579.849609 Iteration 41Q: 3 clusters Score -1726412 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1726425.500000 Penalty: 4579.849609 Iteration 42Q: 3 clusters Score -1726426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1726432.125000 Penalty: 4579.849609 Iteration 43Q: 3 clusters Score -1726432 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1726437.875000 Penalty: 4579.849609 Iteration 44Q: 3 clusters Score -1726438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1726446.500000 Penalty: 4579.849609 Iteration 45Q: 3 clusters Score -1726446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1726450.625000 Penalty: 4579.849609 Iteration 46Q: 3 clusters Score -1726451 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1726456.875000 Penalty: 4579.849609 Iteration 47Q: 3 clusters Score -1726457 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -1726460.375000 Penalty: 4579.849609 Iteration 48Q: 3 clusters Score -1726460 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -1726468.375000 Penalty: 4579.849609 Iteration 49Q: 3 clusters Score -1726468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1726470.375000 Penalty: 4579.849609 Iteration 50Q: 3 clusters Score -1726470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1726472.625000 Penalty: 4579.849609 Iteration 51Q: 3 clusters Score -1726473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1726476.375000 Penalty: 4579.849609 Iteration 52Q: 3 clusters Score -1726476 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1726477.750000 Penalty: 4579.849609 Iteration 53Q: 3 clusters Score -1726478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1726483.250000 Penalty: 4579.849609 Iteration 54Q: 3 clusters Score -1726483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1726484.125000 Penalty: 4579.849609 Iteration 55Q: 3 clusters Score -1726484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1726485.250000 Penalty: 4579.849609 Iteration 56Q: 3 clusters Score -1726485 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1726484.750000 Penalty: 4579.849609 Iteration 57Q: 3 clusters Score -1726485 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1726484.750000 Penalty: 4579.849609 Iteration 58F: 3 clusters Score -1726485 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Entering Unmasked Estep Score: -284227.812500 Penalty: 1848.339600 Iteration 0F: 2 clusters Score -284227.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -281761.875000 Penalty: 3696.679199 Iteration 0F: 3 clusters Score -281761.9 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -282179.250000 Penalty: 3696.679199 Iteration 1F: 3 clusters Score -282179.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -282338.750000 Penalty: 3696.679199 Iteration 2F: 3 clusters Score -282338.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -282422.625000 Penalty: 3696.679199 Iteration 3F: 3 clusters Score -282422.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -282464.062500 Penalty: 3696.679199 Iteration 4Q: 3 clusters Score -282464.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -282485.000000 Penalty: 3696.679199 Iteration 5Q: 3 clusters Score -282485 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -282505.281250 Penalty: 3696.679199 Iteration 6Q: 3 clusters Score -282505.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -282518.656250 Penalty: 3696.679199 Iteration 7Q: 3 clusters Score -282518.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -282531.812500 Penalty: 3696.679199 Iteration 8Q: 3 clusters Score -282531.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -282540.656250 Penalty: 3696.679199 Iteration 9Q: 3 clusters Score -282540.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -282545.250000 Penalty: 3696.679199 Iteration 10Q: 3 clusters Score -282545.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -282548.031250 Penalty: 3696.679199 Iteration 11Q: 3 clusters Score -282548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -282549.312500 Penalty: 3696.679199 Iteration 12Q: 3 clusters Score -282549.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -282549.312500 Penalty: 3696.679199 Iteration 13F: 3 clusters Score -282549.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (14429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Entering Unmasked Estep Score: -2346838.750000 Penalty: 2375.094727 Iteration 0F: 2 clusters Score -2346839 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -2336362.000000 Penalty: 4750.189453 Iteration 0F: 3 clusters Score -2336362 nChanged 6158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -2339958.000000 Penalty: 4750.189453 Iteration 1F: 3 clusters Score -2339958 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -2340508.000000 Penalty: 4750.189453 Iteration 2F: 3 clusters Score -2340508 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8227 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -2341055.750000 Penalty: 4750.189453 Iteration 3F: 3 clusters Score -2341056 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -2341657.250000 Penalty: 4750.189453 Iteration 4F: 3 clusters Score -2341657 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -2342278.000000 Penalty: 4750.189453 Iteration 5F: 3 clusters Score -2342278 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -2342891.250000 Penalty: 4750.189453 Iteration 6F: 3 clusters Score -2342891 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -2343385.000000 Penalty: 4750.189453 Iteration 7F: 3 clusters Score -2343385 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -2343838.000000 Penalty: 4750.189453 Iteration 8Q: 3 clusters Score -2343838 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -2344205.250000 Penalty: 4750.189453 Iteration 9Q: 3 clusters Score -2344205 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -2344499.000000 Penalty: 4750.189453 Iteration 10Q: 3 clusters Score -2344499 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -2344740.000000 Penalty: 4750.189453 Iteration 11Q: 3 clusters Score -2344740 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -2344980.250000 Penalty: 4750.189453 Iteration 12Q: 3 clusters Score -2344980 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -2345147.750000 Penalty: 4750.189453 Iteration 13Q: 3 clusters Score -2345148 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12808 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -2345282.500000 Penalty: 4750.189453 Iteration 14Q: 3 clusters Score -2345282 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -2345389.500000 Penalty: 4750.189453 Iteration 15Q: 3 clusters Score -2345390 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -2345455.750000 Penalty: 4750.189453 Iteration 16Q: 3 clusters Score -2345456 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12949 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -2345495.500000 Penalty: 4750.189453 Iteration 17Q: 3 clusters Score -2345496 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -2345541.500000 Penalty: 4750.189453 Iteration 18Q: 3 clusters Score -2345542 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -2345578.750000 Penalty: 4750.189453 Iteration 19Q: 3 clusters Score -2345579 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12975 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -2345619.750000 Penalty: 4750.189453 Iteration 20F: 3 clusters Score -2345620 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12974 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2345651.250000 Penalty: 4750.189453 Iteration 21Q: 3 clusters Score -2345651 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12972 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -2345684.750000 Penalty: 4750.189453 Iteration 22Q: 3 clusters Score -2345685 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -2345702.750000 Penalty: 4750.189453 Iteration 23Q: 3 clusters Score -2345703 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -2345717.000000 Penalty: 4750.189453 Iteration 24Q: 3 clusters Score -2345717 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12943 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -2345732.250000 Penalty: 4750.189453 Iteration 25Q: 3 clusters Score -2345732 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -2345751.000000 Penalty: 4750.189453 Iteration 26Q: 3 clusters Score -2345751 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -2345765.500000 Penalty: 4750.189453 Iteration 27Q: 3 clusters Score -2345766 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12913 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -2345778.500000 Penalty: 4750.189453 Iteration 28Q: 3 clusters Score -2345778 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12897 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -2345787.250000 Penalty: 4750.189453 Iteration 29Q: 3 clusters Score -2345787 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -2345799.000000 Penalty: 4750.189453 Iteration 30Q: 3 clusters Score -2345799 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -2345799.500000 Penalty: 4750.189453 Iteration 31Q: 3 clusters Score -2345800 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12890 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2345807.250000 Penalty: 4750.189453 Iteration 32Q: 3 clusters Score -2345807 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12890 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2345813.000000 Penalty: 4750.189453 Iteration 33Q: 3 clusters Score -2345813 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -2345812.500000 Penalty: 4750.189453 Iteration 34Q: 3 clusters Score -2345812 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12882 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -2345814.500000 Penalty: 4750.189453 Iteration 35Q: 3 clusters Score -2345814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -2345817.500000 Penalty: 4750.189453 Iteration 36Q: 3 clusters Score -2345818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -2345817.000000 Penalty: 4750.189453 Iteration 37Q: 3 clusters Score -2345817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12870 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -2345816.750000 Penalty: 4750.189453 Iteration 38Q: 3 clusters Score -2345817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -2345822.000000 Penalty: 4750.189453 Iteration 39Q: 3 clusters Score -2345822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -2345824.750000 Penalty: 4750.189453 Iteration 40F: 3 clusters Score -2345825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2345824.750000 Penalty: 4750.189453 Iteration 41Q: 3 clusters Score -2345825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2345824.750000 Penalty: 4750.189453 Iteration 42F: 3 clusters Score -2345825 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (24164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24164 members Entering Unmasked Estep Score: -4056684.500000 Penalty: 2502.969482 Iteration 0F: 2 clusters Score -4056684 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -4039936.000000 Penalty: 5005.938965 Iteration 0F: 3 clusters Score -4039936 nChanged 10773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -4045641.250000 Penalty: 5005.938965 Iteration 1F: 3 clusters Score -4045641 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -4046238.500000 Penalty: 5005.938965 Iteration 2F: 3 