warning: commands will be executed using /bin/sh job 2997 at Sat Mar 22 03:29:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse20-140314/YutaMouse20-140314/YutaMouse20-140314 ElecNo 7 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 173571 data points of dimension 12. meanDims = 12 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 57857 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3107 members Mstep: Class 3 contains 3092 members Mstep: Class 4 contains 2999 members Mstep: Class 5 contains 3101 members Mstep: Class 6 contains 3136 members Mstep: Class 7 contains 2989 members Mstep: Class 8 contains 3030 members Mstep: Class 9 contains 2965 members Mstep: Class 10 contains 2996 members Mstep: Class 11 contains 3046 members Mstep: Class 12 contains 3107 members Mstep: Class 13 contains 3099 members Mstep: Class 14 contains 2961 members Mstep: Class 15 contains 3036 members Mstep: Class 16 contains 3028 members Mstep: Class 17 contains 3009 members Mstep: Class 18 contains 3007 members Mstep: Class 19 contains 3031 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 71.268562 but Gain 498.940430 Score: -2463260.750000 Penalty: 8980.932617 Iteration 0F: 19 clusters Score -2463261 nChanged 54560 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 6361 members Mstep: Class 3 contains 2250 members Mstep: Class 4 contains 1103 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 2658 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 780 members Mstep: Class 9 contains 788 members Mstep: Class 10 contains 1599 members Mstep: Class 11 contains 7799 members Mstep: Class 12 contains 23430 members Mstep: Class 14 contains 4894 members Mstep: Class 15 contains 1368 members Mstep: Class 16 contains 1096 members Mstep: Class 17 contains 271 members Mstep: Class 18 contains 552 members Mstep: Class 19 contains 563 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 43.561584 but Gain 498.940430 Score: -2780713.500000 Penalty: 8481.992188 Iteration 1F: 18 clusters Score -2780714 nChanged 22318 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 4739 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 288 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 3709 members Mstep: Class 7 contains 755 members Mstep: Class 8 contains 161 members Mstep: Class 9 contains 300 members Mstep: Class 10 contains 635 members Mstep: Class 11 contains 4494 members Mstep: Class 12 contains 36899 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 2227 members Mstep: Class 16 contains 723 members Mstep: Class 18 contains 197 members Mstep: Class 19 contains 103 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 72.127777 but Gain 498.940918 Score: -2825899.250000 Penalty: 7983.051270 Iteration 2F: 17 clusters Score -2825899 nChanged 9509 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 2507 members Mstep: Class 3 contains 180 members Mstep: Class 4 contains 175 members Mstep: Class 5 contains 254 members Mstep: Class 6 contains 3272 members Mstep: Class 7 contains 730 members Mstep: Class 8 contains 110 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 374 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 42783 members Mstep: Class 14 contains 803 members Mstep: Class 15 contains 2842 members Mstep: Class 16 contains 630 members Mstep: Class 18 contains 162 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 164.849426 but Gain 498.940918 Score: -2838014.500000 Penalty: 7484.110352 Iteration 3F: 16 clusters Score -2838014 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1176 members Mstep: Class 3 contains 163 members Mstep: Class 5 contains 187 members Mstep: Class 6 contains 3221 members Mstep: Class 7 contains 712 members Mstep: Class 8 contains 117 members Mstep: Class 9 contains 147 members Mstep: Class 10 contains 252 members Mstep: Class 11 contains 1658 members Mstep: Class 12 contains 45814 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 2978 members Mstep: Class 16 contains 612 members Mstep: Class 18 contains 194 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 151.832733 but Gain 498.940430 Score: -2843249.250000 Penalty: 6985.169922 Iteration 4F: 15 clusters Score -2843249 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 597 members Mstep: Class 3 contains 171 members Mstep: Class 5 contains 179 members Mstep: Class 6 contains 3314 members Mstep: Class 7 contains 698 members Mstep: Class 8 contains 115 members Mstep: Class 10 contains 200 members Mstep: Class 11 contains 1251 members Mstep: Class 12 contains 47107 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 2991 members Mstep: Class 16 contains 530 members Mstep: Class 18 contains 228 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 198.815720 but Gain 498.940918 Score: -2845542.250000 Penalty: 6486.229004 Iteration 5Q: 14 clusters Score -2845542 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 2 contains 353 members Mstep: Class 3 contains 179 members Mstep: Class 5 contains 188 members Mstep: Class 6 contains 3387 members Mstep: Class 7 contains 684 members Mstep: Class 8 contains 115 members Mstep: Class 10 contains 170 members Mstep: Class 11 contains 1060 members Mstep: Class 12 contains 47656 members Mstep: Class 14 contains 271 members Mstep: Class 15 contains 3067 members Mstep: Class 16 contains 423 members Mstep: Class 18 contains 251 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 283.985870 but Gain 498.940430 Score: -2846714.000000 Penalty: 5987.288574 Iteration 6Q: 13 clusters Score -2846714 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 3 contains 186 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 3528 members Mstep: Class 7 contains 671 members Mstep: Class 8 contains 115 members Mstep: Class 10 contains 163 members Mstep: Class 11 contains 959 members Mstep: Class 12 contains 48044 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 3076 members Mstep: Class 16 contains 349 members Mstep: Class 18 contains 269 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 315.148529 but Gain 498.940918 Score: -2847737.250000 Penalty: 5488.347656 Iteration 7Q: 12 clusters Score -2847737 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 5 contains 175 members Mstep: Class 6 contains 3579 members Mstep: Class 7 contains 662 members Mstep: Class 8 contains 119 members Mstep: Class 10 contains 159 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 48153 members Mstep: Class 14 contains 289 members Mstep: Class 15 contains 3148 members Mstep: Class 16 contains 286 members Mstep: Class 18 contains 325 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 325.551483 but Gain 498.940430 Score: -2848430.750000 Penalty: 4989.407227 Iteration 8Q: 11 clusters Score -2848431 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 3824 members Mstep: Class 7 contains 641 members Mstep: Class 8 contains 114 members Mstep: Class 10 contains 173 members Mstep: Class 11 contains 887 members Mstep: Class 12 contains 48188 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 3135 members Mstep: Class 18 contains 356 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 342.974487 but Gain 498.940918 Score: -2849202.250000 Penalty: 4490.466309 Iteration 9Q: 10 clusters Score -2849202 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 3870 members Mstep: Class 7 contains 632 members Mstep: Class 10 contains 160 members Mstep: Class 11 contains 882 members Mstep: Class 12 contains 48168 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3159 members Mstep: Class 18 contains 419 members Entering Unmasked Estep ConsiderDeletion Score: -2849479.750000 Penalty: 4490.466309 Iteration 10Q: 10 clusters Score -2849480 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3892 members Mstep: Class 7 contains 625 members Mstep: Class 10 contains 148 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 48125 members Mstep: Class 14 contains 365 members Mstep: Class 15 contains 3132 members Mstep: Class 18 contains 463 members Entering Unmasked Estep ConsiderDeletion Score: -2849585.750000 Penalty: 4490.466309 Iteration 11Q: 10 clusters Score -2849586 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3891 members Mstep: Class 7 contains 612 members Mstep: Class 10 contains 145 members Mstep: Class 11 contains 899 members Mstep: Class 12 contains 48109 members Mstep: Class 14 contains 367 members Mstep: Class 15 contains 3109 members Mstep: Class 18 contains 501 members Entering Unmasked Estep ConsiderDeletion Score: -2849659.250000 Penalty: 4490.466309 Iteration 12Q: 10 clusters Score -2849659 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 3896 members Mstep: Class 7 contains 594 members Mstep: Class 10 contains 140 members Mstep: Class 11 contains 904 members Mstep: Class 12 contains 48098 members Mstep: Class 14 contains 371 members Mstep: Class 15 contains 3094 members Mstep: Class 18 contains 534 members Entering Unmasked Estep ConsiderDeletion Score: -2849705.500000 Penalty: 4490.466309 Iteration 13Q: 10 clusters Score -2849706 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 3909 members Mstep: Class 7 contains 581 members Mstep: Class 10 contains 137 members Mstep: Class 11 contains 898 members Mstep: Class 12 contains 48091 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 3083 members Mstep: Class 18 contains 564 members Entering Unmasked Estep ConsiderDeletion Score: -2849732.750000 Penalty: 4490.466309 Iteration 14Q: 10 clusters Score -2849733 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 3921 members Mstep: Class 7 contains 572 members Mstep: Class 10 contains 137 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 48080 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 3066 members Mstep: Class 18 contains 593 members Entering Unmasked Estep ConsiderDeletion Score: -2849753.750000 Penalty: 4490.466309 Iteration 15Q: 10 clusters Score -2849754 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 3924 members Mstep: Class 7 contains 564 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 48071 members Mstep: Class 14 contains 366 members Mstep: Class 15 contains 3061 members Mstep: Class 18 contains 613 members Entering Unmasked Estep ConsiderDeletion Score: -2849755.000000 Penalty: 4490.466309 Iteration 16Q: 10 clusters Score -2849755 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 3923 members Mstep: Class 7 contains 555 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 898 members Mstep: Class 12 contains 48070 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 3058 members Mstep: Class 18 contains 621 members Entering Unmasked Estep ConsiderDeletion Score: -2849769.000000 Penalty: 4490.466309 Iteration 17Q: 10 clusters Score -2849769 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 3922 members Mstep: Class 7 contains 544 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 901 members Mstep: Class 12 contains 48067 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 3061 members Mstep: Class 18 contains 629 members Entering Unmasked Estep ConsiderDeletion Score: -2849779.000000 Penalty: 4490.466309 Iteration 18Q: 10 clusters Score -2849779 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 3920 members Mstep: Class 7 contains 533 members Mstep: Class 10 contains 137 members Mstep: Class 11 contains 902 members Mstep: Class 12 contains 48063 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 3072 members Mstep: Class 18 contains 630 members Entering Unmasked Estep ConsiderDeletion Score: -2849784.500000 Penalty: 4490.466309 Iteration 19Q: 10 clusters Score -2849784 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 3922 members Mstep: Class 7 contains 527 members Mstep: Class 10 contains 137 members Mstep: Class 11 contains 904 members Mstep: Class 12 contains 48060 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 3078 members Mstep: Class 18 contains 630 members Entering Unmasked Estep ConsiderDeletion Score: -2849818.750000 Penalty: 4490.466309 Iteration 20F: 10 clusters Score -2849819 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3922 members Mstep: Class 7 contains 525 members Mstep: Class 10 contains 138 members Mstep: Class 11 contains 904 members Mstep: Class 12 contains 48058 members Mstep: Class 14 contains 378 members Mstep: Class 15 contains 3056 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -2849835.250000 Penalty: 4490.466309 Iteration 21Q: 10 clusters Score -2849835 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3920 members Mstep: Class 7 contains 522 members Mstep: Class 10 contains 137 members Mstep: Class 11 contains 902 members Mstep: Class 12 contains 48063 members Mstep: Class 14 contains 381 members Mstep: Class 15 contains 3039 members Mstep: Class 18 contains 670 members Entering Unmasked Estep ConsiderDeletion Score: -2849848.750000 Penalty: 4490.466309 Iteration 22Q: 10 clusters Score -2849849 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3921 members Mstep: Class 7 contains 516 members Mstep: Class 10 contains 137 members Mstep: Class 11 contains 902 members Mstep: Class 12 contains 48059 members Mstep: Class 14 contains 377 members Mstep: Class 15 contains 3031 members Mstep: Class 18 contains 692 members Entering Unmasked Estep ConsiderDeletion Score: -2849858.000000 Penalty: 4490.466309 Iteration 23Q: 10 clusters Score -2849858 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3920 members Mstep: Class 7 contains 514 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 905 members Mstep: Class 12 contains 48055 members Mstep: Class 14 contains 375 members Mstep: Class 15 contains 3018 members Mstep: Class 18 contains 712 members Entering Unmasked Estep ConsiderDeletion Score: -2849871.750000 Penalty: 4490.466309 Iteration 24Q: 10 clusters Score -2849872 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3918 members Mstep: Class 7 contains 507 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 907 members Mstep: Class 12 contains 48051 members Mstep: Class 14 contains 376 members Mstep: Class 15 contains 3012 members Mstep: Class 18 contains 729 members Entering Unmasked Estep ConsiderDeletion Score: -2849881.000000 Penalty: 4490.466309 Iteration 25Q: 10 clusters Score -2849881 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3914 members Mstep: Class 7 contains 500 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 48055 members Mstep: Class 14 contains 375 members Mstep: Class 15 contains 3007 members Mstep: Class 18 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -2849892.750000 Penalty: 4490.466309 Iteration 26Q: 10 clusters Score -2849893 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3911 members Mstep: Class 7 contains 491 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 48055 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 3006 members Mstep: Class 18 contains 751 members Entering Unmasked Estep ConsiderDeletion Score: -2849897.250000 Penalty: 4490.466309 Iteration 27Q: 10 clusters Score -2849897 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 480 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 48058 members Mstep: Class 14 contains 371 members Mstep: Class 15 contains 3009 members Mstep: Class 18 contains 760 members Entering Unmasked Estep ConsiderDeletion Score: -2849906.750000 Penalty: 4490.466309 Iteration 28Q: 10 clusters Score -2849907 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3901 members Mstep: Class 7 contains 469 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 920 members Mstep: Class 12 contains 48059 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 3013 members Mstep: Class 18 contains 768 members Entering Unmasked Estep ConsiderDeletion Score: -2849915.500000 Penalty: 4490.466309 Iteration 29Q: 10 clusters Score -2849916 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3901 members Mstep: Class 7 contains 457 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 919 members Mstep: Class 12 contains 48059 members Mstep: Class 14 contains 367 members Mstep: Class 15 contains 3015 members Mstep: Class 18 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -2849923.750000 Penalty: 4490.466309 Iteration 30Q: 10 clusters Score -2849924 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3903 members Mstep: Class 7 contains 445 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 48065 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 3016 members Mstep: Class 18 contains 795 members Entering Unmasked Estep ConsiderDeletion Score: -2849926.750000 Penalty: 4490.466309 Iteration 31Q: 10 clusters Score -2849927 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3904 members Mstep: Class 7 contains 434 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48067 members Mstep: Class 14 contains 361 members Mstep: Class 15 contains 3015 members Mstep: Class 18 contains 807 members Entering Unmasked Estep ConsiderDeletion Score: -2849930.750000 Penalty: 4490.466309 Iteration 32Q: 10 clusters Score -2849931 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3905 members Mstep: Class 7 contains 424 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48069 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 3018 members Mstep: Class 18 contains 815 members Entering Unmasked Estep ConsiderDeletion Score: -2849938.500000 Penalty: 4490.466309 Iteration 33Q: 10 clusters Score -2849938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 410 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48070 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 3020 members Mstep: Class 18 contains 825 members Entering Unmasked Estep ConsiderDeletion Score: -2849942.500000 Penalty: 4490.466309 Iteration 34Q: 10 clusters Score -2849942 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 393 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48070 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 3026 members Mstep: Class 18 contains 837 members Entering Unmasked Estep ConsiderDeletion Score: -2849951.500000 Penalty: 4490.466309 Iteration 35Q: 10 clusters Score -2849952 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 378 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48071 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 3027 members Mstep: Class 18 contains 850 members Entering Unmasked Estep ConsiderDeletion Score: -2849962.250000 Penalty: 4490.466309 Iteration 36Q: 10 clusters Score -2849962 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 361 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48073 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 3034 members Mstep: Class 18 contains 857 members Entering Unmasked Estep ConsiderDeletion Score: -2849970.750000 Penalty: 4490.466309 Iteration 37Q: 10 clusters Score -2849971 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 348 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 48073 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 3034 members Mstep: Class 18 contains 870 members Entering Unmasked Estep ConsiderDeletion Score: -2849980.750000 Penalty: 4490.466309 Iteration 38Q: 10 clusters Score -2849981 nChanged 25 Entering ConstructFrom: Score: -2849980.750000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 5 (167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Entering Unmasked Estep Score: -6390.892090 Penalty: 232.868713 Iteration 0F: 2 clusters Score -6390.892 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 78 members Entering Unmasked Estep Score: -6128.294434 Penalty: 465.737427 Iteration 0F: 3 clusters Score -6128.294 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6181.429199 Penalty: 465.737427 Iteration 1F: 3 clusters Score -6181.429 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6199.336426 Penalty: 465.737427 Iteration 2F: 3 clusters Score -6199.336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6206.545898 Penalty: 465.737427 Iteration 3Q: 3 clusters Score -6206.546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6230.674805 Penalty: 465.737427 Iteration 4F: 3 clusters Score -6230.675 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6243.832520 Penalty: 465.737427 Iteration 5Q: 3 clusters Score -6243.833 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6245.337402 Penalty: 465.737427 Iteration 6Q: 3 clusters Score -6245.337 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6245.337402 Penalty: 465.737427 Iteration 7F: 3 clusters Score -6245.337 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Entering Unmasked Estep Score: -188441.875000 Penalty: 376.297272 Iteration 0F: 2 clusters Score -188441.