clusters Score -4046238 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -4046903.000000 Penalty: 5005.938965 Iteration 3F: 3 clusters Score -4046903 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10151 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -4047747.500000 Penalty: 5005.938965 Iteration 4F: 3 clusters Score -4047748 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 14865 members Entering Unmasked Estep Score: -4048710.500000 Penalty: 5005.938965 Iteration 5F: 3 clusters Score -4048710 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -4049663.500000 Penalty: 5005.938965 Iteration 6F: 3 clusters Score -4049664 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 16907 members Entering Unmasked Estep Score: -4050486.250000 Penalty: 5005.938965 Iteration 7F: 3 clusters Score -4050486 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 17932 members Entering Unmasked Estep Score: -4051201.250000 Penalty: 5005.938965 Iteration 8F: 3 clusters Score -4051201 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 18862 members Entering Unmasked Estep Score: -4051788.500000 Penalty: 5005.938965 Iteration 9Q: 3 clusters Score -4051788 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 19738 members Entering Unmasked Estep Score: -4052351.000000 Penalty: 5005.938965 Iteration 10Q: 3 clusters Score -4052351 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 20536 members Entering Unmasked Estep Score: -4052868.000000 Penalty: 5005.938965 Iteration 11Q: 3 clusters Score -4052868 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -4053321.250000 Penalty: 5005.938965 Iteration 12Q: 3 clusters Score -4053321 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 21799 members Entering Unmasked Estep Score: -4053730.000000 Penalty: 5005.938965 Iteration 13Q: 3 clusters Score -4053730 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 22265 members Entering Unmasked Estep Score: -4054026.250000 Penalty: 5005.938965 Iteration 14Q: 3 clusters Score -4054026 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 22557 members Entering Unmasked Estep Score: -4054214.000000 Penalty: 5005.938965 Iteration 15Q: 3 clusters Score -4054214 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 22773 members Entering Unmasked Estep Score: -4054347.500000 Penalty: 5005.938965 Iteration 16Q: 3 clusters Score -4054348 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 22919 members Entering Unmasked Estep Score: -4054441.250000 Penalty: 5005.938965 Iteration 17Q: 3 clusters Score -4054441 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 23037 members Entering Unmasked Estep Score: -4054533.250000 Penalty: 5005.938965 Iteration 18Q: 3 clusters Score -4054533 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -4054595.250000 Penalty: 5005.938965 Iteration 19Q: 3 clusters Score -4054595 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 23174 members Entering Unmasked Estep Score: -4054629.000000 Penalty: 5005.938965 Iteration 20F: 3 clusters Score -4054629 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 23214 members Entering Unmasked Estep Score: -4054654.000000 Penalty: 5005.938965 Iteration 21Q: 3 clusters Score -4054654 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 23253 members Entering Unmasked Estep Score: -4054679.750000 Penalty: 5005.938965 Iteration 22Q: 3 clusters Score -4054680 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 23283 members Entering Unmasked Estep Score: -4054703.250000 Penalty: 5005.938965 Iteration 23Q: 3 clusters Score -4054703 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 23302 members Entering Unmasked Estep Score: -4054728.750000 Penalty: 5005.938965 Iteration 24Q: 3 clusters Score -4054729 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 23321 members Entering Unmasked Estep Score: -4054746.000000 Penalty: 5005.938965 Iteration 25Q: 3 clusters Score -4054746 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 23330 members Entering Unmasked Estep Score: -4054752.250000 Penalty: 5005.938965 Iteration 26Q: 3 clusters Score -4054752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 23337 members Entering Unmasked Estep Score: -4054755.500000 Penalty: 5005.938965 Iteration 27Q: 3 clusters Score -4054756 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 23349 members Entering Unmasked Estep Score: -4054761.500000 Penalty: 5005.938965 Iteration 28Q: 3 clusters Score -4054762 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 23357 members Entering Unmasked Estep Score: -4054761.000000 Penalty: 5005.938965 Iteration 29Q: 3 clusters Score -4054761 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 23367 members Entering Unmasked Estep Score: -4054770.000000 Penalty: 5005.938965 Iteration 30Q: 3 clusters Score -4054770 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -4054773.000000 Penalty: 5005.938965 Iteration 31Q: 3 clusters Score -4054773 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 23380 members Entering Unmasked Estep Score: -4054774.000000 Penalty: 5005.938965 Iteration 32Q: 3 clusters Score -4054774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 23388 members Entering Unmasked Estep Score: -4054779.250000 Penalty: 5005.938965 Iteration 33Q: 3 clusters Score -4054779 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -4054782.250000 Penalty: 5005.938965 Iteration 34Q: 3 clusters Score -4054782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 23400 members Entering Unmasked Estep Score: -4054787.750000 Penalty: 5005.938965 Iteration 35Q: 3 clusters Score -4054788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23402 members Entering Unmasked Estep Score: -4054785.250000 Penalty: 5005.938965 Iteration 36Q: 3 clusters Score -4054785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23402 members Entering Unmasked Estep Score: -4054785.250000 Penalty: 5005.938965 Iteration 37F: 3 clusters Score -4054785 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -9370.159180 Penalty: 1098.842529 Iteration 0F: 2 clusters Score -9370.159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -8950.061523 Penalty: 2197.685059 Iteration 0F: 3 clusters Score -8950.062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -8992.774414 Penalty: 2197.685059 Iteration 1Q: 3 clusters Score -8992.774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -9035.267578 Penalty: 2197.685059 Iteration 2Q: 3 clusters Score -9035.268 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -9035.267578 Penalty: 2197.685059 Iteration 3F: 3 clusters Score -9035.268 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Entering Unmasked Estep Score: -665641.375000 Penalty: 2073.993164 Iteration 0F: 2 clusters Score -665641.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -661588.937500 Penalty: 4147.986328 Iteration 0F: 3 clusters Score -661588.9 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -662611.687500 Penalty: 4147.986328 Iteration 1F: 3 clusters Score -662611.7 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -662877.812500 Penalty: 4147.986328 Iteration 2F: 3 clusters Score -662877.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -663064.625000 Penalty: 4147.986328 Iteration 3F: 3 clusters Score -663064.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -663208.687500 Penalty: 4147.986328 Iteration 4Q: 3 clusters Score -663208.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -663310.000000 Penalty: 4147.986328 Iteration 5Q: 3 clusters Score -663310 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -663401.812500 Penalty: 4147.986328 Iteration 6Q: 3 clusters Score -663401.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -663461.125000 Penalty: 4147.986328 Iteration 7Q: 3 clusters Score -663461.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -663511.687500 Penalty: 4147.986328 Iteration 8Q: 3 clusters Score -663511.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -663549.000000 Penalty: 4147.986328 Iteration 9Q: 3 clusters Score -663549 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -663587.750000 Penalty: 4147.986328 Iteration 10Q: 3 clusters Score -663587.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -663617.500000 Penalty: 4147.986328 Iteration 11Q: 3 clusters Score -663617.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -663651.687500 Penalty: 4147.986328 Iteration 12Q: 3 clusters Score -663651.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -663677.250000 Penalty: 4147.986328 Iteration 13Q: 3 clusters Score -663677.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -663705.937500 Penalty: 4147.986328 Iteration 14Q: 3 clusters Score -663705.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -663734.250000 Penalty: 4147.986328 Iteration 15Q: 3 clusters Score -663734.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -663759.750000 Penalty: 4147.986328 Iteration 16Q: 3 clusters Score -663759.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -663778.187500 Penalty: 4147.986328 Iteration 17Q: 3 clusters Score -663778.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -663799.750000 Penalty: 4147.986328 Iteration 18Q: 3 clusters Score -663799.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -663815.125000 Penalty: 4147.986328 Iteration 19Q: 3 clusters Score -663815.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -663822.812500 Penalty: 4147.986328 Iteration 20F: 3 clusters Score -663822.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -663832.625000 Penalty: 4147.986328 Iteration 21Q: 3 clusters Score -663832.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -663840.750000 Penalty: 4147.986328 Iteration 22Q: 3 clusters Score -663840.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -663847.875000 Penalty: 4147.986328 Iteration 23Q: 3 clusters Score -663847.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -663855.937500 Penalty: 4147.986328 Iteration 24Q: 3 clusters Score -663855.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -663867.750000 Penalty: 4147.986328 Iteration 25Q: 3 clusters Score -663867.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -663877.562500 Penalty: 4147.986328 Iteration 26Q: 3 clusters Score -663877.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -663886.812500 Penalty: 4147.986328 Iteration 27Q: 3 clusters Score -663886.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -663895.750000 Penalty: 4147.986328 Iteration 28Q: 3 clusters Score -663895.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -663906.937500 Penalty: 4147.986328 Iteration 29Q: 3 clusters Score -663906.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -663917.250000 Penalty: 4147.986328 Iteration 30Q: 3 clusters Score -663917.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -663929.625000 Penalty: 4147.986328 Iteration 31Q: 3 clusters Score -663929.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -663946.437500 Penalty: 4147.986328 Iteration 32Q: 3 clusters Score -663946.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -663959.812500 Penalty: 4147.986328 Iteration 33Q: 3 clusters Score -663959.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -663974.812500 Penalty: 4147.986328 Iteration 34Q: 3 clusters Score -663974.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -663986.437500 Penalty: 4147.986328 Iteration 35Q: 3 clusters Score -663986.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -663995.187500 Penalty: 4147.986328 Iteration 36Q: 3 clusters Score -663995.