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -185809.312500 Penalty: 752.594543 Iteration 0F: 3 clusters Score -185809.3 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -186819.531250 Penalty: 752.594543 Iteration 1F: 3 clusters Score -186819.5 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -186998.250000 Penalty: 752.594543 Iteration 2F: 3 clusters Score -186998.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -187176.046875 Penalty: 752.594543 Iteration 3F: 3 clusters Score -187176 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -187320.796875 Penalty: 752.594543 Iteration 4F: 3 clusters Score -187320.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -187441.296875 Penalty: 752.594543 Iteration 5F: 3 clusters Score -187441.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -187534.343750 Penalty: 752.594543 Iteration 6Q: 3 clusters Score -187534.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -187627.187500 Penalty: 752.594543 Iteration 7Q: 3 clusters Score -187627.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -187713.250000 Penalty: 752.594543 Iteration 8Q: 3 clusters Score -187713.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -187807.953125 Penalty: 752.594543 Iteration 9Q: 3 clusters Score -187808 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -187888.781250 Penalty: 752.594543 Iteration 10Q: 3 clusters Score -187888.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -187948.421875 Penalty: 752.594543 Iteration 11Q: 3 clusters Score -187948.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -187999.718750 Penalty: 752.594543 Iteration 12Q: 3 clusters Score -187999.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -188038.312500 Penalty: 752.594543 Iteration 13Q: 3 clusters Score -188038.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -188063.031250 Penalty: 752.594543 Iteration 14Q: 3 clusters Score -188063 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -188082.046875 Penalty: 752.594543 Iteration 15Q: 3 clusters Score -188082 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -188096.343750 Penalty: 752.594543 Iteration 16Q: 3 clusters Score -188096.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -188107.046875 Penalty: 752.594543 Iteration 17Q: 3 clusters Score -188107 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -188115.406250 Penalty: 752.594543 Iteration 18Q: 3 clusters Score -188115.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -188125.937500 Penalty: 752.594543 Iteration 19Q: 3 clusters Score -188125.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -188129.000000 Penalty: 752.594543 Iteration 20F: 3 clusters Score -188129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -188131.796875 Penalty: 752.594543 Iteration 21Q: 3 clusters Score -188131.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -188135.921875 Penalty: 752.594543 Iteration 22Q: 3 clusters Score -188135.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -188138.812500 Penalty: 752.594543 Iteration 23Q: 3 clusters Score -188138.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -188142.062500 Penalty: 752.594543 Iteration 24Q: 3 clusters Score -188142.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -188142.515625 Penalty: 752.594543 Iteration 25Q: 3 clusters Score -188142.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -188143.671875 Penalty: 752.594543 Iteration 26Q: 3 clusters Score -188143.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -188145.593750 Penalty: 752.594543 Iteration 27Q: 3 clusters Score -188145.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -188145.937500 Penalty: 752.594543 Iteration 28Q: 3 clusters Score -188145.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -188147.093750 Penalty: 752.594543 Iteration 29Q: 3 clusters Score -188147.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -188147.906250 Penalty: 752.594543 Iteration 30Q: 3 clusters Score -188147.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -188149.218750 Penalty: 752.594543 Iteration 31Q: 3 clusters Score -188149.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -188152.156250 Penalty: 752.594543 Iteration 32Q: 3 clusters Score -188152.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -188161.734375 Penalty: 752.594543 Iteration 33Q: 3 clusters Score -188161.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -188164.343750 Penalty: 752.594543 Iteration 34Q: 3 clusters Score -188164.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -188164.343750 Penalty: 752.594543 Iteration 35F: 3 clusters Score -188164.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -12720.601562 Penalty: 265.083008 Iteration 0F: 2 clusters Score -12720.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12341.289062 Penalty: 530.166016 Iteration 0F: 3 clusters Score -12341.29 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -12447.416016 Penalty: 530.166016 Iteration 1F: 3 clusters Score -12447.42 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12478.352539 Penalty: 530.166016 Iteration 2F: 3 clusters Score -12478.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -12494.228516 Penalty: 530.166016 Iteration 3F: 3 clusters Score -12494.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -12506.137695 Penalty: 530.166016 Iteration 4Q: 3 clusters Score -12506.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -12511.762695 Penalty: 530.166016 Iteration 5Q: 3 clusters Score -12511.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -12515.952148 Penalty: 530.166016 Iteration 6Q: 3 clusters Score -12515.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12517.473633 Penalty: 530.166016 Iteration 7Q: 3 clusters Score -12517.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12517.958984 Penalty: 530.166016 Iteration 8Q: 3 clusters Score -12517.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12517.958984 Penalty: 530.166016 Iteration 9F: 3 clusters Score -12517.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Entering Unmasked Estep Score: -5850.230957 Penalty: 222.851715 Iteration 0F: 2 clusters Score -5850.231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5605.323242 Penalty: 445.703430 Iteration 0F: 3 clusters Score -5605.323 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5646.389160 Penalty: 445.703430 Iteration 1F: 3 clusters Score -5646.389 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5662.124512 Penalty: 445.703430 Iteration 2F: 3 clusters Score -5662.125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5671.500000 Penalty: 445.703430 Iteration 3Q: 3 clusters Score -5671.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5674.147949 Penalty: 445.703430 Iteration 4Q: 3 clusters Score -5674.148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5674.955566 Penalty: 445.703430 Iteration 5Q: 3 clusters Score -5674.956 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5674.955566 Penalty: 445.703430 Iteration 6F: 3 clusters Score -5674.956 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Entering Unmasked Estep Score: -46744.980469 Penalty: 310.011719 Iteration 0F: 2 clusters Score -46744.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -45999.421875 Penalty: 620.023438 Iteration 0F: 3 clusters Score -45999.42 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -46192.636719 Penalty: 620.023438 Iteration 1F: 3 clusters Score -46192.64 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -46237.113281 Penalty: 620.023438 Iteration 2F: 3 clusters Score -46237.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -46267.675781 Penalty: 620.023438 Iteration 3Q: 3 clusters Score -46267.68 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -46299.906250 Penalty: 620.023438 Iteration 4Q: 3 clusters Score -46299.91 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -46323.617188 Penalty: 620.023438 Iteration 5Q: 3 clusters Score -46323.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -46342.398438 Penalty: 620.023438 Iteration 6Q: 3 clusters Score -46342.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -46356.746094 Penalty: 620.023438 Iteration 7Q: 3 clusters Score -46356.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -46365.886719 Penalty: 620.023438 Iteration 8Q: 3 clusters Score -46365.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -46372.457031 Penalty: 620.023438 Iteration 9Q: 3 clusters Score -46372.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -46381.007812 Penalty: 620.023438 Iteration 10Q: 3 clusters Score -46381.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -46394.933594 Penalty: 620.023438 Iteration 11Q: 3 clusters Score -46394.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -46405.468750 Penalty: 620.023438 Iteration 12Q: 3 clusters Score -46405.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -46409.738281 Penalty: 620.023438 Iteration 13Q: 3 clusters Score -46409.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -46419.535156 Penalty: 620.023438 Iteration 14Q: 3 clusters Score -46419.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -46431.113281 Penalty: 620.023438 Iteration 15Q: 3 clusters Score -46431.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -46442.253906 Penalty: 620.023438 Iteration 16Q: 3 clusters Score -46442.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -46450.828125 Penalty: 620.023438 Iteration 17Q: 3 clusters Score -46450.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -46456.953125 Penalty: 620.023438 Iteration 18Q: 3 clusters Score -46456.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -46464.605469 Penalty: 620.023438 Iteration 19Q: 3 clusters Score -46464.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -46470.507812 Penalty: 620.023438 Iteration 20F: 3 clusters Score -46470.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -46471.828125 Penalty: 620.023438 Iteration 21Q: 3 clusters Score -46471.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -46472.835938 Penalty: 620.023438 Iteration 22Q: 3 clusters Score -46472.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -46472.835938 Penalty: 620.023438 Iteration 23F: 3 clusters Score -46472.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (48074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48074 members Entering Unmasked Estep Score: -2447333.250000 Penalty: 490.512604 Iteration 0F: 2 clusters Score -2447333 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23909 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -2414919.000000 Penalty: 981.025208 Iteration 0F: 3 clusters Score -2414919 nChanged 23352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21053 members Mstep: Class 2 contains 27021 members Entering Unmasked Estep Score: -2429858.500000 Penalty: 981.025208 Iteration 1F: 3 clusters Score -2429858 nChanged 3113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19654 members Mstep: Class 2 contains 28420 members Entering Unmasked Estep Score: -2431996.500000 Penalty: 981.025208 Iteration 2F: 3 clusters Score -2431996 nChanged 3426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18128 members Mstep: Class 2 contains 29946 members Entering Unmasked Estep Score: -2434945.000000 Penalty: 981.025208 Iteration 3F: 3 clusters Score -2434945 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16760 members Mstep: Class 2 contains 31314 members Entering Unmasked Estep Score: -2438034.250000 Penalty: 981.025208 Iteration 4F: 3 clusters Score -2438034 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 32254 members Entering Unmasked Estep Score: -2440251.500000 Penalty: 981.025208 Iteration 5F: 3 clusters Score -2440252 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15116 members Mstep: Class 2 contains 32958 members Entering Unmasked Estep Score: -2441371.000000 Penalty: 981.025208 Iteration 6Q: 3 clusters Score -2441371 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14463 members Mstep: Class 2 contains 33611 members Entering Unmasked Estep Score: -2442088.000000 Penalty: 981.025208 Iteration 7Q: 3 clusters Score -2442088 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 34314 members Entering Unmasked Estep Score: -2442751.750000 Penalty: 981.025208 Iteration 8Q: 3 clusters Score -2442752 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13076 members Mstep: Class 2 contains 34998 members Entering Unmasked Estep Score: -2443426.000000 Penalty: 981.025208 Iteration 9Q: 3 clusters Score -2443426 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 35679 members Entering Unmasked Estep Score: -2444194.000000 Penalty: 981.025208 Iteration 10Q: 3 clusters Score -2444194 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 36421 members Entering Unmasked Estep Score: -2445023.000000 Penalty: 981.025208 Iteration 11Q: 3 clusters Score -2445023 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10926 members Mstep: Class 2 contains 37148 members Entering Unmasked Estep Score: -2445912.000000 Penalty: 981.025208 Iteration 12Q: 3 clusters Score -2445912 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 37867 members Entering Unmasked Estep Score: -2446685.250000 Penalty: 981.025208 Iteration 13Q: 3 clusters Score -2446685 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 38561 members Entering Unmasked Estep Score: -2447350.250000 Penalty: 981.025208 Iteration 14Q: 3 clusters Score -2447350 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 39158 members Entering Unmasked Estep Score: -2447764.500000 Penalty: 981.025208 Iteration 15Q: 3 clusters Score -2447764 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 39672 members Entering Unmasked Estep Score: -2448005.000000 Penalty: 981.025208 Iteration 16Q: 3 clusters Score -2448005 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 40076 members Entering Unmasked Estep Score: -2448131.250000 Penalty: 981.025208 Iteration 17Q: 3 clusters Score -2448131 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 40444 members Entering Unmasked Estep Score: -2448248.750000 Penalty: 981.025208 Iteration 18Q: 3 clusters Score -2448249 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 40755 members Entering Unmasked Estep Score: -2448319.500000 Penalty: 981.025208 Iteration 19Q: 3 clusters Score -2448320 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 41033 members Entering Unmasked Estep Score: -2448399.750000 Penalty: 981.025208 Iteration 20F: 3 clusters Score -2448400 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 41257 members Entering Unmasked Estep Score: -2448432.750000 Penalty: 981.025208 Iteration 21Q: 3 clusters Score -2448433 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 41462 members Entering Unmasked Estep Score: -2448466.000000 Penalty: 981.025208 Iteration 22Q: 3 clusters Score -2448466 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 41650 members Entering Unmasked Estep Score: -2448494.500000 Penalty: 981.025208 Iteration 23Q: 3 clusters Score -2448494 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 41811 members Entering Unmasked Estep Score: -2448524.250000 Penalty: 981.025208 Iteration 24Q: 3 clusters Score -2448524 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 41936 members Entering Unmasked Estep Score: -2448533.250000 Penalty: 981.025208 Iteration 25Q: 3 clusters Score -2448533 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 42040 members Entering Unmasked Estep Score: -2448546.500000 Penalty: 981.025208 Iteration 26Q: 3 clusters Score -2448546 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 42136 members Entering Unmasked Estep Score: -2448556.500000 Penalty: 981.025208 Iteration 27Q: 3 clusters Score -2448556 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 42213 members Entering Unmasked Estep Score: -2448560.500000 Penalty: 981.025208 Iteration 28Q: 3 clusters Score -2448560 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 42284 members Entering Unmasked Estep Score: -2448556.500000 Penalty: 981.025208 Iteration 29Q: 3 clusters Score -2448556 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 42339 members Entering Unmasked Estep Score: -2448557.250000 Penalty: 981.025208 Iteration 30Q: 3 clusters Score -2448557 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 42386 members Entering Unmasked Estep Score: -2448562.000000 Penalty: 981.025208 Iteration 31Q: 3 clusters Score -2448562 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 42431 members Entering Unmasked Estep Score: -2448568.000000 Penalty: 981.025208 Iteration 32Q: 3 clusters Score -2448568 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 42478 members Entering Unmasked Estep Score: -2448569.750000 Penalty: 981.025208 Iteration 33Q: 3 clusters Score -2448570 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 42519 members Entering Unmasked Estep Score: -2448571.250000 Penalty: 981.025208 Iteration 34Q: 3 clusters Score -2448571 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 42563 members Entering Unmasked Estep Score: -2448578.500000 Penalty: 981.025208 Iteration 35Q: 3 clusters Score -2448578 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 42600 members Entering Unmasked Estep Score: -2448578.500000 Penalty: 981.025208 Iteration 36Q: 3 clusters Score -2448578 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 42630 members Entering Unmasked Estep Score: -2448581.000000 Penalty: 981.025208 Iteration 37Q: 3 clusters Score -2448581 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 42656 members Entering Unmasked Estep Score: -2448579.500000 Penalty: 981.025208 Iteration 38Q: 3 clusters Score -2448580 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 42682 members Entering Unmasked Estep Score: -2448577.750000 Penalty: 981.025208 Iteration 39Q: 3 clusters Score -2448578 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 42704 members Entering Unmasked Estep Score: -2448581.500000 Penalty: 981.025208 Iteration 40F: 3 clusters Score -2448582 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 42717 members Entering Unmasked Estep Score: -2448584.500000 Penalty: 981.025208 Iteration 41Q: 3 clusters Score -2448584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 42723 members Entering Unmasked Estep Score: -2448584.500000 Penalty: 981.025208 Iteration 42Q: 3 clusters Score -2448584 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 42730 members Entering Unmasked Estep Score: -2448585.250000 Penalty: 981.025208 Iteration 43Q: 3 clusters Score -2448585 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 42738 members Entering Unmasked Estep Score: -2448590.750000 Penalty: 981.025208 Iteration 44Q: 3 clusters Score -2448591 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 42742 members Entering Unmasked Estep Score: -2448587.500000 Penalty: 981.025208 Iteration 45Q: 3 clusters Score -2448588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 42746 members Entering Unmasked Estep Score: -2448589.000000 Penalty: 981.025208 Iteration 46Q: 3 clusters Score -2448589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 42753 members Entering Unmasked Estep Score: -2448588.500000 Penalty: 981.025208 Iteration 47Q: 3 clusters Score -2448588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 42759 members Entering Unmasked Estep Score: -2448583.750000 Penalty: 981.025208 Iteration 48Q: 3 clusters Score -2448584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 42765 members Entering Unmasked Estep Score: -2448582.000000 Penalty: 981.025208 Iteration 49Q: 3 clusters Score -2448582 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 42773 members Entering Unmasked Estep Score: -2448587.500000 Penalty: 981.025208 Iteration 50Q: 3 clusters Score -2448588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 42775 members Entering Unmasked Estep Score: -2448585.750000 Penalty: 981.025208 Iteration 51Q: 3 clusters Score -2448586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 42778 members Entering Unmasked Estep Score: -2448583.750000 Penalty: 981.025208 Iteration 52Q: 3 clusters Score -2448584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 42781 members Entering Unmasked Estep Score: -2448584.750000 Penalty: 981.025208 Iteration 53Q: 3 clusters Score -2448585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 42780 members Entering Unmasked Estep Score: -2448583.500000 Penalty: 981.025208 Iteration 54Q: 3 clusters Score -2448584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 42780 members Entering Unmasked Estep Score: -2448583.500000 Penalty: 981.025208 Iteration 55F: 3 clusters Score -2448584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 42780 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 339 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 5294 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 3028 members Mstep: Class 18 contains 884 members Entering Unmasked Estep Score: -2851215.250000 Penalty: 4989.407227 Splitting cluster 12 changes total score from -2849980.750000 to -2851215.250000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 14 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -17018.201172 Penalty: 267.817749 Iteration 0F: 2 clusters Score -17018.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16617.085938 Penalty: 535.635498 Iteration 0F: 3 clusters Score -16617.09 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16707.568359 Penalty: 535.635498 Iteration 1F: 3 clusters Score -16707.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -16730.218750 Penalty: 535.635498 Iteration 2F: 3 clusters Score -16730.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16741.076172 Penalty: 535.635498 Iteration 3Q: 3 clusters Score -16741.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16745.087891 Penalty: 535.635498 Iteration 4Q: 3 clusters Score -16745.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16745.734375 Penalty: 535.635498 Iteration 5Q: 3 clusters Score -16745.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16745.734375 Penalty: 535.635498 Iteration 6F: 3 clusters Score -16745.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Entering Unmasked Estep Score: -126389.039062 Penalty: 364.712402 Iteration 0F: 2 clusters Score -126389 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -124318.007812 Penalty: 729.424805 Iteration 0F: 3 clusters Score -124318 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -124967.992188 Penalty: 729.424805 Iteration 1F: 3 clusters Score -124968 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -125059.750000 Penalty: 729.424805 Iteration 2F: 3 clusters Score -125059.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -125133.140625 Penalty: 729.424805 Iteration 3F: 3 clusters Score -125133.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -125185.375000 Penalty: 729.424805 Iteration 4Q: 3 clusters Score -125185.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -125239.000000 Penalty: 729.424805 Iteration 5Q: 3 clusters Score -125239 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -125280.500000 Penalty: 729.424805 Iteration 6Q: 3 clusters Score -125280.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -125327.539062 Penalty: 729.424805 Iteration 7Q: 3 clusters Score -125327.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -125376.625000 Penalty: 729.424805 Iteration 8Q: 3 clusters Score -125376.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -125432.171875 Penalty: 729.424805 Iteration 9Q: 3 clusters Score -125432.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -125489.265625 Penalty: 729.424805 Iteration 10Q: 3 clusters Score -125489.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -125560.851562 Penalty: 729.424805 Iteration 11Q: 3 clusters Score -125560.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -125650.468750 Penalty: 729.424805 Iteration 12Q: 3 clusters Score -125650.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -125762.125000 Penalty: 729.424805 Iteration 13Q: 3 clusters Score -125762.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -125841.695312 Penalty: 729.424805 Iteration 14Q: 3 clusters Score -125841.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -125900.085938 Penalty: 729.424805 Iteration 15Q: 3 clusters Score -125900.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -125951.578125 Penalty: 729.424805 Iteration 16Q: 3 clusters Score -125951.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -125986.648438 Penalty: 729.424805 Iteration 17Q: 3 clusters Score -125986.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -126012.179688 Penalty: 729.424805 Iteration 18Q: 3 clusters Score -126012.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -126032.210938 Penalty: 729.424805 Iteration 19Q: 3 clusters Score -126032.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -126044.414062 Penalty: 729.424805 Iteration 20F: 3 clusters Score -126044.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -126055.000000 Penalty: 729.424805 Iteration 21Q: 3 clusters Score -126055 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -126069.867188 Penalty: 729.424805 Iteration 22Q: 3 clusters Score -126069.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -126074.585938 Penalty: 729.424805 Iteration 23Q: 3 clusters Score -126074.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -126079.742188 Penalty: 729.424805 Iteration 24Q: 3 clusters Score -126079.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -126085.507812 Penalty: 729.424805 Iteration 25Q: 3 clusters Score -126085.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -126085.507812 Penalty: 729.424805 Iteration 26F: 3 clusters Score -126085.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Entering Unmasked Estep Score: -42316.054688 Penalty: 308.692810 Iteration 0F: 2 clusters Score -42316.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -41568.843750 Penalty: 617.385620 Iteration 0F: 3 clusters Score -41568.84 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -41761.226562 Penalty: 617.385620 Iteration 1F: 3 clusters Score -41761.23 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -41804.628906 Penalty: 617.385620 Iteration 2F: 3 clusters Score -41804.63 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -41836.468750 Penalty: 617.385620 Iteration 3F: 3 clusters Score -41836.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -41855.460938 Penalty: 617.385620 Iteration 4Q: 3 clusters Score -41855.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -41864.218750 Penalty: 617.385620 Iteration 5Q: 3 clusters Score -41864.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -41868.566406 Penalty: 617.385620 Iteration 6Q: 3 clusters Score -41868.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -41876.503906 Penalty: 617.385620 Iteration 7Q: 3 clusters Score -41876.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -41882.316406 Penalty: 617.385620 Iteration 8Q: 3 clusters Score -41882.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -41887.230469 Penalty: 617.385620 Iteration 9Q: 3 clusters Score -41887.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -41896.117188 Penalty: 617.385620 Iteration 10Q: 3 clusters Score -41896.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -41901.375000 Penalty: 617.385620 Iteration 11Q: 3 clusters Score -41901.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -41906.550781 Penalty: 617.385620 Iteration 12Q: 3 clusters Score -41906.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -41910.285156 Penalty: 617.385620 Iteration 13Q: 3 clusters Score -41910.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -41914.570312 Penalty: 617.385620 Iteration 14Q: 3 clusters Score -41914.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -41917.152344 Penalty: 617.385620 Iteration 15Q: 3 clusters Score -41917.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -41918.058594 Penalty: 617.385620 Iteration 16Q: 3 clusters Score -41918.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -41918.058594 Penalty: 617.385620 Iteration 17F: 3 clusters Score -41918.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3906 members Mstep: Class 7 contains 339 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 5294 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 3028 members Mstep: Class 18 contains 884 members Entering Unmasked Estep ConsiderDeletion Score: -2851225.250000 Penalty: 4989.407227 Iteration 39Q: 11 clusters Score -2851225 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 42762 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3921 members Mstep: Class 7 contains 326 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 5294 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 3024 members Mstep: Class 18 contains 903 members Entering Unmasked Estep ConsiderDeletion Score: -2851290.000000 Penalty: 4989.407227 Iteration 40F: 11 clusters Score -2851290 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43049 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3701 members Mstep: Class 7 contains 315 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 851 members Mstep: Class 12 contains 5294 members Mstep: Class 14 contains 356 members Mstep: Class 15 contains 3025 members Mstep: Class 18 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -2851358.500000 Penalty: 4989.407227 Iteration 41Q: 11 clusters Score -2851358 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43217 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3574 members Mstep: Class 7 contains 304 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 805 members Mstep: Class 12 contains 5301 members Mstep: Class 14 contains 355 members Mstep: Class 15 contains 3019 members Mstep: Class 18 contains 923 members Entering Unmasked Estep ConsiderDeletion Score: -2851391.250000 Penalty: 4989.407227 Iteration 42Q: 11 clusters Score -2851391 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43332 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3485 members Mstep: Class 7 contains 287 members Mstep: Class 10 contains 133 members Mstep: Class 11 contains 771 members Mstep: Class 12 contains 5313 members Mstep: Class 14 contains 354 members Mstep: Class 15 contains 3020 members Mstep: Class 18 contains 938 members Entering Unmasked Estep ConsiderDeletion Score: -2851415.500000 Penalty: 4989.407227 Iteration 43Q: 11 clusters Score -2851416 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43423 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3420 members Mstep: Class 7 contains 266 members Mstep: Class 10 contains 134 members Mstep: Class 11 contains 737 members Mstep: Class 12 contains 5326 members Mstep: Class 14 contains 349 members Mstep: Class 15 contains 3027 members Mstep: Class 18 contains 952 members Entering Unmasked Estep ConsiderDeletion Score: -2851451.250000 Penalty: 4989.407227 Iteration 44Q: 11 clusters Score -2851451 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43498 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3369 members Mstep: Class 7 contains 250 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 704 members Mstep: Class 12 contains 5340 members Mstep: Class 14 contains 347 members Mstep: Class 15 contains 3030 members Mstep: Class 18 contains 963 members Entering Unmasked Estep ConsiderDeletion Score: -2851481.000000 Penalty: 4989.407227 Iteration 45Q: 11 clusters Score -2851481 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43547 members Mstep: Class 5 contains 165 members Mstep: Class 6 contains 3327 members Mstep: Class 7 contains 233 members Mstep: Class 10 contains 136 members Mstep: Class 11 contains 678 members Mstep: Class 12 contains 5358 members Mstep: Class 14 contains 347 members Mstep: Class 15 contains 3039 members Mstep: Class 18 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -2851501.750000 Penalty: 4989.407227 Iteration 46Q: 11 clusters Score -2851502 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43572 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 3304 members Mstep: Class 7 contains 221 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 659 members Mstep: Class 12 contains 5376 members Mstep: Class 14 contains 348 members Mstep: Class 15 contains 3037 members Mstep: Class 18 contains 986 members Entering Unmasked Estep ConsiderDeletion Score: -2851502.500000 Penalty: 4989.407227 Iteration 47Q: 11 clusters Score -2851502 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43595 members Mstep: Class 5 contains 162 members Mstep: Class 6 contains 3283 members Mstep: Class 7 contains 212 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 646 members Mstep: Class 12 contains 5388 members Mstep: Class 14 contains 348 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 998 members Entering Unmasked Estep ConsiderDeletion Score: -2851516.000000 Penalty: 4989.407227 Iteration 48Q: 11 clusters Score -2851516 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43607 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 3274 members Mstep: Class 7 contains 201 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 635 members Mstep: Class 12 contains 5396 members Mstep: Class 14 contains 348 members Mstep: Class 15 contains 3039 members Mstep: Class 18 contains 1006 members Entering Unmasked Estep ConsiderDeletion Score: -2851523.750000 Penalty: 4989.407227 Iteration 49Q: 11 clusters Score -2851524 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43619 members Mstep: Class 5 contains 159 members Mstep: Class 6 contains 3271 members Mstep: Class 7 contains 193 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 620 members Mstep: Class 12 contains 5402 members Mstep: Class 14 contains 348 members Mstep: Class 15 contains 3037 members Mstep: Class 18 contains 1018 members Entering Unmasked Estep ConsiderDeletion Score: -2851537.750000 Penalty: 4989.407227 Iteration 50Q: 11 clusters Score -2851538 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43633 members Mstep: Class 5 contains 158 members Mstep: Class 6 contains 3271 members Mstep: Class 7 contains 182 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 5405 members Mstep: Class 14 contains 346 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1032 members Entering Unmasked Estep ConsiderDeletion Score: -2851551.750000 Penalty: 4989.407227 Iteration 51Q: 11 clusters Score -2851552 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43637 members Mstep: Class 5 contains 158 members Mstep: Class 6 contains 3266 members Mstep: Class 7 contains 174 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 599 members Mstep: Class 12 contains 5413 members Mstep: Class 14 contains 345 members Mstep: Class 15 contains 3030 members Mstep: Class 18 contains 1045 members Entering Unmasked Estep ConsiderDeletion Score: -2851561.250000 Penalty: 4989.407227 Iteration 52Q: 11 clusters Score -2851561 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 43643 members Mstep: Class 5 contains 158 members Mstep: Class 6 contains 3256 members Mstep: Class 7 contains 167 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 595 members Mstep: Class 12 contains 5421 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3024 members Mstep: Class 18 contains 1059 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 480.587097 but Gain 498.940918 Score: -2851581.000000 Penalty: 4490.466309 Iteration 53Q: 10 clusters Score -2851581 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43652 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 3246 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5431 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3163 members Mstep: Class 18 contains 1065 members Entering Unmasked Estep ConsiderDeletion Score: -2851923.500000 Penalty: 4490.466309 Iteration 54Q: 10 clusters Score -2851924 