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -664000.125000 Penalty: 4147.986328 Iteration 37Q: 3 clusters Score -664000.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -664005.812500 Penalty: 4147.986328 Iteration 38Q: 3 clusters Score -664005.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -664006.875000 Penalty: 4147.986328 Iteration 39Q: 3 clusters Score -664006.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -664010.437500 Penalty: 4147.986328 Iteration 40F: 3 clusters Score -664010.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -664013.375000 Penalty: 4147.986328 Iteration 41Q: 3 clusters Score -664013.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -664023.312500 Penalty: 4147.986328 Iteration 42Q: 3 clusters Score -664023.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -664033.437500 Penalty: 4147.986328 Iteration 43Q: 3 clusters Score -664033.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -664043.375000 Penalty: 4147.986328 Iteration 44Q: 3 clusters Score -664043.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -664053.437500 Penalty: 4147.986328 Iteration 45Q: 3 clusters Score -664053.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -664070.250000 Penalty: 4147.986328 Iteration 46Q: 3 clusters Score -664070.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -664095.562500 Penalty: 4147.986328 Iteration 47Q: 3 clusters Score -664095.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -664124.437500 Penalty: 4147.986328 Iteration 48Q: 3 clusters Score -664124.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -664160.937500 Penalty: 4147.986328 Iteration 49Q: 3 clusters Score -664160.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -664190.375000 Penalty: 4147.986328 Iteration 50Q: 3 clusters Score -664190.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -664213.375000 Penalty: 4147.986328 Iteration 51Q: 3 clusters Score -664213.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -664232.937500 Penalty: 4147.986328 Iteration 52Q: 3 clusters Score -664232.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -664252.812500 Penalty: 4147.986328 Iteration 53Q: 3 clusters Score -664252.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -664270.437500 Penalty: 4147.986328 Iteration 54Q: 3 clusters Score -664270.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -664283.000000 Penalty: 4147.986328 Iteration 55Q: 3 clusters Score -664283 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -664290.687500 Penalty: 4147.986328 Iteration 56Q: 3 clusters Score -664290.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -664299.437500 Penalty: 4147.986328 Iteration 57Q: 3 clusters Score -664299.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -664304.375000 Penalty: 4147.986328 Iteration 58Q: 3 clusters Score -664304.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -664309.000000 Penalty: 4147.986328 Iteration 59Q: 3 clusters Score -664309 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -664313.187500 Penalty: 4147.986328 Iteration 60F: 3 clusters Score -664313.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -664318.250000 Penalty: 4147.986328 Iteration 61Q: 3 clusters Score -664318.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -664321.375000 Penalty: 4147.986328 Iteration 62Q: 3 clusters Score -664321.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -664321.375000 Penalty: 4147.986328 Iteration 63Q: 3 clusters Score -664321.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -664324.000000 Penalty: 4147.986328 Iteration 64Q: 3 clusters Score -664324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -664324.875000 Penalty: 4147.986328 Iteration 65Q: 3 clusters Score -664324.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -664326.250000 Penalty: 4147.986328 Iteration 66Q: 3 clusters Score -664326.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -664327.437500 Penalty: 4147.986328 Iteration 67Q: 3 clusters Score -664327.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -664329.375000 Penalty: 4147.986328 Iteration 68Q: 3 clusters Score -664329.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -664331.000000 Penalty: 4147.986328 Iteration 69Q: 3 clusters Score -664331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -664333.812500 Penalty: 4147.986328 Iteration 70Q: 3 clusters Score -664333.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -664333.687500 Penalty: 4147.986328 Iteration 71Q: 3 clusters Score -664333.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -664334.437500 Penalty: 4147.986328 Iteration 72Q: 3 clusters Score -664334.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -664334.437500 Penalty: 4147.986328 Iteration 73F: 3 clusters Score -664334.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (48308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48308 members Entering Unmasked Estep Score: -7877334.500000 Penalty: 2674.767578 Iteration 0F: 2 clusters Score -7877334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24134 members Mstep: Class 2 contains 24174 members Entering Unmasked Estep Score: -7844868.000000 Penalty: 5349.535156 Iteration 0F: 3 clusters Score -7844868 nChanged 22490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 23848 members Entering Unmasked Estep Score: -7857452.000000 Penalty: 5349.535156 Iteration 1F: 3 clusters Score -7857452 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24775 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -7858259.000000 Penalty: 5349.535156 Iteration 2Q: 3 clusters Score -7858259 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25189 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -7859156.000000 Penalty: 5349.535156 Iteration 3Q: 3 clusters Score -7859156 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 22544 members Entering Unmasked Estep Score: -7860153.000000 Penalty: 5349.535156 Iteration 4Q: 3 clusters Score -7860153 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26405 members Mstep: Class 2 contains 21903 members Entering Unmasked Estep Score: -7861250.000000 Penalty: 5349.535156 Iteration 5F: 3 clusters Score -7861250 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 21148 members Entering Unmasked Estep Score: -7862300.000000 Penalty: 5349.535156 Iteration 6F: 3 clusters Score -7862300 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28028 members Mstep: Class 2 contains 20280 members Entering Unmasked Estep Score: -7863188.500000 Penalty: 5349.535156 Iteration 7Q: 3 clusters Score -7863188 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28933 members Mstep: Class 2 contains 19375 members Entering Unmasked Estep Score: -7863888.000000 Penalty: 5349.535156 Iteration 8Q: 3 clusters Score -7863888 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29963 members Mstep: Class 2 contains 18345 members Entering Unmasked Estep Score: -7864499.500000 Penalty: 5349.535156 Iteration 9Q: 3 clusters Score -7864500 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31012 members Mstep: Class 2 contains 17296 members Entering Unmasked Estep Score: -7865073.000000 Penalty: 5349.535156 Iteration 10Q: 3 clusters Score -7865073 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32218 members Mstep: Class 2 contains 16090 members Entering Unmasked Estep Score: -7865582.500000 Penalty: 5349.535156 Iteration 11Q: 3 clusters Score -7865582 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33583 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -7866208.500000 Penalty: 5349.535156 Iteration 12Q: 3 clusters Score -7866208 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35108 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -7866997.000000 Penalty: 5349.535156 Iteration 13Q: 3 clusters Score -7866997 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36725 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -7867896.500000 Penalty: 5349.535156 Iteration 14Q: 3 clusters Score -7867896 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38410 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -7868871.500000 Penalty: 5349.535156 Iteration 15Q: 3 clusters Score -7868872 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40081 members Mstep: Class 2 contains 8227 members Entering Unmasked Estep Score: -7870033.500000 Penalty: 5349.535156 Iteration 16Q: 3 clusters Score -7870034 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41562 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -7871095.500000 Penalty: 5349.535156 Iteration 17Q: 3 clusters Score -7871096 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42787 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -7871970.000000 Penalty: 5349.535156 Iteration 18Q: 3 clusters Score -7871970 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43748 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -7872645.500000 Penalty: 5349.535156 Iteration 19Q: 3 clusters Score -7872646 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44507 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -7873169.000000 Penalty: 5349.535156 Iteration 20F: 3 clusters Score -7873169 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45127 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -7873558.000000 Penalty: 5349.535156 Iteration 21Q: 3 clusters Score -7873558 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45639 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -7873827.000000 Penalty: 5349.535156 Iteration 22Q: 3 clusters Score -7873827 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46022 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -7874031.000000 Penalty: 5349.535156 Iteration 23Q: 3 clusters Score -7874031 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46351 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -7874230.500000 Penalty: 5349.535156 Iteration 24Q: 3 clusters Score -7874230 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46606 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -7874380.500000 Penalty: 5349.535156 Iteration 25Q: 3 clusters Score -7874380 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46821 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -7874471.000000 Penalty: 5349.535156 Iteration 26Q: 3 clusters Score -7874471 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46997 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -7874590.000000 Penalty: 5349.535156 Iteration 27Q: 3 clusters Score -7874590 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47142 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -7874671.000000 Penalty: 5349.535156 Iteration 28Q: 3 clusters Score -7874671 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47254 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -7874715.000000 Penalty: 5349.535156 Iteration 29Q: 3 clusters Score -7874715 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47356 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -7874804.500000 Penalty: 5349.535156 Iteration 30Q: 3 clusters Score -7874804 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47433 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -7874857.500000 Penalty: 5349.535156 Iteration 31Q: 3 clusters Score -7874858 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47496 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -7874883.500000 Penalty: 5349.535156 Iteration 32Q: 3 clusters Score -7874884 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47542 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -7874925.000000 Penalty: 5349.535156 Iteration 33Q: 3 clusters Score -7874925 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47583 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -7874962.000000 Penalty: 5349.535156 Iteration 34Q: 3 clusters Score -7874962 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47608 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -7874994.000000 Penalty: 5349.535156 Iteration 35Q: 3 clusters Score -7874994 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47640 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -7874994.500000 Penalty: 5349.535156 Iteration 36Q: 3 clusters Score -7874994 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47659 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -7875015.000000 Penalty: 5349.535156 Iteration 37Q: 3 clusters Score -7875015 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47671 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -7875015.500000 Penalty: 5349.535156 Iteration 38Q: 3 clusters Score -7875016 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47687 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -7875047.000000 Penalty: 5349.535156 Iteration 39Q: 3 clusters Score -7875047 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47702 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -7875051.000000 Penalty: 5349.535156 Iteration 40F: 3 clusters Score -7875051 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47709 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -7875040.500000 Penalty: 5349.535156 Iteration 41Q: 3 clusters Score -7875040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47712 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -7875051.000000 Penalty: 5349.535156 Iteration 42Q: 3 clusters Score -7875051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47715 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -7875047.500000 Penalty: 5349.535156 Iteration 43Q: 3 clusters Score -7875048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47716 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -7875051.000000 Penalty: 5349.535156 Iteration 44Q: 3 clusters Score -7875051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47718 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -7875056.000000 Penalty: 5349.535156 Iteration 45Q: 3 clusters Score -7875056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47720 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -7875055.500000 Penalty: 5349.535156 Iteration 46Q: 3 clusters Score -7875056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47721 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -7875060.000000 Penalty: 5349.535156 Iteration 47Q: 3 clusters Score -7875060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47720 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -7875062.000000 Penalty: 5349.535156 Iteration 48Q: 3 clusters Score -7875062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47722 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -7875050.000000 Penalty: 5349.535156 Iteration 49Q: 3 clusters Score -7875050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47723 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -7875040.500000 Penalty: 5349.535156 Iteration 50Q: 3 clusters Score -7875040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47727 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -7875047.500000 Penalty: 5349.535156 Iteration 51Q: 3 clusters Score -7875048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47732 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -7875061.500000 Penalty: 5349.535156 Iteration 52Q: 3 clusters Score -7875062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47735 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -7875061.000000 Penalty: 5349.535156 Iteration 53Q: 3 clusters Score -7875061 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47740 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -7875059.500000 Penalty: 5349.535156 Iteration 54Q: 3 clusters Score -7875060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47742 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -7875069.500000 Penalty: 5349.535156 Iteration 55Q: 3 clusters Score -7875070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47746 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -7875067.500000 Penalty: 5349.535156 Iteration 56Q: 3 clusters Score -7875068 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47747 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -7875077.000000 Penalty: 5349.535156 Iteration 57Q: 3 clusters Score -7875077 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47747 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -7875077.000000 Penalty: 5349.535156 Iteration 58F: 3 clusters Score -7875077 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Entering Unmasked Estep Score: -1418270.500000 Penalty: 2249.713135 Iteration 0F: 2 clusters Score -1418270 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1411385.500000 Penalty: 4499.426270 Iteration 0F: 3 clusters Score -1411386 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1413241.875000 Penalty: 4499.426270 Iteration 1F: 3 clusters Score -1413242 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1413516.875000 Penalty: 4499.426270 Iteration 2F: 3 clusters Score -1413517 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1413666.500000 Penalty: 4499.426270 Iteration 3Q: 3 clusters Score -1413666 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1413796.250000 Penalty: 4499.426270 Iteration 4Q: 3 clusters Score -1413796 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1413913.750000 Penalty: 4499.426270 Iteration 5Q: 3 clusters Score -1413914 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1414015.500000 Penalty: 4499.426270 Iteration 6Q: 3 clusters Score -1414016 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1414091.750000 Penalty: 4499.426270 Iteration 7Q: 3 clusters Score -1414092 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1414156.625000 Penalty: 4499.426270 Iteration 8Q: 3 clusters Score -1414157 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1414219.875000 Penalty: 4499.426270 Iteration 9Q: 3 clusters Score -1414220 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -1414280.375000 Penalty: 4499.426270 Iteration 10Q: 3 clusters Score -1414280 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1414358.000000 Penalty: 4499.426270 Iteration 11Q: 3 clusters Score -1414358 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1414437.750000 Penalty: 4499.426270 Iteration 12Q: 3 clusters Score -1414438 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1414521.000000 Penalty: 4499.426270 Iteration 13Q: 3 clusters Score -1414521 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1414615.625000 Penalty: 4499.426270 Iteration 14Q: 3 clusters Score -1414616 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1414712.000000 Penalty: 4499.426270 Iteration 15Q: 3 clusters Score -1414712 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1414816.375000 Penalty: 4499.426270 Iteration 16Q: 3 clusters Score -1414816 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1414915.375000 Penalty: 4499.426270 Iteration 17Q: 3 clusters Score -1414915 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -1415021.750000 Penalty: 4499.426270 Iteration 18Q: 3 clusters Score -1415022 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1415139.625000 Penalty: 4499.426270 Iteration 19Q: 3 clusters Score -1415140 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -1415249.250000 Penalty: 4499.426270 Iteration 20F: 3 clusters Score -1415249 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1415375.375000 Penalty: 4499.426270 Iteration 21Q: 3 clusters Score -1415375 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -1415496.875000 Penalty: 4499.426270 Iteration 22Q: 3 clusters Score -1415497 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1415603.375000 Penalty: 4499.426270 Iteration 23Q: 3 clusters Score -1415603 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1415707.625000 Penalty: 4499.426270 Iteration 24Q: 3 clusters Score -1415708 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -1415797.375000 Penalty: 4499.426270 Iteration 25Q: 3 clusters Score -1415797 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1415895.375000 Penalty: 4499.426270 Iteration 26Q: 3 clusters Score -1415895 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1415960.500000 Penalty: 4499.426270 Iteration 27Q: 3 clusters Score -1415960 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1416020.500000 Penalty: 4499.426270 Iteration 28Q: 3 clusters Score -1416020 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1416086.625000 Penalty: 4499.426270 Iteration 29Q: 3 clusters Score -1416087 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -1416131.125000 Penalty: 4499.426270 Iteration 30Q: 3 clusters Score -1416131 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -1416178.500000 Penalty: 4499.426270 Iteration 31Q: 3 clusters Score -1416178 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1416215.875000 Penalty: 4499.426270 Iteration 32Q: 3 clusters Score -1416216 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -1416251.750000 Penalty: 4499.426270 Iteration 33Q: 3 clusters Score -1416252 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -1416277.500000 Penalty: 4499.426270 Iteration 34Q: 3 clusters Score -1416278 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -1416302.375000 Penalty: 4499.426270 Iteration 35Q: 3 clusters Score -1416302 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -1416317.750000 Penalty: 4499.426270 Iteration 36Q: 3 clusters Score -1416318 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -1416343.500000 Penalty: 4499.426270 Iteration 37Q: 3 clusters Score -1416344 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -1416359.125000 Penalty: 4499.426270 Iteration 38Q: 3 clusters Score -1416359 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -1416375.000000 Penalty: 4499.426270 Iteration 39Q: 3 clusters Score -1416375 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -1416392.125000 Penalty: 4499.426270 Iteration 40F: 3 clusters Score -1416392 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1416403.250000 Penalty: 4499.426270 Iteration 41Q: 3 clusters Score -1416403 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -1416407.750000 Penalty: 4499.426270 Iteration 42Q: 3 clusters Score -1416408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1416413.250000 Penalty: 4499.426270 Iteration 43Q: 3 clusters Score -1416413 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1416417.125000 Penalty: 4499.426270 Iteration 44Q: 3 clusters Score -1416417 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1416420.250000 Penalty: 4499.426270 Iteration 45Q: 3 clusters Score -1416420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -1416424.000000 Penalty: 4499.426270 Iteration 46Q: 3 clusters Score -1416424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1416427.500000 Penalty: 4499.426270 Iteration 47Q: 3 clusters Score -1416428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -1416433.625000 