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43652 members Mstep: Class 5 contains 176 members Mstep: Class 6 contains 3240 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 589 members Mstep: Class 12 contains 5439 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3138 members Mstep: Class 18 contains 1087 members Entering Unmasked Estep ConsiderDeletion Score: -2851933.500000 Penalty: 4490.466309 Iteration 55Q: 10 clusters Score -2851934 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43647 members Mstep: Class 5 contains 175 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5445 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3124 members Mstep: Class 18 contains 1103 members Entering Unmasked Estep ConsiderDeletion Score: -2851939.500000 Penalty: 4490.466309 Iteration 56Q: 10 clusters Score -2851940 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43644 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5447 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3112 members Mstep: Class 18 contains 1116 members Entering Unmasked Estep ConsiderDeletion Score: -2851946.000000 Penalty: 4490.466309 Iteration 57Q: 10 clusters Score -2851946 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43644 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5447 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3101 members Mstep: Class 18 contains 1128 members Entering Unmasked Estep ConsiderDeletion Score: -2851947.250000 Penalty: 4490.466309 Iteration 58Q: 10 clusters Score -2851947 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43645 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5447 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3089 members Mstep: Class 18 contains 1140 members Entering Unmasked Estep ConsiderDeletion Score: -2851953.000000 Penalty: 4490.466309 Iteration 59Q: 10 clusters Score -2851953 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43645 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5447 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3083 members Mstep: Class 18 contains 1149 members Entering Unmasked Estep ConsiderDeletion Score: -2851952.250000 Penalty: 4490.466309 Iteration 60F: 10 clusters Score -2851952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43644 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5448 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3077 members Mstep: Class 18 contains 1156 members Entering Unmasked Estep ConsiderDeletion Score: -2851955.750000 Penalty: 4490.466309 Iteration 61Q: 10 clusters Score -2851956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43644 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5450 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3073 members Mstep: Class 18 contains 1159 members Entering Unmasked Estep ConsiderDeletion Score: -2851955.250000 Penalty: 4490.466309 Iteration 62Q: 10 clusters Score -2851955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43641 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5453 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3070 members Mstep: Class 18 contains 1162 members Entering Unmasked Estep ConsiderDeletion Score: -2851955.500000 Penalty: 4490.466309 Iteration 63Q: 10 clusters Score -2851956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43637 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5457 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3067 members Mstep: Class 18 contains 1165 members Entering Unmasked Estep ConsiderDeletion Score: -2851954.000000 Penalty: 4490.466309 Iteration 64Q: 10 clusters Score -2851954 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43634 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5460 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3062 members Mstep: Class 18 contains 1172 members Entering Unmasked Estep ConsiderDeletion Score: -2851965.000000 Penalty: 4490.466309 Iteration 65Q: 10 clusters Score -2851965 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43632 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5462 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3054 members Mstep: Class 18 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -2851964.250000 Penalty: 4490.466309 Iteration 66Q: 10 clusters Score -2851964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43630 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3239 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 5466 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3048 members Mstep: Class 18 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -2851965.250000 Penalty: 4490.466309 Iteration 67Q: 10 clusters Score -2851965 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43626 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3237 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 589 members Mstep: Class 12 contains 5473 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 3044 members Mstep: Class 18 contains 1190 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.250000 Penalty: 4490.466309 Iteration 68Q: 10 clusters Score -2851966 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43623 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3235 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 587 members Mstep: Class 12 contains 5479 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 3040 members Mstep: Class 18 contains 1195 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.500000 Penalty: 4490.466309 Iteration 69Q: 10 clusters Score -2851970 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43620 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3234 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 5485 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3037 members Mstep: Class 18 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2851968.000000 Penalty: 4490.466309 Iteration 70Q: 10 clusters Score -2851968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43619 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3234 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 5488 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.500000 Penalty: 4490.466309 Iteration 71Q: 10 clusters Score -2851970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43615 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3235 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 582 members Mstep: Class 12 contains 5492 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851968.500000 Penalty: 4490.466309 Iteration 72Q: 10 clusters Score -2851968 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43610 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3235 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 580 members Mstep: Class 12 contains 5499 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.500000 Penalty: 4490.466309 Iteration 73Q: 10 clusters Score -2851970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43606 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3234 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 581 members Mstep: Class 12 contains 5503 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.000000 Penalty: 4490.466309 Iteration 74Q: 10 clusters Score -2851969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43604 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3233 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 582 members Mstep: Class 12 contains 5505 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.250000 Penalty: 4490.466309 Iteration 75Q: 10 clusters Score -2851966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43602 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3232 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 5507 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.500000 Penalty: 4490.466309 Iteration 76Q: 10 clusters Score -2851966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43601 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3231 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 5509 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.750000 Penalty: 4490.466309 Iteration 77Q: 10 clusters Score -2851970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43603 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3231 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 580 members Mstep: Class 12 contains 5510 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.750000 Penalty: 4490.466309 Iteration 78Q: 10 clusters Score -2851972 nChanged 2 Entering ConstructFrom: Score: -2851971.750000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 1 (43605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43605 members Entering Unmasked Estep Score: -2214954.500000 Penalty: 486.073181 Iteration 0F: 2 clusters Score -2214954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21903 members Mstep: Class 2 contains 21702 members Entering Unmasked Estep Score: -2185728.500000 Penalty: 972.146362 Iteration 0F: 3 clusters Score -2185728 nChanged 21049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22528 members Mstep: Class 2 contains 21077 members Entering Unmasked Estep Score: -2198387.250000 Penalty: 972.146362 Iteration 1F: 3 clusters Score -2198387 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23054 members Mstep: Class 2 contains 20551 members Entering Unmasked Estep Score: -2198980.250000 Penalty: 972.146362 Iteration 2Q: 3 clusters Score -2198980 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23821 members Mstep: Class 2 contains 19784 members Entering Unmasked Estep Score: -2199680.750000 Penalty: 972.146362 Iteration 3Q: 3 clusters Score -2199681 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24904 members Mstep: Class 2 contains 18701 members Entering Unmasked Estep Score: -2200609.750000 Penalty: 972.146362 Iteration 4Q: 3 clusters Score -2200610 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26322 members Mstep: Class 2 contains 17283 members Entering Unmasked Estep Score: -2201957.000000 Penalty: 972.146362 Iteration 5F: 3 clusters Score -2201957 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28001 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -2203788.750000 Penalty: 972.146362 Iteration 6F: 3 clusters Score -2203789 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29728 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -2205767.750000 Penalty: 972.146362 Iteration 7F: 3 clusters Score -2205768 nChanged 2455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31179 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -2207366.250000 Penalty: 972.146362 Iteration 8F: 3 clusters Score -2207366 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32355 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -2208381.250000 Penalty: 972.146362 Iteration 9Q: 3 clusters Score -2208381 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33353 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -2208962.500000 Penalty: 972.146362 Iteration 10Q: 3 clusters Score -2208962 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34293 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -2209398.250000 Penalty: 972.146362 Iteration 11Q: 3 clusters Score -2209398 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35274 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -2209823.500000 Penalty: 972.146362 Iteration 12Q: 3 clusters Score -2209824 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36217 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -2210243.000000 Penalty: 972.146362 Iteration 13Q: 3 clusters Score -2210243 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37143 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -2210682.250000 Penalty: 972.146362 Iteration 14Q: 3 clusters Score -2210682 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38064 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -2211155.750000 Penalty: 972.146362 Iteration 15Q: 3 clusters Score -2211156 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38932 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -2211639.250000 Penalty: 972.146362 Iteration 16Q: 3 clusters Score -2211639 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39751 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -2212143.500000 Penalty: 972.146362 Iteration 17Q: 3 clusters Score -2212144 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40517 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -2212596.500000 Penalty: 972.146362 Iteration 18Q: 3 clusters Score -2212596 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41161 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -2213004.250000 Penalty: 972.146362 Iteration 19Q: 3 clusters Score -2213004 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41733 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -2213396.250000 Penalty: 972.146362 Iteration 20F: 3 clusters Score -2213396 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42190 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2213686.000000 Penalty: 972.146362 Iteration 21Q: 3 clusters Score -2213686 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42551 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -2213933.750000 Penalty: 972.146362 Iteration 22Q: 3 clusters Score -2213934 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42836 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -2214136.750000 Penalty: 972.146362 Iteration 23Q: 3 clusters Score -2214137 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43039 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -2214273.500000 Penalty: 972.146362 Iteration 24Q: 3 clusters Score -2214274 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43174 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -2214355.000000 Penalty: 972.146362 Iteration 25Q: 3 clusters Score -2214355 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43268 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -2214429.000000 Penalty: 972.146362 Iteration 26Q: 3 clusters Score -2214429 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43320 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -2214475.750000 Penalty: 972.146362 Iteration 27Q: 3 clusters Score -2214476 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43357 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -2214499.750000 Penalty: 972.146362 Iteration 28Q: 3 clusters Score -2214500 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43381 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -2214523.000000 Penalty: 972.146362 Iteration 29Q: 3 clusters Score -2214523 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43399 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -2214545.250000 Penalty: 972.146362 Iteration 30Q: 3 clusters Score -2214545 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43411 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -2214556.250000 Penalty: 972.146362 Iteration 31Q: 3 clusters Score -2214556 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43412 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -2214561.750000 Penalty: 972.146362 Iteration 32Q: 3 clusters Score -2214562 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43416 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2214569.000000 Penalty: 972.146362 Iteration 33Q: 3 clusters Score -2214569 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43419 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -2214576.250000 Penalty: 972.146362 Iteration 34Q: 3 clusters Score -2214576 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43427 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -2214581.000000 Penalty: 972.146362 Iteration 35Q: 3 clusters Score -2214581 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43430 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -2214588.500000 Penalty: 972.146362 Iteration 36Q: 3 clusters Score -2214588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43434 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -2214593.000000 Penalty: 972.146362 Iteration 37Q: 3 clusters Score -2214593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43433 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -2214592.500000 Penalty: 972.146362 Iteration 38Q: 3 clusters Score -2214592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43433 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -2214592.500000 Penalty: 972.146362 Iteration 39F: 3 clusters Score -2214592 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -6223.035156 Penalty: 232.595428 Iteration 0F: 2 clusters Score -6223.035 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 78 members Entering Unmasked Estep Score: -5977.212402 Penalty: 465.190857 Iteration 0F: 3 clusters Score -5977.212 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6058.125977 Penalty: 465.190857 Iteration 1F: 3 clusters Score -6058.126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6089.220703 Penalty: 465.190857 Iteration 2F: 3 clusters Score -6089.221 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6103.116699 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -6103.117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6104.769043 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -6104.769 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6104.769043 Penalty: 465.190857 Iteration 5F: 3 clusters Score -6104.769 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Entering Unmasked Estep Score: -155544.718750 Penalty: 367.664917 Iteration 0F: 2 clusters Score -155544.7 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 1574 members Entering Unmasked Estep Score: -153256.671875 Penalty: 735.329834 Iteration 0F: 3 clusters Score -153256.7 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -154066.140625 Penalty: 735.329834 Iteration 1F: 3 clusters Score -154066.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -154160.421875 Penalty: 735.329834 Iteration 2F: 3 clusters Score -154160.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -154284.062500 Penalty: 735.329834 Iteration 3F: 3 clusters Score -154284.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -154444.078125 Penalty: 735.329834 Iteration 4F: 3 clusters Score -154444.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -154670.187500 Penalty: 735.329834 Iteration 5F: 3 clusters Score -154670.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -154878.562500 Penalty: 735.329834 Iteration 6F: 3 clusters Score -154878.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -155044.859375 Penalty: 735.329834 Iteration 7Q: 3 clusters Score -155044.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -155142.812500 Penalty: 735.329834 Iteration 8Q: 3 clusters Score -155142.