Penalty: 4499.426270 Iteration 48Q: 3 clusters Score -1416434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -1416435.250000 Penalty: 4499.426270 Iteration 49Q: 3 clusters Score -1416435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -1416435.625000 Penalty: 4499.426270 Iteration 50Q: 3 clusters Score -1416436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1416437.625000 Penalty: 4499.426270 Iteration 51Q: 3 clusters Score -1416438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -1416440.125000 Penalty: 4499.426270 Iteration 52Q: 3 clusters Score -1416440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -1416441.250000 Penalty: 4499.426270 Iteration 53Q: 3 clusters Score -1416441 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -1416440.875000 Penalty: 4499.426270 Iteration 54Q: 3 clusters Score -1416441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -1416440.875000 Penalty: 4499.426270 Iteration 55Q: 3 clusters Score -1416441 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1416444.000000 Penalty: 4499.426270 Iteration 56Q: 3 clusters Score -1416444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -1416445.250000 Penalty: 4499.426270 Iteration 57Q: 3 clusters Score -1416445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1416446.125000 Penalty: 4499.426270 Iteration 58Q: 3 clusters Score -1416446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -1416446.500000 Penalty: 4499.426270 Iteration 59Q: 3 clusters Score -1416446 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -1416449.125000 Penalty: 4499.426270 Iteration 60F: 3 clusters Score -1416449 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (16263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16263 members Entering Unmasked Estep Score: -2631543.750000 Penalty: 2404.768555 Iteration 0F: 2 clusters Score -2631544 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -2619940.500000 Penalty: 4809.537109 Iteration 0F: 3 clusters Score -2619940 nChanged 7004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -2623754.750000 Penalty: 4809.537109 Iteration 1F: 3 clusters Score -2623755 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -2624390.250000 Penalty: 4809.537109 Iteration 2F: 3 clusters Score -2624390 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -2625079.000000 Penalty: 4809.537109 Iteration 3F: 3 clusters Score -2625079 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -2625639.000000 Penalty: 4809.537109 Iteration 4F: 3 clusters Score -2625639 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -2626152.500000 Penalty: 4809.537109 Iteration 5F: 3 clusters Score -2626152 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -2626663.000000 Penalty: 4809.537109 Iteration 6F: 3 clusters Score -2626663 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -2627182.500000 Penalty: 4809.537109 Iteration 7F: 3 clusters Score -2627182 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -2627760.500000 Penalty: 4809.537109 Iteration 8F: 3 clusters Score -2627760 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 12494 members Entering Unmasked Estep Score: -2628352.250000 Penalty: 4809.537109 Iteration 9Q: 3 clusters Score -2628352 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -2628872.000000 Penalty: 4809.537109 Iteration 10Q: 3 clusters Score -2628872 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 13746 members Entering Unmasked Estep Score: -2629310.750000 Penalty: 4809.537109 Iteration 11Q: 3 clusters Score -2629311 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -2629671.250000 Penalty: 4809.537109 Iteration 12Q: 3 clusters Score -2629671 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 14476 members Entering Unmasked Estep Score: -2629994.250000 Penalty: 4809.537109 Iteration 13Q: 3 clusters Score -2629994 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -2630234.750000 Penalty: 4809.537109 Iteration 14Q: 3 clusters Score -2630235 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -2630377.000000 Penalty: 4809.537109 Iteration 15Q: 3 clusters Score -2630377 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -2630504.250000 Penalty: 4809.537109 Iteration 16Q: 3 clusters Score -2630504 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 15054 members Entering Unmasked Estep Score: -2630624.750000 Penalty: 4809.537109 Iteration 17Q: 3 clusters Score -2630625 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -2630734.500000 Penalty: 4809.537109 Iteration 18Q: 3 clusters Score -2630734 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 15183 members Entering Unmasked Estep Score: -2630792.250000 Penalty: 4809.537109 Iteration 19Q: 3 clusters Score -2630792 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 15217 members Entering Unmasked Estep Score: -2630816.000000 Penalty: 4809.537109 Iteration 20F: 3 clusters Score -2630816 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 15240 members Entering Unmasked Estep Score: -2630836.250000 Penalty: 4809.537109 Iteration 21Q: 3 clusters Score -2630836 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 15256 members Entering Unmasked Estep Score: -2630844.250000 Penalty: 4809.537109 Iteration 22Q: 3 clusters Score -2630844 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -2630849.500000 Penalty: 4809.537109 Iteration 23Q: 3 clusters Score -2630850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 15271 members Entering Unmasked Estep Score: -2630853.250000 Penalty: 4809.537109 Iteration 24Q: 3 clusters Score -2630853 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 15276 members Entering Unmasked Estep Score: -2630856.250000 Penalty: 4809.537109 Iteration 25Q: 3 clusters Score -2630856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -2630858.500000 Penalty: 4809.537109 Iteration 26Q: 3 clusters Score -2630858 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -2630858.000000 Penalty: 4809.537109 Iteration 27Q: 3 clusters Score -2630858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 15289 members Entering Unmasked Estep Score: -2630856.250000 Penalty: 4809.537109 Iteration 28Q: 3 clusters Score -2630856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 15291 members Entering Unmasked Estep Score: -2630856.500000 Penalty: 4809.537109 Iteration 29Q: 3 clusters Score -2630856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 15295 members Entering Unmasked Estep Score: -2630862.500000 Penalty: 4809.537109 Iteration 30Q: 3 clusters Score -2630862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -2630862.000000 Penalty: 4809.537109 Iteration 31Q: 3 clusters Score -2630862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 15299 members Entering Unmasked Estep Score: -2630860.750000 Penalty: 4809.537109 Iteration 32Q: 3 clusters Score -2630861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -2630862.750000 Penalty: 4809.537109 Iteration 33Q: 3 clusters Score -2630863 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -2630864.250000 Penalty: 4809.537109 Iteration 34Q: 3 clusters Score -2630864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 15305 members Entering Unmasked Estep Score: -2630864.500000 Penalty: 4809.537109 Iteration 35Q: 3 clusters Score -2630864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 15305 members Entering Unmasked Estep Score: -2630867.500000 Penalty: 4809.537109 Iteration 36Q: 3 clusters Score -2630868 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 15308 members Entering Unmasked Estep Score: -2630862.500000 Penalty: 4809.537109 Iteration 37Q: 3 clusters Score -2630862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 15310 members Entering Unmasked Estep Score: -2630868.500000 Penalty: 4809.537109 Iteration 38Q: 3 clusters Score -2630868 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 15311 members Entering Unmasked Estep Score: -2630868.750000 Penalty: 4809.537109 Iteration 39Q: 3 clusters Score -2630869 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 15312 members Entering Unmasked Estep Score: -2630867.250000 Penalty: 4809.537109 Iteration 40F: 3 clusters Score -2630867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 15313 members Entering Unmasked Estep Score: -2630865.500000 Penalty: 4809.537109 Iteration 41Q: 3 clusters Score -2630866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 15314 members Entering Unmasked Estep Score: -2630868.750000 Penalty: 4809.537109 Iteration 42Q: 3 clusters Score -2630869 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 15314 members Entering Unmasked Estep Score: -2630868.750000 Penalty: 4809.537109 Iteration 43F: 3 clusters Score -2630869 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -80004.265625 Penalty: 1552.849976 Iteration 0F: 2 clusters Score -80004.27 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 259 members Entering Unmasked Estep Score: -78490.359375 Penalty: 3105.699951 Iteration 0F: 3 clusters Score -78490.36 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -78664.523438 Penalty: 3105.699951 Iteration 1F: 3 clusters Score -78664.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -78726.679688 Penalty: 3105.699951 Iteration 2F: 3 clusters Score -78726.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -78763.976562 Penalty: 3105.699951 Iteration 3Q: 3 clusters Score -78763.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -78780.007812 Penalty: 3105.699951 Iteration 4Q: 3 clusters Score -78780.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -78798.546875 Penalty: 3105.699951 Iteration 5Q: 3 clusters Score -78798.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -78808.882812 Penalty: 3105.699951 Iteration 6Q: 3 clusters Score -78808.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -78817.609375 Penalty: 3105.699951 Iteration 7Q: 3 clusters Score -78817.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -78823.921875 Penalty: 3105.699951 Iteration 8Q: 3 clusters Score -78823.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -78829.906250 Penalty: 3105.699951 Iteration 9Q: 3 clusters Score -78829.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -78829.906250 Penalty: 3105.699951 Iteration 10F: 3 clusters Score -78829.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -19220.511719 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -19220.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -18386.453125 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -18386.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -18477.722656 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -18477.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -18535.941406 Penalty: 2514.176514 Iteration 2F: 3 clusters Score -18535.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -18560.998047 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -18561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -18590.841797 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -18590.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -18598.611328 Penalty: 2514.176514 Iteration 5Q: 3 clusters Score -18598.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -18603.193359 Penalty: 2514.176514 Iteration 6Q: 3 clusters Score -18603.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -18612.783203 Penalty: 2514.176514 Iteration 7Q: 3 clusters Score -18612.