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -155188.390625 Penalty: 735.329834 Iteration 9Q: 3 clusters Score -155188.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -155215.015625 Penalty: 735.329834 Iteration 10Q: 3 clusters Score -155215 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -155224.484375 Penalty: 735.329834 Iteration 11Q: 3 clusters Score -155224.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -155229.421875 Penalty: 735.329834 Iteration 12Q: 3 clusters Score -155229.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -155229.421875 Penalty: 735.329834 Iteration 13F: 3 clusters Score -155229.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5874.944336 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5874.944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5650.735352 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5650.735 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5691.402832 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5691.403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5696.378418 Penalty: 446.380005 Iteration 2Q: 3 clusters Score -5696.378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5701.019043 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5701.019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5701.019043 Penalty: 446.380005 Iteration 4F: 3 clusters Score -5701.019 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Entering Unmasked Estep Score: -29455.066406 Penalty: 289.360596 Iteration 0F: 2 clusters Score -29455.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -28922.130859 Penalty: 578.721191 Iteration 0F: 3 clusters Score -28922.13 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -29040.802734 Penalty: 578.721191 Iteration 1F: 3 clusters Score -29040.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -29059.873047 Penalty: 578.721191 Iteration 2F: 3 clusters Score -29059.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29068.320312 Penalty: 578.721191 Iteration 3Q: 3 clusters Score -29068.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29073.992188 Penalty: 578.721191 Iteration 4Q: 3 clusters Score -29073.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -29079.789062 Penalty: 578.721191 Iteration 5Q: 3 clusters Score -29079.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -29081.533203 Penalty: 578.721191 Iteration 6Q: 3 clusters Score -29081.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -29084.515625 Penalty: 578.721191 Iteration 7Q: 3 clusters Score -29084.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -29087.511719 Penalty: 578.721191 Iteration 8Q: 3 clusters Score -29087.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -29093.986328 Penalty: 578.721191 Iteration 9Q: 3 clusters Score -29093.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -29098.191406 Penalty: 578.721191 Iteration 10Q: 3 clusters Score -29098.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -29105.611328 Penalty: 578.721191 Iteration 11Q: 3 clusters Score -29105.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29111.664062 Penalty: 578.721191 Iteration 12Q: 3 clusters Score -29111.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29115.429688 Penalty: 578.721191 Iteration 13Q: 3 clusters Score -29115.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -29119.699219 Penalty: 578.721191 Iteration 14Q: 3 clusters Score -29119.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -29124.810547 Penalty: 578.721191 Iteration 15Q: 3 clusters Score -29124.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29128.431641 Penalty: 578.721191 Iteration 16Q: 3 clusters Score -29128.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -29129.355469 Penalty: 578.721191 Iteration 17Q: 3 clusters Score -29129.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29132.253906 Penalty: 578.721191 Iteration 18Q: 3 clusters Score -29132.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29133.896484 Penalty: 578.721191 Iteration 19Q: 3 clusters Score -29133.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -29133.976562 Penalty: 578.721191 Iteration 20F: 3 clusters Score -29133.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Entering Unmasked Estep Score: -299692.593750 Penalty: 391.951538 Iteration 0F: 2 clusters Score -299692.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -296002.218750 Penalty: 783.903076 Iteration 0F: 3 clusters Score -296002.2 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -297532.218750 Penalty: 783.903076 Iteration 1F: 3 clusters Score -297532.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -297859.812500 Penalty: 783.903076 Iteration 2F: 3 clusters Score -297859.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -298169.531250 Penalty: 783.903076 Iteration 3F: 3 clusters Score -298169.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -298454.562500 Penalty: 783.903076 Iteration 4F: 3 clusters Score -298454.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -298705.156250 Penalty: 783.903076 Iteration 5F: 3 clusters Score -298705.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -298855.031250 Penalty: 783.903076 Iteration 6Q: 3 clusters Score -298855 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -298946.843750 Penalty: 783.903076 Iteration 7Q: 3 clusters Score -298946.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -298976.187500 Penalty: 783.903076 Iteration 8Q: 3 clusters Score -298976.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -298989.437500 Penalty: 783.903076 Iteration 9Q: 3 clusters Score -298989.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -298998.031250 Penalty: 783.903076 Iteration 10Q: 3 clusters Score -298998 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -299002.531250 Penalty: 783.903076 Iteration 11Q: 3 clusters Score -299002.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -299006.875000 Penalty: 783.903076 Iteration 12Q: 3 clusters Score -299006.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -299009.812500 Penalty: 783.903076 Iteration 13Q: 3 clusters Score -299009.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -299012.531250 Penalty: 783.903076 Iteration 14Q: 3 clusters Score -299012.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -299017.000000 Penalty: 783.903076 Iteration 15Q: 3 clusters Score -299017 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -299021.031250 Penalty: 783.903076 Iteration 16Q: 3 clusters Score -299021 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -299026.531250 Penalty: 783.903076 Iteration 17Q: 3 clusters Score -299026.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -299029.343750 Penalty: 783.903076 Iteration 18Q: 3 clusters Score -299029.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -299031.250000 Penalty: 783.903076 Iteration 19Q: 3 clusters Score -299031.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -299033.437500 Penalty: 783.903076 Iteration 20F: 3 clusters Score -299033.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -299034.312500 Penalty: 783.903076 Iteration 21Q: 3 clusters Score -299034.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -299035.000000 Penalty: 783.903076 Iteration 22Q: 3 clusters Score -299035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -299035.187500 Penalty: 783.903076 Iteration 23Q: 3 clusters Score -299035.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -299035.593750 Penalty: 783.903076 Iteration 24Q: 3 clusters Score -299035.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -299036.593750 Penalty: 783.903076 Iteration 25Q: 3 clusters Score -299036.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -299036.843750 Penalty: 783.903076 Iteration 26Q: 3 clusters Score -299036.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -299038.500000 Penalty: 783.903076 Iteration 27Q: 3 clusters Score -299038.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -299038.125000 Penalty: 783.903076 Iteration 28Q: 3 clusters Score -299038.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -299038.125000 Penalty: 783.903076 Iteration 29Q: 3 clusters Score -299038.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -299038.531250 Penalty: 783.903076 Iteration 30Q: 3 clusters Score -299038.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -299038.562500 Penalty: 783.903076 Iteration 31Q: 3 clusters Score -299038.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -299038.593750 Penalty: 783.903076 Iteration 32Q: 3 clusters Score -299038.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -299038.593750 Penalty: 783.903076 Iteration 33F: 3 clusters Score -299038.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -16098.325195 Penalty: 265.350647 Iteration 0F: 2 clusters Score -16098.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -15700.033203 Penalty: 530.701294 Iteration 0F: 3 clusters Score -15700.03 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -15775.463867 Penalty: 530.701294 Iteration 1F: 3 clusters Score -15775.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -15794.178711 Penalty: 530.701294 Iteration 2F: 3 clusters Score -15794.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15803.084961 Penalty: 530.701294 Iteration 3Q: 3 clusters Score -15803.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15809.762695 Penalty: 530.701294 Iteration 4Q: 3 clusters Score -15809.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15816.841797 Penalty: 530.701294 Iteration 5Q: 3 clusters Score -15816.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -15824.083008 Penalty: 530.701294 Iteration 6Q: 3 clusters Score -15824.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15831.375000 Penalty: 530.701294 Iteration 7Q: 3 clusters Score -15831.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15835.850586 Penalty: 530.701294 Iteration 8Q: 3 clusters Score -15835.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -15839.386719 Penalty: 530.701294 Iteration 9Q: 3 clusters Score -15839.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -15840.925781 Penalty: 530.701294 Iteration 10Q: 3 clusters Score -15840.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -15840.925781 Penalty: 530.701294 Iteration 11F: 3 clusters Score -15840.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Entering Unmasked Estep Score: -124025.851562 Penalty: 364.817474 Iteration 0F: 2 clusters Score -124025.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -121876.984375 Penalty: 729.634949 Iteration 0F: 3 clusters Score -121877 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -122678.468750 Penalty: 729.634949 Iteration 1F: 3 clusters Score -122678.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -122817.882812 Penalty: 729.634949 Iteration 2F: 3 clusters Score -122817.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -122935.703125 Penalty: 729.634949 Iteration 3F: 3 clusters Score -122935.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -123063.546875 Penalty: 729.634949 Iteration 4F: 3 clusters Score -123063.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -123178.945312 Penalty: 729.634949 Iteration 5F: 3 clusters Score -123178.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -123292.328125 Penalty: 729.634949 Iteration 6F: 3 clusters Score -123292.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -123396.898438 Penalty: 729.634949 Iteration 7Q: 3 clusters Score -123396.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -123507.179688 Penalty: 729.634949 Iteration 8Q: 3 clusters Score -123507.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -123582.664062 Penalty: 729.634949 Iteration 9Q: 3 clusters Score -123582.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -123628.273438 Penalty: 729.634949 Iteration 10Q: 3 clusters Score -123628.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -123658.304688 Penalty: 729.634949 Iteration 11Q: 3 clusters Score -123658.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -123672.492188 Penalty: 729.634949 Iteration 12Q: 3 clusters Score -123672.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -123683.562500 Penalty: 729.634949 Iteration 13Q: 3 clusters Score -123683.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -123694.937500 Penalty: 729.634949 Iteration 14Q: 3 clusters Score -123694.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -123702.382812 Penalty: 729.634949 Iteration 15Q: 3 clusters Score -123702.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -123705.695312 Penalty: 729.634949 Iteration 16Q: 3 clusters Score -123705.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -123711.070312 Penalty: 729.634949 Iteration 17Q: 3 clusters Score -123711.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -123723.132812 Penalty: 729.634949 Iteration 18Q: 3 clusters Score -123723.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -123731.007812 Penalty: 729.634949 Iteration 19Q: 3 clusters Score -123731 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -123734.328125 Penalty: 729.634949 Iteration 20F: 3 clusters Score -123734.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Entering Unmasked Estep Score: -56473.765625 Penalty: 322.560547 Iteration 0F: 2 clusters Score -56473.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -55515.660156 Penalty: 645.121094 Iteration 0F: 3 clusters Score -55515.66 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -55812.746094 Penalty: 645.121094 Iteration 1F: 3 clusters Score -55812.75 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -55897.515625 Penalty: 645.121094 Iteration 2F: 3 clusters Score -55897.52 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -55939.746094 Penalty: 645.121094 Iteration 3F: 3 clusters Score -55939.75 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -55965.203125 Penalty: 645.121094 Iteration 4Q: 3 clusters Score -55965.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -55988.234375 Penalty: 645.121094 Iteration 5Q: 3 clusters Score -55988.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -56002.601562 Penalty: 645.121094 Iteration 6Q: 3 clusters Score -56002.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -56014.367188 Penalty: 645.121094 Iteration 7Q: 3 clusters Score -56014.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -56022.367188 Penalty: 645.121094 Iteration 8Q: 3 clusters Score -56022.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -56029.617188 Penalty: 645.121094 Iteration 9Q: 3 clusters Score -56029.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -56037.609375 Penalty: 645.121094 Iteration 10Q: 3 clusters Score -56037.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -56045.734375 Penalty: 645.121094 Iteration 11Q: 3 clusters Score -56045.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -56053.734375 Penalty: 645.121094 Iteration 12Q: 3 clusters Score -56053.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -56059.757812 Penalty: 645.121094 Iteration 13Q: 3 clusters Score -56059.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -56067.640625 Penalty: 645.121094 Iteration 14Q: 3 clusters Score -56067.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -56076.890625 Penalty: 645.121094 Iteration 15Q: 3 clusters Score -56076.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -56086.699219 Penalty: 645.121094 Iteration 16Q: 3 clusters Score -56086.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -56098.355469 Penalty: 645.121094 Iteration 17Q: 3 clusters Score -56098.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -56105.605469 Penalty: 645.121094 Iteration 18Q: 3 clusters Score -56105.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56109.656250 Penalty: 645.121094 Iteration 19Q: 3 clusters Score -56109.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -56111.992188 Penalty: 645.121094 Iteration 20F: 3 clusters Score -56111.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -56120.632812 Penalty: 645.121094 Iteration 21Q: 3 clusters Score -56120.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -56133.425781 Penalty: 645.121094 Iteration 22Q: 3 clusters Score -56133.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -56142.679688 Penalty: 645.121094 Iteration 23Q: 3 clusters Score -56142.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56149.574219 Penalty: 645.121094 Iteration 24Q: 3 clusters Score -56149.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -56157.222656 Penalty: 645.121094 Iteration 25Q: 3 clusters Score -56157.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -56161.246094 Penalty: 645.121094 Iteration 26Q: 3 clusters Score -56161.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -56166.808594 Penalty: 645.121094 Iteration 27Q: 3 clusters Score -56166.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -56171.242188 Penalty: 645.121094 Iteration 28Q: 3 clusters Score -56171.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -56175.070312 Penalty: 645.121094 Iteration 29Q: 3 clusters Score -56175.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -56179.390625 Penalty: 645.121094 Iteration 30Q: 3 clusters Score -56179.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -56183.406250 Penalty: 645.121094 Iteration 31Q: 3 clusters Score -56183.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -56188.484375 Penalty: 645.121094 Iteration 32Q: 3 clusters Score -56188.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -56190.382812 Penalty: 645.121094 Iteration 33Q: 3 clusters Score -56190.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -56192.273438 Penalty: 645.121094 Iteration 34Q: 3 clusters Score -56192.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -56198.312500 Penalty: 645.121094 Iteration 35Q: 3 clusters Score -56198.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -56206.082031 Penalty: 645.121094 Iteration 36Q: 3 clusters Score -56206.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -56211.917969 Penalty: 645.121094 Iteration 37Q: 3 clusters Score -56211.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -56216.589844 Penalty: 645.121094 Iteration 38Q: 3 clusters Score -56216.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -56221.332031 Penalty: 645.121094 Iteration 39Q: 3 clusters Score -56221.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -56226.945312 Penalty: 645.121094 Iteration 40F: 3 clusters Score -56226.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -56230.835938 Penalty: 645.121094 Iteration 41Q: 3 clusters Score -56230.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -56234.351562 Penalty: 645.121094 Iteration 42Q: 3 clusters Score -56234.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -56234.351562 Penalty: 645.121094 Iteration 43F: 3 clusters Score -56234.