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -18616.898438 Penalty: 2514.176514 Iteration 8Q: 3 clusters Score -18616.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -18622.314453 Penalty: 2514.176514 Iteration 9Q: 3 clusters Score -18622.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -18622.314453 Penalty: 2514.176514 Iteration 10F: 3 clusters Score -18622.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Entering Unmasked Estep Score: -1306515.375000 Penalty: 2224.572510 Iteration 0F: 2 clusters Score -1306515 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1300264.750000 Penalty: 4449.145020 Iteration 0F: 3 clusters Score -1300265 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1301931.125000 Penalty: 4449.145020 Iteration 1F: 3 clusters Score -1301931 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1302235.875000 Penalty: 4449.145020 Iteration 2F: 3 clusters Score -1302236 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1302450.875000 Penalty: 4449.145020 Iteration 3F: 3 clusters Score -1302451 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1302623.375000 Penalty: 4449.145020 Iteration 4Q: 3 clusters Score -1302623 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1302796.625000 Penalty: 4449.145020 Iteration 5Q: 3 clusters Score -1302797 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1303020.875000 Penalty: 4449.145020 Iteration 6Q: 3 clusters Score -1303021 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1303250.875000 Penalty: 4449.145020 Iteration 7Q: 3 clusters Score -1303251 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1303470.125000 Penalty: 4449.145020 Iteration 8Q: 3 clusters Score -1303470 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1303678.000000 Penalty: 4449.145020 Iteration 9Q: 3 clusters Score -1303678 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1303876.375000 Penalty: 4449.145020 Iteration 10Q: 3 clusters Score -1303876 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1304074.250000 Penalty: 4449.145020 Iteration 11Q: 3 clusters Score -1304074 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1304213.875000 Penalty: 4449.145020 Iteration 12Q: 3 clusters Score -1304214 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1304306.625000 Penalty: 4449.145020 Iteration 13Q: 3 clusters Score -1304307 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1304385.875000 Penalty: 4449.145020 Iteration 14Q: 3 clusters Score -1304386 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1304444.875000 Penalty: 4449.145020 Iteration 15Q: 3 clusters Score -1304445 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1304510.625000 Penalty: 4449.145020 Iteration 16Q: 3 clusters Score -1304511 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1304586.250000 Penalty: 4449.145020 Iteration 17Q: 3 clusters Score -1304586 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1304653.875000 Penalty: 4449.145020 Iteration 18Q: 3 clusters Score -1304654 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1304720.375000 Penalty: 4449.145020 Iteration 19Q: 3 clusters Score -1304720 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1304782.250000 Penalty: 4449.145020 Iteration 20F: 3 clusters Score -1304782 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1304830.125000 Penalty: 4449.145020 Iteration 21Q: 3 clusters Score -1304830 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1304866.125000 Penalty: 4449.145020 Iteration 22Q: 3 clusters Score -1304866 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1304902.750000 Penalty: 4449.145020 Iteration 23Q: 3 clusters Score -1304903 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1304940.375000 Penalty: 4449.145020 Iteration 24Q: 3 clusters Score -1304940 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1304976.625000 Penalty: 4449.145020 Iteration 25Q: 3 clusters Score -1304977 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1305011.125000 Penalty: 4449.145020 Iteration 26Q: 3 clusters Score -1305011 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1305040.875000 Penalty: 4449.145020 Iteration 27Q: 3 clusters Score -1305041 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1305080.375000 Penalty: 4449.145020 Iteration 28Q: 3 clusters Score -1305080 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1305107.375000 Penalty: 4449.145020 Iteration 29Q: 3 clusters Score -1305107 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1305140.875000 Penalty: 4449.145020 Iteration 30Q: 3 clusters Score -1305141 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -1305169.500000 Penalty: 4449.145020 Iteration 31Q: 3 clusters Score -1305170 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1305207.125000 Penalty: 4449.145020 Iteration 32Q: 3 clusters Score -1305207 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1305239.125000 Penalty: 4449.145020 Iteration 33Q: 3 clusters Score -1305239 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1305263.500000 Penalty: 4449.145020 Iteration 34Q: 3 clusters Score -1305264 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1305286.125000 Penalty: 4449.145020 Iteration 35Q: 3 clusters Score -1305286 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1305314.125000 Penalty: 4449.145020 Iteration 36Q: 3 clusters Score -1305314 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -1305333.000000 Penalty: 4449.145020 Iteration 37Q: 3 clusters Score -1305333 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -1305346.625000 Penalty: 4449.145020 Iteration 38Q: 3 clusters Score -1305347 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1305361.625000 Penalty: 4449.145020 Iteration 39Q: 3 clusters Score -1305362 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1305379.000000 Penalty: 4449.145020 Iteration 40F: 3 clusters Score -1305379 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1305389.625000 Penalty: 4449.145020 Iteration 41Q: 3 clusters Score -1305390 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1305406.375000 Penalty: 4449.145020 Iteration 42Q: 3 clusters Score -1305406 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1305427.000000 Penalty: 4449.145020 Iteration 43Q: 3 clusters Score -1305427 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1305438.875000 Penalty: 4449.145020 Iteration 44Q: 3 clusters Score -1305439 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1305442.500000 Penalty: 4449.145020 Iteration 45Q: 3 clusters Score -1305442 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -1305454.125000 Penalty: 4449.145020 Iteration 46Q: 3 clusters Score -1305454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1305463.750000 Penalty: 4449.145020 Iteration 47Q: 3 clusters Score -1305464 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1305474.750000 Penalty: 4449.145020 Iteration 48Q: 3 clusters Score -1305475 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1305487.000000 Penalty: 4449.145020 Iteration 49Q: 3 clusters Score -1305487 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1305493.125000 Penalty: 4449.145020 Iteration 50Q: 3 clusters Score -1305493 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1305502.875000 Penalty: 4449.145020 Iteration 51Q: 3 clusters Score -1305503 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1305508.250000 Penalty: 4449.145020 Iteration 52Q: 3 clusters Score -1305508 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1305517.000000 Penalty: 4449.145020 Iteration 53Q: 3 clusters Score -1305517 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1305522.875000 Penalty: 4449.145020 Iteration 54Q: 3 clusters Score -1305523 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1305534.875000 Penalty: 4449.145020 Iteration 55Q: 3 clusters Score -1305535 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1305538.375000 Penalty: 4449.145020 Iteration 56Q: 3 clusters Score -1305538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1305538.875000 Penalty: 4449.145020 Iteration 57Q: 3 clusters Score -1305539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1305542.750000 Penalty: 4449.145020 Iteration 58Q: 3 clusters Score -1305543 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -1305543.500000 Penalty: 4449.145020 Iteration 59Q: 3 clusters Score -1305544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1305543.000000 Penalty: 4449.145020 Iteration 60F: 3 clusters Score -1305543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1305544.375000 Penalty: 4449.145020 Iteration 61Q: 3 clusters Score -1305544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -1305545.375000 Penalty: 4449.145020 Iteration 62Q: 3 clusters Score -1305545 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1305549.250000 Penalty: 4449.145020 Iteration 63Q: 3 clusters Score -1305549 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1305551.375000 Penalty: 4449.145020 Iteration 64Q: 3 clusters Score -1305551 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -1305550.250000 Penalty: 4449.145020 Iteration 65Q: 3 clusters Score -1305550 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -1305551.875000 Penalty: 4449.145020 Iteration 66Q: 3 clusters Score -1305552 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1305555.250000 Penalty: 4449.145020 Iteration 67Q: 3 clusters Score -1305555 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1305561.500000 Penalty: 4449.145020 Iteration 68Q: 3 clusters Score -1305562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1305560.125000 Penalty: 4449.145020 Iteration 69Q: 3 clusters Score -1305560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1305561.500000 Penalty: 4449.145020 Iteration 70Q: 3 clusters Score -1305562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1305562.250000 Penalty: 4449.145020 Iteration 71Q: 3 clusters Score -1305562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1305561.500000 Penalty: 4449.145020 Iteration 72Q: 3 clusters Score -1305562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1305566.250000 Penalty: 4449.145020 Iteration 73Q: 3 clusters Score -1305566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -1305567.250000 Penalty: 4449.145020 Iteration 74Q: 3 clusters Score -1305567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1305567.125000 Penalty: 4449.145020 Iteration 75Q: 3 clusters Score -1305567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1305567.125000 Penalty: 4449.145020 Iteration 76Q: 3 clusters Score -1305567 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -1305567.750000 Penalty: 4449.145020 Iteration 77Q: 3 clusters Score -1305568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1305569.000000 Penalty: 4449.145020 Iteration 78Q: 3 clusters Score -1305569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1305569.000000 Penalty: 4449.145020 Iteration 79F: 3 clusters Score -1305569 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Entering Unmasked Estep Score: -146433.140625 Penalty: 1717.791138 Iteration 0F: 2 clusters Score -146433.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -144563.609375 Penalty: 3435.582275 Iteration 0F: 3 clusters Score -144563.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -144968.609375 Penalty: 3435.582275 Iteration 1F: 3 clusters Score -144968.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -145182.375000 Penalty: 3435.582275 Iteration 2F: 3 clusters Score -145182.