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43605 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3231 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 578 members Mstep: Class 12 contains 5510 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.000000 Penalty: 4490.466309 Iteration 79Q: 10 clusters Score -2851971 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43608 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3231 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 5510 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851972.500000 Penalty: 4490.466309 Iteration 80F: 10 clusters Score -2851972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43610 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3231 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 570 members Mstep: Class 12 contains 5512 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851968.000000 Penalty: 4490.466309 Iteration 81Q: 10 clusters Score -2851968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43609 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3230 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 567 members Mstep: Class 12 contains 5516 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851972.750000 Penalty: 4490.466309 Iteration 82Q: 10 clusters Score -2851973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43613 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3229 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 5516 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.500000 Penalty: 4490.466309 Iteration 83Q: 10 clusters Score -2851972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43615 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3228 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 5516 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.500000 Penalty: 4490.466309 Iteration 84Q: 10 clusters Score -2851970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43618 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3227 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 561 members Mstep: Class 12 contains 5516 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.000000 Penalty: 4490.466309 Iteration 85Q: 10 clusters Score -2851971 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43622 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 558 members Mstep: Class 12 contains 5516 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851968.500000 Penalty: 4490.466309 Iteration 86Q: 10 clusters Score -2851968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43625 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 555 members Mstep: Class 12 contains 5516 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851972.500000 Penalty: 4490.466309 Iteration 87Q: 10 clusters Score -2851972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43625 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 553 members Mstep: Class 12 contains 5517 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851973.250000 Penalty: 4490.466309 Iteration 88Q: 10 clusters Score -2851973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43625 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 551 members Mstep: Class 12 contains 5519 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851972.000000 Penalty: 4490.466309 Iteration 89Q: 10 clusters Score -2851972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43625 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 549 members Mstep: Class 12 contains 5521 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851969.500000 Penalty: 4490.466309 Iteration 90Q: 10 clusters Score -2851970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43624 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3227 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 547 members Mstep: Class 12 contains 5523 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.000000 Penalty: 4490.466309 Iteration 91Q: 10 clusters Score -2851971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43626 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 546 members Mstep: Class 12 contains 5523 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851970.750000 Penalty: 4490.466309 Iteration 92Q: 10 clusters Score -2851971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43627 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3226 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 545 members Mstep: Class 12 contains 5523 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.750000 Penalty: 4490.466309 Iteration 93Q: 10 clusters Score -2851972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43628 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3225 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 545 members Mstep: Class 12 contains 5523 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.750000 Penalty: 4490.466309 Iteration 94Q: 10 clusters Score -2851972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 43628 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 3225 members Mstep: Class 10 contains 135 members Mstep: Class 11 contains 545 members Mstep: Class 12 contains 5523 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 3035 members Mstep: Class 18 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2851971.750000 Penalty: 4490.466309 Iteration 95F: 10 clusters Score -2851972 nChanged 0 Entering ConstructFrom: Score: -2851971.750000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 1 (43628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43628 members Entering Unmasked Estep Score: -2215950.500000 Penalty: 486.097168 Iteration 0F: 2 clusters Score -2215950 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21897 members Mstep: Class 2 contains 21731 members Entering Unmasked Estep Score: -2186493.250000 Penalty: 972.194336 Iteration 0F: 3 clusters Score -2186493 nChanged 21346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24291 members Mstep: Class 2 contains 19337 members Entering Unmasked Estep Score: -2199329.750000 Penalty: 972.194336 Iteration 1F: 3 clusters Score -2199330 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25828 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -2200476.750000 Penalty: 972.194336 Iteration 2F: 3 clusters Score -2200477 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28059 members Mstep: Class 2 contains 15569 members Entering Unmasked Estep Score: -2202355.500000 Penalty: 972.194336 Iteration 3F: 3 clusters Score -2202356 nChanged 3297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30896 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -2205201.500000 Penalty: 972.194336 Iteration 4F: 3 clusters Score -2205202 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33661 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -2208216.750000 Penalty: 972.194336 Iteration 5F: 3 clusters Score -2208217 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35776 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -2210398.750000 Penalty: 972.194336 Iteration 6F: 3 clusters Score -2210399 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37277 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -2211717.500000 Penalty: 972.194336 Iteration 7Q: 3 clusters Score -2211718 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38399 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -2212534.000000 Penalty: 972.194336 Iteration 8Q: 3 clusters Score -2212534 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39337 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -2213148.500000 Penalty: 972.194336 Iteration 9Q: 3 clusters Score -2213148 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40148 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -2213653.250000 Penalty: 972.194336 Iteration 10Q: 3 clusters Score -2213653 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40855 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -2214077.750000 Penalty: 972.194336 Iteration 11Q: 3 clusters Score -2214078 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41424 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -2214408.000000 Penalty: 972.194336 Iteration 12Q: 3 clusters Score -2214408 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41921 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -2214705.750000 Penalty: 972.194336 Iteration 13Q: 3 clusters Score -2214706 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42314 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -2214934.750000 Penalty: 972.194336 Iteration 14Q: 3 clusters Score -2214935 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42623 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2215123.500000 Penalty: 972.194336 Iteration 15Q: 3 clusters Score -2215124 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42849 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -2215271.000000 Penalty: 972.194336 Iteration 16Q: 3 clusters Score -2215271 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43019 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -2215359.750000 Penalty: 972.194336 Iteration 17Q: 3 clusters Score -2215360 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43133 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -2215416.750000 Penalty: 972.194336 Iteration 18Q: 3 clusters Score -2215417 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43205 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -2215463.250000 Penalty: 972.194336 Iteration 19Q: 3 clusters Score -2215463 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43266 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -2215501.750000 Penalty: 972.194336 Iteration 20F: 3 clusters Score -2215502 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43299 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -2215517.250000 Penalty: 972.194336 Iteration 21Q: 3 clusters Score -2215517 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43318 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -2215530.000000 Penalty: 972.194336 Iteration 22Q: 3 clusters Score -2215530 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43330 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2215534.500000 Penalty: 972.194336 Iteration 23Q: 3 clusters Score -2215534 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43343 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -2215541.500000 Penalty: 972.194336 Iteration 24Q: 3 clusters Score -2215542 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43353 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -2215544.250000 Penalty: 972.194336 Iteration 25Q: 3 clusters Score -2215544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43364 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -2215551.000000 Penalty: 972.194336 Iteration 26Q: 3 clusters Score -2215551 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43374 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -2215559.750000 Penalty: 972.194336 Iteration 27Q: 3 clusters Score -2215560 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43386 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -2215565.500000 Penalty: 972.194336 Iteration 28Q: 3 clusters Score -2215566 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43396 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -2215569.750000 Penalty: 972.194336 Iteration 29Q: 3 clusters Score -2215570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43405 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -2215571.250000 Penalty: 972.194336 Iteration 30Q: 3 clusters Score -2215571 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43412 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -2215573.250000 Penalty: 972.194336 Iteration 31Q: 3 clusters Score -2215573 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43417 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -2215577.000000 Penalty: 972.194336 Iteration 32Q: 3 clusters Score -2215577 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43422 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -2215580.250000 Penalty: 972.194336 Iteration 33Q: 3 clusters Score -2215580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43425 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -2215584.000000 Penalty: 972.194336 Iteration 34Q: 3 clusters Score -2215584 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43432 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -2215588.750000 Penalty: 972.194336 Iteration 35Q: 3 clusters Score -2215589 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43439 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2215594.000000 Penalty: 972.194336 Iteration 36Q: 3 clusters Score -2215594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43441 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -2215592.000000 Penalty: 972.194336 Iteration 37Q: 3 clusters Score -2215592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43442 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -2215594.000000 Penalty: 972.194336 Iteration 38Q: 3 clusters Score -2215594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43442 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -2215595.000000 Penalty: 972.194336 Iteration 39Q: 3 clusters Score -2215595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43444 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -2215595.750000 Penalty: 972.194336 Iteration 40F: 3 clusters Score -2215596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43445 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -2215597.000000 Penalty: 972.194336 Iteration 41Q: 3 clusters Score -2215597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43447 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2215599.250000 Penalty: 972.194336 Iteration 42Q: 3 clusters Score -2215599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43447 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2215600.750000 Penalty: 972.194336 Iteration 43Q: 3 clusters Score -2215601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43448 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -2215598.500000 Penalty: 972.194336 Iteration 44Q: 3 clusters Score -2215598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43450 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -2215598.500000 Penalty: 972.194336 Iteration 45Q: 3 clusters Score -2215598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43451 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -2215600.500000 Penalty: 972.194336 Iteration 46Q: 3 clusters Score -2215600 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43451 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -2215600.500000 Penalty: 972.194336 Iteration 47F: 3 clusters Score -2215600 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -6223.035156 Penalty: 232.595428 Iteration 0F: 2 clusters Score -6223.035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5958.379395 Penalty: 465.190857 Iteration 0F: 3 clusters Score -5958.379 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6014.836914 Penalty: 465.190857 Iteration 1F: 3 clusters Score -6014.837 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6031.548340 Penalty: 465.190857 Iteration 2F: 3 clusters Score -6031.548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6037.183105 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -6037.183 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6045.936035 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -6045.936 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6056.879883 Penalty: 465.190857 Iteration 5Q: 3 clusters Score -6056.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6070.449707 Penalty: 465.190857 Iteration 6Q: 3 clusters Score -6070.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6085.400391 Penalty: 465.190857 Iteration 7Q: 3 clusters Score -6085.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6098.649902 Penalty: 465.190857 Iteration 8Q: 3 clusters Score -6098.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6103.750977 Penalty: 465.190857 Iteration 9Q: 3 clusters Score -6103.751 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6113.392578 Penalty: 465.190857 Iteration 10Q: 3 clusters Score -6113.393 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6115.522949 Penalty: 465.190857 Iteration 11Q: 3 clusters Score -6115.523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6116.271973 Penalty: 465.190857 Iteration 12Q: 3 clusters Score -6116.272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6119.078125 Penalty: 465.190857 Iteration 13Q: 3 clusters Score -6119.078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6125.627930 Penalty: 465.190857 Iteration 14Q: 3 clusters Score -6125.628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6136.154297 Penalty: 465.190857 Iteration 15Q: 3 clusters Score -6136.154 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6139.247559 Penalty: 465.190857 Iteration 16Q: 3 clusters Score -6139.248 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6139.247559 Penalty: 465.190857 Iteration 17F: 3 clusters Score -6139.248 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Entering Unmasked Estep Score: -155255.328125 Penalty: 367.580322 Iteration 0F: 2 clusters Score -155255.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -153058.828125 Penalty: 735.160645 Iteration 0F: 3 clusters Score -153058.8 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -153885.953125 Penalty: 735.160645 Iteration 1F: 3 clusters Score -153886 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -154028.781250 Penalty: 735.160645 Iteration 2F: 3 clusters Score -154028.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -154132.265625 Penalty: 735.160645 Iteration 3F: 3 clusters Score -154132.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -154211.843750 Penalty: 735.160645 Iteration 4Q: 3 clusters Score -154211.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -154295.156250 Penalty: 735.160645 Iteration 5Q: 3 clusters Score -154295.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -154372.437500 Penalty: 735.160645 Iteration 6Q: 3 clusters Score -154372.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -154458.796875 Penalty: 735.160645 Iteration 7Q: 3 clusters Score -154458.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -154537.906250 Penalty: 735.160645 Iteration 8Q: 3 clusters Score -154537.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -154627.484375 Penalty: 735.160645 Iteration 9Q: 3 clusters Score -154627.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -154693.843750 Penalty: 735.160645 Iteration 10Q: 3 clusters Score -154693.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -154752.984375 Penalty: 735.160645 Iteration 11Q: 3 clusters Score -154753 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -154823.921875 Penalty: 735.160645 Iteration 12Q: 3 clusters Score -154823.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -154889.687500 Penalty: 735.160645 Iteration 13Q: 3 clusters Score -154889.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -154918.468750 Penalty: 735.160645 Iteration 14Q: 3 clusters Score -154918.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -154930.125000 Penalty: 735.160645 Iteration 15Q: 3 clusters Score -154930.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -154941.234375 Penalty: 735.160645 Iteration 16Q: 3 clusters Score -154941.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -154950.515625 Penalty: 735.160645 Iteration 17Q: 3 clusters Score -154950.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -154954.562500 Penalty: 735.160645 Iteration 18Q: 3 clusters Score -154954.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -154957.328125 Penalty: 735.160645 Iteration 19Q: 3 clusters Score -154957.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -154957.906250 Penalty: 735.160645 Iteration 20F: 3 clusters Score -154957.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -154960.125000 Penalty: 735.160645 Iteration 21Q: 3 clusters Score -154960.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -154960.375000 Penalty: 735.160645 Iteration 22Q: 3 clusters Score -154960.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -154961.578125 Penalty: 735.160645 Iteration 23Q: 3 clusters Score -154961.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -154962.218750 Penalty: 735.160645 Iteration 24Q: 3 clusters Score -154962.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -154962.468750 Penalty: 735.160645 Iteration 25Q: 3 clusters Score -154962.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -154963.687500 Penalty: 735.160645 Iteration 26Q: 3 clusters Score -154963.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -154965.125000 Penalty: 735.160645 Iteration 27Q: 3 clusters Score -154965.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -154965.546875 Penalty: 735.160645 Iteration 28Q: 3 clusters Score -154965.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -154966.125000 Penalty: 735.160645 Iteration 29Q: 3 clusters Score -154966.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -154966.125000 Penalty: 735.160645 Iteration 30F: 3 clusters Score -154966.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5874.944336 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5874.944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5648.139648 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5648.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5682.602539 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5682.603 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5691.880859 Penalty: 446.380005 Iteration 2Q: 3 clusters Score -5691.881 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5697.809570 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5697.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5701.173828 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -5701.174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5701.173828 Penalty: 446.380005 Iteration 5F: 3 clusters Score -5701.174 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Entering Unmasked Estep Score: -27789.609375 Penalty: 286.685760 Iteration 0F: 2 clusters Score -27789.61 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 280 members Entering Unmasked Estep Score: -27268.421875 Penalty: 573.371521 Iteration 0F: 3 clusters Score -27268.42 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -27372.962891 Penalty: 573.371521 Iteration 1F: 3 clusters Score -27372.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -27406.031250 Penalty: 573.371521 Iteration 2F: 3 clusters Score -27406.03 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -27419.978516 Penalty: 573.371521 Iteration 3Q: 3 clusters Score -27419.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -27425.507812 Penalty: 573.371521 Iteration 4Q: 3 clusters Score -27425.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -27429.113281 Penalty: 573.371521 Iteration 5Q: 3 clusters Score -27429.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -27433.378906 Penalty: 573.371521 Iteration 6Q: 3 clusters Score -27433.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27439.019531 Penalty: 573.371521 Iteration 7Q: 3 clusters Score -27439.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27440.394531 Penalty: 573.371521 Iteration 8Q: 3 clusters Score -27440.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -27442.007812 Penalty: 573.371521 Iteration 9Q: 3 clusters Score -27442.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27443.283203 Penalty: 573.371521 Iteration 10Q: 3 clusters Score -27443.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -27445.013672 Penalty: 573.371521 Iteration 11Q: 3 clusters Score -27445.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -27445.013672 Penalty: 573.371521 Iteration 12F: 3 clusters Score -27445.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Entering Unmasked Estep Score: -300386.062500 Penalty: 392.058777 Iteration 0F: 2 clusters Score -300386.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -296648.093750 Penalty: 784.117554 Iteration 0F: 3 clusters Score -296648.1 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -298091.281250 Penalty: 784.117554 Iteration 1F: 3 clusters Score -298091.3 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -298305.812500 Penalty: 784.117554 Iteration 2F: 3 clusters Score -298305.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -298536.687500 Penalty: 784.117554 Iteration 3F: 3 clusters Score -298536.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -298764.531250 Penalty: 784.117554 Iteration 4F: 3 clusters Score -298764.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -298978.687500 Penalty: 784.117554 Iteration 5F: 3 clusters Score -298978.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -299179.562500 Penalty: 784.117554 Iteration 6F: 3 clusters Score -299179.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -299292.156250 Penalty: 784.117554 Iteration 7Q: 3 clusters Score -299292.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -299376.281250 Penalty: 784.117554 Iteration 8Q: 3 clusters Score -299376.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -299457.062500 Penalty: 784.117554 Iteration 9Q: 3 clusters Score -299457.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -299537.968750 Penalty: 784.117554 Iteration 10Q: 3 clusters Score -299538 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -299599.531250 Penalty: 784.117554 Iteration 11Q: 3 clusters Score -299599.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -299655.843750 Penalty: 784.117554 Iteration 12Q: 3 clusters Score -299655.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -299700.406250 Penalty: 784.117554 Iteration 13Q: 3 clusters Score -299700.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -299743.812500 Penalty: 784.117554 Iteration 14Q: 3 clusters Score -299743.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -299792.125000 Penalty: 784.117554 Iteration 15Q: 3 clusters Score -299792.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -299834.843750 Penalty: 784.117554 Iteration 16Q: 3 clusters Score -299834.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -299876.875000 Penalty: 784.117554 Iteration 17Q: 3 clusters Score -299876.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -299906.437500 Penalty: 784.117554 Iteration 18Q: 3 clusters Score -299906.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -299929.875000 Penalty: 784.117554 Iteration 19Q: 3 clusters Score -299929.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -299944.312500 Penalty: 784.117554 Iteration 20F: 3 clusters Score -299944.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -299961.687500 Penalty: 784.117554 Iteration 21Q: 3 clusters Score -299961.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -299974.375000 Penalty: 784.117554 Iteration 22Q: 3 clusters Score -299974.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -299988.875000 Penalty: 784.117554 Iteration 23Q: 3 clusters Score -299988.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -300000.187500 Penalty: 784.117554 Iteration 24Q: 3 clusters Score -300000.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -300008.718750 Penalty: 784.117554 Iteration 25Q: 3 clusters Score -300008.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -300016.281250 Penalty: 784.117554 Iteration 26Q: 3 clusters Score -300016.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -300021.437500 Penalty: 784.117554 Iteration 27Q: 3 clusters Score -300021.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -300030.656250 Penalty: 784.117554 Iteration 28Q: 3 clusters Score -300030.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -300045.250000 Penalty: 784.117554 Iteration 29Q: 3 clusters Score -300045.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -300057.000000 Penalty: 784.117554 Iteration 30Q: 3 clusters Score -300057 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -300066.437500 Penalty: 784.117554 Iteration 31Q: 3 clusters Score -300066.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -300072.687500 Penalty: 784.117554 Iteration 32Q: 3 clusters Score -300072.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -300076.093750 Penalty: 784.117554 Iteration 33Q: 3 clusters Score -300076.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -300076.093750 Penalty: 784.117554 Iteration 34F: 3 clusters Score -300076.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Entering Unmasked Estep Score: -16249.373047 Penalty: 265.749176 Iteration 0F: 2 clusters Score -16249.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -15855.598633 Penalty: 531.498352 Iteration 0F: 3 clusters Score -15855.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -15917.388672 Penalty: 531.498352 Iteration 1F: 3 clusters Score -15917.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15938.645508 Penalty: 531.498352 Iteration 2F: 3 clusters Score -15938.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15955.166992 Penalty: 531.498352 Iteration 3Q: 3 clusters Score -15955.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -15961.966797 Penalty: 531.498352 Iteration 4Q: 3 clusters Score -15961.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15968.167969 Penalty: 531.498352 Iteration 5Q: 3 clusters Score -15968.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15972.757812 Penalty: 531.498352 Iteration 6Q: 3 clusters Score -15972.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15973.939453 Penalty: 531.498352 Iteration 7Q: 3 clusters Score -15973.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -15976.739258 Penalty: 531.498352 Iteration 8Q: 3 clusters Score -15976.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15978.820312 Penalty: 531.498352 Iteration 9Q: 3 clusters Score -15978.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15981.869141 Penalty: 531.498352 Iteration 10Q: 3 clusters Score -15981.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15983.359375 Penalty: 531.498352 Iteration 11Q: 3 clusters Score -15983.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15983.359375 Penalty: 531.498352 Iteration 12F: 3 clusters Score -15983.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Entering Unmasked Estep Score: -124025.851562 Penalty: 364.817474 Iteration 0F: 2 clusters Score -124025.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -121910.476562 Penalty: 729.634949 Iteration 0F: 3 clusters Score -121910.5 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -122636.335938 Penalty: 729.634949 Iteration 1F: 3 clusters Score -122636.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -122744.429688 Penalty: 729.634949 Iteration 2F: 3 clusters Score -122744.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -122860.390625 Penalty: 729.634949 Iteration 3F: 3 clusters Score -122860.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -122985.531250 Penalty: 729.634949 Iteration 4F: 3 clusters Score -122985.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -123122.742188 Penalty: 729.634949 Iteration 5F: 3 clusters Score -123122.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -123267.585938 Penalty: 729.634949 Iteration 6F: 3 clusters Score -123267.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -123422.984375 Penalty: 729.634949 Iteration 7F: 3 clusters Score -123423 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -123559.328125 Penalty: 729.634949 Iteration 8Q: 3 clusters Score -123559.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -123651.781250 Penalty: 729.634949 Iteration 9Q: 3 clusters Score -123651.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -123688.757812 Penalty: 729.634949 Iteration 10Q: 3 clusters Score -123688.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -123708.960938 Penalty: 729.634949 Iteration 11Q: 3 clusters Score -123709 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -123712.765625 Penalty: 729.634949 Iteration 12Q: 3 clusters Score -123712.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -123712.765625 Penalty: 729.634949 Iteration 13F: 3 clusters Score -123712.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Entering Unmasked Estep Score: -56473.765625 Penalty: 322.560547 Iteration 0F: 2 clusters Score -56473.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -55537.632812 Penalty: 645.121094 Iteration 0F: 3 clusters Score -55537.63 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -55828.238281 Penalty: 645.121094 Iteration 1F: 3 clusters Score -55828.24 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -55888.429688 Penalty: 645.121094 Iteration 2F: 3 clusters Score -55888.43 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -55929.281250 Penalty: 645.121094 Iteration 3Q: 3 clusters Score -55929.28 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -55961.964844 Penalty: 645.121094 Iteration 4Q: 3 clusters Score -55961.96 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -55987.593750 Penalty: 645.121094 Iteration 5Q: 3 clusters Score -55987.59 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -56006.015625 Penalty: 645.121094 Iteration 6Q: 3 clusters Score -56006.02 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -56022.847656 Penalty: 645.121094 Iteration 7Q: 3 clusters Score -56022.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -56040.207031 Penalty: 645.121094 Iteration 8Q: 3 clusters Score -56040.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -56058.128906 Penalty: 645.121094 Iteration 9Q: 3 clusters Score -56058.13 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -56075.917969 Penalty: 645.121094 Iteration 10Q: 3 clusters Score -56075.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -56090.796875 Penalty: 645.121094 Iteration 11Q: 3 clusters Score -56090.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -56120.328125 Penalty: 645.121094 Iteration 12Q: 3 clusters Score -56120.33 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -56144.335938 Penalty: 645.121094 Iteration 13Q: 3 clusters Score -56144.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -56161.027344 Penalty: 645.121094 Iteration 14Q: 3 clusters Score -56161.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -56171.992188 Penalty: 645.121094 Iteration 15Q: 3 clusters Score -56171.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -56181.769531 Penalty: 645.121094 Iteration 16Q: 3 clusters Score -56181.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -56186.011719 Penalty: 645.121094 Iteration 17Q: 3 clusters Score -56186.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -56191.203125 Penalty: 645.121094 Iteration 18Q: 3 clusters Score -56191.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -56197.031250 Penalty: 645.121094 Iteration 19Q: 3 clusters Score -56197.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -56197.554688 Penalty: 645.121094 Iteration 20F: 3 clusters Score -56197.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -56198.042969 Penalty: 645.121094 Iteration 21Q: 3 clusters Score -56198.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -56198.042969 Penalty: 645.121094 Iteration 22F: 3 clusters Score -56198.04 nChanged 0 --- Evaluating fit on full set of 173571 points --- Entering Unmasked Estep Score: -8563044.000000 Penalty: 4940.348145 20->10 Clusters: Score -8563044.