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -145359.875000 Penalty: 3435.582275 Iteration 3F: 3 clusters Score -145359.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -145557.921875 Penalty: 3435.582275 Iteration 4F: 3 clusters Score -145557.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -145720.734375 Penalty: 3435.582275 Iteration 5Q: 3 clusters Score -145720.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -145829.109375 Penalty: 3435.582275 Iteration 6Q: 3 clusters Score -145829.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -145879.218750 Penalty: 3435.582275 Iteration 7Q: 3 clusters Score -145879.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -145924.906250 Penalty: 3435.582275 Iteration 8Q: 3 clusters Score -145924.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -145948.437500 Penalty: 3435.582275 Iteration 9Q: 3 clusters Score -145948.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -145961.015625 Penalty: 3435.582275 Iteration 10Q: 3 clusters Score -145961 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -145969.328125 Penalty: 3435.582275 Iteration 11Q: 3 clusters Score -145969.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -145973.671875 Penalty: 3435.582275 Iteration 12Q: 3 clusters Score -145973.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -145975.953125 Penalty: 3435.582275 Iteration 13Q: 3 clusters Score -145976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -145980.531250 Penalty: 3435.582275 Iteration 14Q: 3 clusters Score -145980.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -145983.703125 Penalty: 3435.582275 Iteration 15Q: 3 clusters Score -145983.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -145983.000000 Penalty: 3435.582275 Iteration 16Q: 3 clusters Score -145983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -145983.000000 Penalty: 3435.582275 Iteration 17F: 3 clusters Score -145983 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (10188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Entering Unmasked Estep Score: -1741521.750000 Penalty: 2288.783447 Iteration 0F: 2 clusters Score -1741522 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1733729.625000 Penalty: 4577.566895 Iteration 0F: 3 clusters Score -1733730 nChanged 4223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -1736007.625000 Penalty: 4577.566895 Iteration 1F: 3 clusters Score -1736008 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1736307.875000 Penalty: 4577.566895 Iteration 2F: 3 clusters Score -1736308 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1736501.125000 Penalty: 4577.566895 Iteration 3Q: 3 clusters Score -1736501 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1736625.625000 Penalty: 4577.566895 Iteration 4Q: 3 clusters Score -1736626 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1736714.125000 Penalty: 4577.566895 Iteration 5Q: 3 clusters Score -1736714 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1736801.500000 Penalty: 4577.566895 Iteration 6Q: 3 clusters Score -1736802 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1736857.125000 Penalty: 4577.566895 Iteration 7Q: 3 clusters Score -1736857 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1736917.875000 Penalty: 4577.566895 Iteration 8Q: 3 clusters Score -1736918 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1736970.750000 Penalty: 4577.566895 Iteration 9Q: 3 clusters Score -1736971 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1737019.000000 Penalty: 4577.566895 Iteration 10Q: 3 clusters Score -1737019 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1737047.125000 Penalty: 4577.566895 Iteration 11Q: 3 clusters Score -1737047 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1737079.125000 Penalty: 4577.566895 Iteration 12Q: 3 clusters Score -1737079 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1737121.375000 Penalty: 4577.566895 Iteration 13Q: 3 clusters Score -1737121 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1737160.750000 Penalty: 4577.566895 Iteration 14Q: 3 clusters Score -1737161 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1737195.000000 Penalty: 4577.566895 Iteration 15Q: 3 clusters Score -1737195 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1737241.500000 Penalty: 4577.566895 Iteration 16Q: 3 clusters Score -1737242 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1737300.250000 Penalty: 4577.566895 Iteration 17Q: 3 clusters Score -1737300 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1737364.625000 Penalty: 4577.566895 Iteration 18Q: 3 clusters Score -1737365 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1737449.250000 Penalty: 4577.566895 Iteration 19Q: 3 clusters Score -1737449 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -1737546.625000 Penalty: 4577.566895 Iteration 20F: 3 clusters Score -1737547 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1737661.250000 Penalty: 4577.566895 Iteration 21Q: 3 clusters Score -1737661 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -1737797.125000 Penalty: 4577.566895 Iteration 22Q: 3 clusters Score -1737797 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1737979.375000 Penalty: 4577.566895 Iteration 23Q: 3 clusters Score -1737979 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1738154.750000 Penalty: 4577.566895 Iteration 24Q: 3 clusters Score -1738155 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1738315.375000 Penalty: 4577.566895 Iteration 25Q: 3 clusters Score -1738315 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1738498.750000 Penalty: 4577.566895 Iteration 26Q: 3 clusters Score -1738499 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1738701.750000 Penalty: 4577.566895 Iteration 27Q: 3 clusters Score -1738702 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1738891.375000 Penalty: 4577.566895 Iteration 28Q: 3 clusters Score -1738891 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1739059.875000 Penalty: 4577.566895 Iteration 29Q: 3 clusters Score -1739060 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1739192.375000 Penalty: 4577.566895 Iteration 30Q: 3 clusters Score -1739192 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1739298.750000 Penalty: 4577.566895 Iteration 31Q: 3 clusters Score -1739299 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1739355.625000 Penalty: 4577.566895 Iteration 32Q: 3 clusters Score -1739356 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1739402.750000 Penalty: 4577.566895 Iteration 33Q: 3 clusters Score -1739403 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1739442.000000 Penalty: 4577.566895 Iteration 34Q: 3 clusters Score -1739442 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1739464.750000 Penalty: 4577.566895 Iteration 35Q: 3 clusters Score -1739465 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9575 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1739480.125000 Penalty: 4577.566895 Iteration 36Q: 3 clusters Score -1739480 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1739494.375000 Penalty: 4577.566895 Iteration 37Q: 3 clusters Score -1739494 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1739504.750000 Penalty: 4577.566895 Iteration 38Q: 3 clusters Score -1739505 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1739516.875000 Penalty: 4577.566895 Iteration 39Q: 3 clusters Score -1739517 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1739522.250000 Penalty: 4577.566895 Iteration 40F: 3 clusters Score -1739522 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1739524.625000 Penalty: 4577.566895 Iteration 41Q: 3 clusters Score -1739525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1739527.000000 Penalty: 4577.566895 Iteration 42Q: 3 clusters Score -1739527 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1739525.125000 Penalty: 4577.566895 Iteration 43Q: 3 clusters Score -1739525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9642 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1739529.250000 Penalty: 4577.566895 Iteration 44Q: 3 clusters Score -1739529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1739530.375000 Penalty: 4577.566895 Iteration 45Q: 3 clusters Score -1739530 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1739530.375000 Penalty: 4577.566895 Iteration 46F: 3 clusters Score -1739530 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -21189.201172 Penalty: 1290.593628 Iteration 0F: 2 clusters Score -21189.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -20362.558594 Penalty: 2581.187256 Iteration 0F: 3 clusters Score -20362.56 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20520.660156 Penalty: 2581.187256 Iteration 1F: 3 clusters Score -20520.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -20553.525391 Penalty: 2581.187256 Iteration 2Q: 3 clusters Score -20553.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -20553.525391 Penalty: 2581.187256 Iteration 3F: 3 clusters Score -20553.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (1921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Entering Unmasked Estep Score: -291426.593750 Penalty: 1875.029053 Iteration 0F: 2 clusters Score -291426.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -288884.062500 Penalty: 3750.058105 Iteration 0F: 3 clusters Score -288884.1 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -289406.312500 Penalty: 3750.058105 Iteration 1F: 3 clusters Score -289406.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -289619.687500 Penalty: 3750.058105 Iteration 2F: 3 clusters Score -289619.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -289738.500000 Penalty: 3750.058105 Iteration 3F: 3 clusters Score -289738.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -289810.750000 Penalty: 3750.058105 Iteration 4Q: 3 clusters Score -289810.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -289851.781250 Penalty: 3750.058105 Iteration 5Q: 3 clusters Score -289851.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -289884.093750 Penalty: 3750.058105 Iteration 6Q: 3 clusters Score -289884.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -289912.343750 Penalty: 3750.058105 Iteration 7Q: 3 clusters Score -289912.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -289943.593750 Penalty: 3750.058105 Iteration 8Q: 3 clusters Score -289943.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -289971.531250 Penalty: 3750.058105 Iteration 9Q: 3 clusters Score -289971.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -289994.281250 Penalty: 3750.058105 Iteration 10Q: 3 clusters Score -289994.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -290013.937500 Penalty: 3750.058105 Iteration 11Q: 3 clusters Score -290013.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -290040.562500 Penalty: 3750.058105 Iteration 12Q: 3 clusters Score -290040.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -290060.000000 Penalty: 3750.058105 Iteration 13Q: 3 clusters Score -290060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -290073.187500 Penalty: 3750.058105 Iteration 14Q: 3 clusters Score -290073.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -290087.343750 Penalty: 3750.058105 Iteration 15Q: 3 clusters Score -290087.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -290108.750000 Penalty: 3750.058105 Iteration 16Q: 3 clusters Score -290108.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -290121.656250 Penalty: 3750.058105 Iteration 17Q: 3 clusters Score -290121.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -290131.968750 Penalty: 3750.058105 Iteration 18Q: 3 clusters Score -290132 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -290145.218750 Penalty: 3750.058105 Iteration 19Q: 3 clusters Score -290145.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -290151.562500 Penalty: 3750.058105 Iteration 20F: 3 clusters Score -290151.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -290160.281250 Penalty: 3750.058105 Iteration 21Q: 3 clusters Score -290160.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -290166.812500 Penalty: 3750.058105 Iteration 22Q: 3 clusters Score -290166.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -290174.125000 Penalty: 3750.058105 Iteration 23Q: 3 clusters Score -290174.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -290180.656250 Penalty: 3750.058105 Iteration 24Q: 3 clusters Score -290180.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -290186.437500 Penalty: 3750.058105 Iteration 25Q: 3 clusters Score -290186.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -290193.437500 Penalty: 3750.058105 Iteration 26Q: 3 clusters Score -290193.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -290196.406250 Penalty: 3750.058105 Iteration 27Q: 3 clusters Score -290196.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -290198.937500 Penalty: 3750.058105 Iteration 28Q: 3 clusters Score -290198.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -290200.968750 Penalty: 3750.058105 Iteration 29Q: 3 clusters Score -290201 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -290202.187500 Penalty: 3750.058105 Iteration 30Q: 3 clusters Score -290202.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -290204.687500 Penalty: 3750.058105 Iteration 31Q: 3 clusters Score -290204.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -290205.218750 Penalty: 3750.058105 Iteration 32Q: 3 clusters Score -290205.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -290206.187500 Penalty: 3750.058105 Iteration 33Q: 3 clusters Score -290206.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -290208.781250 Penalty: 3750.058105 Iteration 34Q: 3 clusters Score -290208.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -290212.718750 Penalty: 3750.058105 Iteration 35Q: 3 clusters Score -290212.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -290215.281250 Penalty: 3750.058105 Iteration 36Q: 3 clusters Score -290215.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -290219.750000 Penalty: 3750.058105 Iteration 37Q: 3 clusters Score -290219.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -290222.093750 Penalty: 3750.058105 Iteration 38Q: 3 clusters Score -290222.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -290226.312500 Penalty: 3750.058105 Iteration 39Q: 3 clusters Score -290226.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -290230.656250 Penalty: 3750.058105 Iteration 40F: 3 clusters Score -290230.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -290234.156250 Penalty: 3750.058105 Iteration 41Q: 3 clusters Score -290234.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -290237.000000 Penalty: 3750.058105 Iteration 42Q: 3 clusters Score -290237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -290238.343750 Penalty: 3750.058105 Iteration 43Q: 3 clusters Score -290238.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -290240.375000 Penalty: 3750.058105 Iteration 44Q: 3 clusters Score -290240.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -290241.750000 Penalty: 3750.058105 Iteration 45Q: 3 clusters Score -290241.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -290242.437500 Penalty: 3750.058105 Iteration 46Q: 3 clusters Score -290242.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -290244.031250 Penalty: 3750.058105 Iteration 47Q: 3 clusters Score -290244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -290244.906250 Penalty: 3750.058105 Iteration 48Q: 3 clusters Score -290244.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -290247.687500 Penalty: 3750.058105 Iteration 49Q: 3 clusters Score -290247.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -290250.125000 Penalty: 3750.058105 Iteration 50Q: 3 clusters Score -290250.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -290251.156250 Penalty: 3750.058105 Iteration 51Q: 3 clusters Score -290251.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -290252.937500 Penalty: 3750.058105 Iteration 52Q: 3 clusters Score -290252.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -290255.187500 Penalty: 3750.058105 Iteration 53Q: 3 clusters Score -290255.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -290255.906250 Penalty: 3750.058105 Iteration 54Q: 3 clusters Score -290255.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -290257.843750 Penalty: 3750.058105 Iteration 55Q: 3 clusters Score -290257.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -290257.843750 Penalty: 3750.058105 Iteration 56F: 3 clusters Score -290257.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (17533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Entering Unmasked Estep Score: -3018224.750000 Penalty: 2423.416260 Iteration 0F: 2 clusters Score -3018225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -3005693.750000 Penalty: 4846.832520 Iteration 0F: 3 clusters Score -3005694 nChanged 7747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -3009790.750000 Penalty: 4846.832520 Iteration 1F: 3 clusters Score -3009791 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -3010096.250000 Penalty: 4846.832520 Iteration 2F: 3 clusters Score -3010096 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -3010314.250000 Penalty: 4846.832520 Iteration 3Q: 3 clusters Score -3010314 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -3010489.250000 Penalty: 4846.832520 Iteration 4Q: 3 clusters Score -3010489 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -3010641.000000 Penalty: 4846.832520 Iteration 5Q: 3 clusters Score -3010641 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9592 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -3010790.750000 Penalty: 4846.832520 Iteration 6Q: 3 clusters Score -3010791 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -3010933.000000 Penalty: 4846.832520 Iteration 7Q: 3 clusters Score -3010933 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -3011086.750000 Penalty: 4846.832520 Iteration 8Q: 3 clusters Score -3011087 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -3011277.250000 Penalty: 4846.832520 Iteration 9Q: 3 clusters Score -3011277 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -3011509.500000 Penalty: 4846.832520 Iteration 10Q: 3 clusters Score -3011510 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -3011792.250000 Penalty: 4846.832520 Iteration 11Q: 3 clusters Score -3011792 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12524 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -3012155.000000 Penalty: 4846.832520 Iteration 12Q: 3 clusters Score -3012155 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -3012642.500000 Penalty: 4846.832520 Iteration 13Q: 3 clusters Score -3012642 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -3013328.250000 Penalty: 4846.832520 Iteration 14F: 3 clusters Score -3013328 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -3014120.750000 Penalty: 4846.832520 Iteration 15F: 3 clusters Score -3014121 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16019 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -3014809.250000 Penalty: 4846.832520 Iteration 16Q: 3 clusters Score -3014809 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -3015301.250000 Penalty: 4846.832520 Iteration 17Q: 3 clusters Score -3015301 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -3015614.000000 Penalty: 4846.832520 Iteration 18Q: 3 clusters Score -3015614 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17045 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -3015788.250000 Penalty: 4846.832520 Iteration 19Q: 3 clusters Score -3015788 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17131 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -3015875.750000 Penalty: 4846.832520 Iteration 20F: 3 clusters Score -3015876 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17181 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -3015930.750000 Penalty: 4846.832520 Iteration 21Q: 3 clusters Score -3015931 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3015968.500000 Penalty: 4846.832520 Iteration 22Q: 3 clusters Score -3015968 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -3016007.500000 Penalty: 4846.832520 Iteration 23Q: 3 clusters Score -3016008 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -3016023.250000 Penalty: 4846.832520 Iteration 24Q: 3 clusters Score -3016023 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17250 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -3016035.250000 Penalty: 4846.832520 Iteration 25Q: 3 clusters Score -3016035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17254 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -3016038.750000 Penalty: 4846.832520 Iteration 26Q: 3 clusters Score -3016039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17256 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -3016042.750000 Penalty: 4846.832520 Iteration 27Q: 3 clusters Score -3016043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -3016048.000000 Penalty: 4846.832520 Iteration 28Q: 3 clusters Score -3016048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17263 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -3016059.500000 Penalty: 4846.832520 Iteration 29Q: 3 clusters Score -3016060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17266 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -3016065.750000 Penalty: 4846.832520 Iteration 30Q: 3 clusters Score -3016066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17266 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -3016063.250000 Penalty: 4846.832520 Iteration 31Q: 3 clusters Score -3016063 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17265 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -3016067.500000 Penalty: 4846.832520 Iteration 32Q: 3 clusters Score -3016068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3016073.250000 Penalty: 4846.832520 Iteration 33Q: 3 clusters Score -3016073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17269 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -3016079.250000 Penalty: 4846.832520 Iteration 34Q: 3 clusters Score -3016079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -3016079.250000 Penalty: 4846.832520 Iteration 35Q: 3 clusters Score -3016079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -3016079.250000 Penalty: 4846.832520 Iteration 36F: 3 clusters Score -3016079 nChanged 0 --- Evaluating fit on full set of 968332 points --- Entering Unmasked Estep Score: -155620640.000000 Penalty: 129894.101562 21->39 Clusters: Score -155620640.000000, best is -155616592.000000 THE BEST YET! Main iterations: 0 (time per=infms) Total iterations: 18882 (time per=159.517530ms) Iterations metric 2: 388686053376.000000 (time per=7.749210ns) Iterations metric 3: 11660441944064.000000 (time per=258.310107ps) That took 3012.010010 seconds.