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 57857 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2842 members Mstep: Class 3 contains 2928 members Mstep: Class 4 contains 2949 members Mstep: Class 5 contains 2885 members Mstep: Class 6 contains 2870 members Mstep: Class 7 contains 2942 members Mstep: Class 8 contains 2922 members Mstep: Class 9 contains 2843 members Mstep: Class 10 contains 2937 members Mstep: Class 11 contains 2847 members Mstep: Class 12 contains 2979 members Mstep: Class 13 contains 2863 members Mstep: Class 14 contains 2904 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 2832 members Mstep: Class 17 contains 2827 members Mstep: Class 18 contains 2944 members Mstep: Class 19 contains 2924 members Mstep: Class 20 contains 2875 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 17.731125 but Gain 498.941406 Score: -2474203.000000 Penalty: 9479.873047 Iteration 0F: 20 clusters Score -2474203 nChanged 54694 Entering Unmasked Mstep Mstep: Class 0 contains 210 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3298 members Mstep: Class 3 contains 854 members Mstep: Class 4 contains 505 members Mstep: Class 5 contains 6328 members Mstep: Class 6 contains 403 members Mstep: Class 7 contains 4375 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 17661 members Mstep: Class 10 contains 773 members Mstep: Class 11 contains 9817 members Mstep: Class 12 contains 930 members Mstep: Class 13 contains 1176 members Mstep: Class 14 contains 2325 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 1143 members Mstep: Class 17 contains 47 members Mstep: Class 19 contains 3642 members Mstep: Class 20 contains 2310 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 117.943588 but Gain 498.940430 Score: -2781505.750000 Penalty: 8980.932617 Iteration 1F: 19 clusters Score -2781506 nChanged 20969 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1367 members Mstep: Class 3 contains 434 members Mstep: Class 4 contains 589 members Mstep: Class 5 contains 3271 members Mstep: Class 6 contains 205 members Mstep: Class 7 contains 2615 members Mstep: Class 9 contains 26940 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 12390 members Mstep: Class 12 contains 357 members Mstep: Class 13 contains 698 members Mstep: Class 14 contains 1949 members Mstep: Class 15 contains 258 members Mstep: Class 16 contains 644 members Mstep: Class 17 contains 56 members Mstep: Class 19 contains 2925 members Mstep: Class 20 contains 1274 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 113.464859 but Gain 498.940430 Score: -2812849.000000 Penalty: 8481.992188 Iteration 2F: 18 clusters Score -2812849 nChanged 10374 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 729 members Mstep: Class 3 contains 193 members Mstep: Class 4 contains 597 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 140 members Mstep: Class 7 contains 1526 members Mstep: Class 9 contains 32327 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 12228 members Mstep: Class 12 contains 447 members Mstep: Class 13 contains 1073 members Mstep: Class 14 contains 1125 members Mstep: Class 15 contains 135 members Mstep: Class 16 contains 883 members Mstep: Class 19 contains 1768 members Mstep: Class 20 contains 890 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 161.718826 but Gain 498.940918 Score: -2825996.000000 Penalty: 7983.051270 Iteration 3F: 17 clusters Score -2825996 nChanged 7712 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 415 members Mstep: Class 3 contains 104 members Mstep: Class 4 contains 559 members Mstep: Class 5 contains 827 members Mstep: Class 7 contains 886 members Mstep: Class 9 contains 37097 members Mstep: Class 10 contains 157 members Mstep: Class 11 contains 10578 members Mstep: Class 12 contains 537 members Mstep: Class 13 contains 1507 members Mstep: Class 14 contains 486 members Mstep: Class 15 contains 97 members Mstep: Class 16 contains 1006 members Mstep: Class 19 contains 908 members Mstep: Class 20 contains 690 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 163.746048 but Gain 498.940918 Score: -2834805.250000 Penalty: 7484.110352 Iteration 4F: 16 clusters Score -2834805 nChanged 5529 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 89 members Mstep: Class 4 contains 498 members Mstep: Class 5 contains 347 members Mstep: Class 7 contains 620 members Mstep: Class 9 contains 40990 members Mstep: Class 11 contains 8088 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 1900 members Mstep: Class 14 contains 195 members Mstep: Class 15 contains 91 members Mstep: Class 16 contains 1062 members Mstep: Class 19 contains 454 members Mstep: Class 20 contains 528 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 132.907593 but Gain 498.940430 Score: -2840515.000000 Penalty: 6985.169922 Iteration 5F: 15 clusters Score -2840515 nChanged 3804 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 192 members Mstep: Class 3 contains 82 members Mstep: Class 4 contains 453 members Mstep: Class 5 contains 156 members Mstep: Class 7 contains 471 members Mstep: Class 9 contains 43820 members Mstep: Class 11 contains 5867 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 2198 members Mstep: Class 15 contains 87 members Mstep: Class 16 contains 1081 members Mstep: Class 19 contains 253 members Mstep: Class 20 contains 393 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 91.510681 but Gain 498.940918 Score: -2844263.750000 Penalty: 6486.229004 Iteration 6F: 14 clusters Score -2844264 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 149 members Mstep: Class 3 contains 81 members Mstep: Class 4 contains 417 members Mstep: Class 7 contains 366 members Mstep: Class 9 contains 45457 members Mstep: Class 11 contains 4408 members Mstep: Class 12 contains 543 members Mstep: Class 13 contains 2455 members Mstep: Class 15 contains 85 members Mstep: Class 16 contains 1093 members Mstep: Class 19 contains 166 members Mstep: Class 20 contains 326 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 236.191223 but Gain 498.940430 Score: -2846474.500000 Penalty: 5987.288574 Iteration 7Q: 13 clusters Score -2846474 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 133 members Mstep: Class 3 contains 85 members Mstep: Class 4 contains 396 members Mstep: Class 7 contains 286 members Mstep: Class 9 contains 46441 members Mstep: Class 11 contains 3441 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 2700 members Mstep: Class 15 contains 83 members Mstep: Class 16 contains 1101 members Mstep: Class 20 contains 315 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 237.246796 but Gain 498.940918 Score: -2848012.000000 Penalty: 5488.347656 Iteration 8Q: 12 clusters Score -2848012 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2338 members Mstep: Class 3 contains 87 members Mstep: Class 4 contains 379 members Mstep: Class 7 contains 242 members Mstep: Class 9 contains 47000 members Mstep: Class 11 contains 2808 members Mstep: Class 12 contains 521 members Mstep: Class 13 contains 2899 members Mstep: Class 15 contains 83 members Mstep: Class 16 contains 1152 members Mstep: Class 20 contains 299 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 390.083771 but Gain 498.940430 Score: -2849026.000000 Penalty: 4989.407227 Iteration 9Q: 11 clusters Score -2849026 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2414 members Mstep: Class 3 contains 90 members Mstep: Class 4 contains 367 members Mstep: Class 7 contains 222 members Mstep: Class 9 contains 47280 members Mstep: Class 11 contains 2416 members Mstep: Class 12 contains 509 members Mstep: Class 13 contains 3044 members Mstep: Class 16 contains 1180 members Mstep: Class 20 contains 285 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 425.382599 but Gain 498.940918 Score: -2849638.750000 Penalty: 4490.466309 Iteration 10Q: 10 clusters Score -2849639 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2436 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 359 members Mstep: Class 9 contains 47544 members Mstep: Class 11 contains 2174 members Mstep: Class 12 contains 499 members Mstep: Class 13 contains 3171 members Mstep: Class 16 contains 1250 members Mstep: Class 20 contains 280 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 481.548981 but Gain 498.940674 Score: -2850165.500000 Penalty: 3991.525635 Iteration 11Q: 9 clusters Score -2850166 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2477 members Mstep: Class 3 contains 102 members Mstep: Class 4 contains 344 members Mstep: Class 9 contains 47686 members Mstep: Class 11 contains 2023 members Mstep: Class 12 contains 489 members Mstep: Class 13 contains 3429 members Mstep: Class 16 contains 1257 members Entering Unmasked Estep ConsiderDeletion Score: -2850708.000000 Penalty: 3991.525635 Iteration 12Q: 9 clusters Score -2850708 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2505 members Mstep: Class 3 contains 99 members Mstep: Class 4 contains 333 members Mstep: Class 9 contains 47637 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 484 members Mstep: Class 13 contains 3561 members Mstep: Class 16 contains 1248 members Entering Unmasked Estep ConsiderDeletion Score: -2850858.250000 Penalty: 3991.525635 Iteration 13Q: 9 clusters Score -2850858 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2537 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 322 members Mstep: Class 9 contains 47592 members Mstep: Class 11 contains 1887 members Mstep: Class 12 contains 483 members Mstep: Class 13 contains 3654 members Mstep: Class 16 contains 1235 members Entering Unmasked Estep ConsiderDeletion Score: -2850958.250000 Penalty: 3991.525635 Iteration 14Q: 9 clusters Score -2850958 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2565 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 310 members Mstep: Class 9 contains 47568 members Mstep: Class 11 contains 1838 members Mstep: Class 12 contains 477 members Mstep: Class 13 contains 3721 members Mstep: Class 16 contains 1234 members Entering Unmasked Estep ConsiderDeletion Score: -2851034.500000 Penalty: 3991.525635 Iteration 15Q: 9 clusters Score -2851034 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2590 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 304 members Mstep: Class 9 contains 47516 members Mstep: Class 11 contains 1825 members Mstep: Class 12 contains 469 members Mstep: Class 13 contains 3780 members Mstep: Class 16 contains 1227 members Entering Unmasked Estep ConsiderDeletion Score: -2851112.250000 Penalty: 3991.525635 Iteration 16Q: 9 clusters Score -2851112 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2607 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 298 members Mstep: Class 9 contains 47483 members Mstep: Class 11 contains 1808 members Mstep: Class 12 contains 463 members Mstep: Class 13 contains 3822 members Mstep: Class 16 contains 1229 members Entering Unmasked Estep ConsiderDeletion Score: -2851211.000000 Penalty: 3991.525635 Iteration 17Q: 9 clusters Score -2851211 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2623 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 293 members Mstep: Class 9 contains 47458 members Mstep: Class 11 contains 1803 members Mstep: Class 12 contains 458 members Mstep: Class 13 contains 3848 members Mstep: Class 16 contains 1227 members Entering Unmasked Estep ConsiderDeletion Score: -2851278.750000 Penalty: 3991.525635 Iteration 18Q: 9 clusters Score -2851279 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2639 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 290 members Mstep: Class 9 contains 47442 members Mstep: Class 11 contains 1795 members Mstep: Class 12 contains 453 members Mstep: Class 13 contains 3872 members Mstep: Class 16 contains 1219 members Entering Unmasked Estep ConsiderDeletion Score: -2851351.000000 Penalty: 3991.525635 Iteration 19Q: 9 clusters Score -2851351 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2651 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 288 members Mstep: Class 9 contains 47462 members Mstep: Class 11 contains 1764 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 3882 members Mstep: Class 16 contains 1212 members Entering Unmasked Estep ConsiderDeletion Score: -2851522.250000 Penalty: 3991.525635 Iteration 20F: 9 clusters Score -2851522 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2662 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 285 members Mstep: Class 9 contains 47445 members Mstep: Class 11 contains 1769 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 3891 members Mstep: Class 16 contains 1208 members Entering Unmasked Estep ConsiderDeletion Score: -2851772.250000 Penalty: 3991.525635 Iteration 21Q: 9 clusters Score -2851772 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2677 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 279 members Mstep: Class 9 contains 47356 members Mstep: Class 11 contains 1850 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 3897 members Mstep: Class 16 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -2851995.500000 Penalty: 3991.525635 Iteration 22Q: 9 clusters Score -2851996 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2689 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 276 members Mstep: Class 9 contains 47209 members Mstep: Class 11 contains 1991 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 3900 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852147.000000 Penalty: 3991.525635 Iteration 23Q: 9 clusters Score -2852147 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2697 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 274 members Mstep: Class 9 contains 47037 members Mstep: Class 11 contains 2163 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 3897 members Mstep: Class 16 contains 1190 members Entering Unmasked Estep ConsiderDeletion Score: -2852254.250000 Penalty: 3991.525635 Iteration 24Q: 9 clusters Score -2852254 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2706 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 272 members Mstep: Class 9 contains 46857 members Mstep: Class 11 contains 2356 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 3883 members Mstep: Class 16 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -2852354.750000 Penalty: 3991.525635 Iteration 25Q: 9 clusters Score -2852355 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2716 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 270 members Mstep: Class 9 contains 46691 members Mstep: Class 11 contains 2538 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 3865 members Mstep: Class 16 contains 1183 members Entering Unmasked Estep ConsiderDeletion Score: -2852429.000000 Penalty: 3991.525635 Iteration 26Q: 9 clusters Score -2852429 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2722 members Mstep: Class 3 contains 99 members Mstep: Class 4 contains 268 members Mstep: Class 9 contains 46524 members Mstep: Class 11 contains 2714 members Mstep: Class 12 contains 443 members Mstep: Class 13 contains 3852 members Mstep: Class 16 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -2852492.750000 Penalty: 3991.525635 Iteration 27Q: 9 clusters Score -2852493 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2730 members Mstep: Class 3 contains 98 members Mstep: Class 4 contains 266 members Mstep: Class 9 contains 46352 members Mstep: Class 11 contains 2905 members Mstep: Class 12 contains 436 members Mstep: Class 13 contains 3833 members Mstep: Class 16 contains 1187 members Entering Unmasked Estep ConsiderDeletion Score: -2852553.500000 Penalty: 3991.525635 Iteration 28Q: 9 clusters Score -2852554 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2738 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 264 members Mstep: Class 9 contains 46192 members Mstep: Class 11 contains 3091 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 3805 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852606.750000 Penalty: 3991.525635 Iteration 29Q: 9 clusters Score -2852607 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2741 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 262 members Mstep: Class 9 contains 46039 members Mstep: Class 11 contains 3267 members Mstep: Class 12 contains 424 members Mstep: Class 13 contains 3781 members Mstep: Class 16 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2852667.000000 Penalty: 3991.525635 Iteration 30Q: 9 clusters Score -2852667 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2745 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 258 members Mstep: Class 9 contains 45914 members Mstep: Class 11 contains 3416 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 3757 members Mstep: Class 16 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2852698.000000 Penalty: 3991.525635 Iteration 31Q: 9 clusters Score -2852698 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2750 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 256 members Mstep: Class 9 contains 45817 members Mstep: Class 11 contains 3539 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3729 members Mstep: Class 16 contains 1200 members Entering Unmasked Estep ConsiderDeletion Score: -2852702.750000 Penalty: 3991.525635 Iteration 32Q: 9 clusters Score -2852703 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45732 members Mstep: Class 11 contains 3644 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3709 members Mstep: Class 16 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2852723.750000 Penalty: 3991.525635 Iteration 33Q: 9 clusters Score -2852724 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45665 members Mstep: Class 11 contains 3732 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3688 members Mstep: Class 16 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2852747.500000 Penalty: 3991.525635 Iteration 34Q: 9 clusters Score -2852748 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45613 members Mstep: Class 11 contains 3800 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3673 members Mstep: Class 16 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -2852750.750000 Penalty: 3991.525635 Iteration 35Q: 9 clusters Score -2852751 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45568 members Mstep: Class 11 contains 3859 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3659 members Mstep: Class 16 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -2852754.250000 Penalty: 3991.525635 Iteration 36Q: 9 clusters Score -2852754 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45536 members Mstep: Class 11 contains 3906 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3644 members Mstep: Class 16 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -2852762.750000 Penalty: 3991.525635 Iteration 37Q: 9 clusters Score -2852763 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45509 members Mstep: Class 11 contains 3951 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3626 members Mstep: Class 16 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -2852773.750000 Penalty: 3991.525635 Iteration 38Q: 9 clusters Score -2852774 nChanged 60 Entering ConstructFrom: Score: -2852773.750000 Penalty: 3991.525635 Entering ConstructFrom: Trying to split cluster 1 (2752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Entering Unmasked Estep Score: -111802.695312 Penalty: 360.363770 Iteration 0F: 2 clusters Score -111802.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -109897.656250 Penalty: 720.727539 Iteration 0F: 3 clusters Score -109897.7 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -110578.281250 Penalty: 720.727539 Iteration 1F: 3 clusters Score -110578.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -110756.796875 Penalty: 720.727539 Iteration 2F: 3 clusters Score -110756.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -110940.125000 Penalty: 720.727539 Iteration 3F: 3 clusters Score -110940.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -111134.476562 Penalty: 720.727539 Iteration 4F: 3 clusters Score -111134.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -111343.992188 Penalty: 720.727539 Iteration 5F: 3 clusters Score -111344 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -111517.406250 Penalty: 720.727539 Iteration 6F: 3 clusters Score -111517.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -111646.789062 Penalty: 720.727539 Iteration 7F: 3 clusters Score -111646.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -111723.671875 Penalty: 720.727539 Iteration 8Q: 3 clusters Score -111723.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -111771.656250 Penalty: 720.727539 Iteration 9Q: 3 clusters Score -111771.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -111798.671875 Penalty: 720.727539 Iteration 10Q: 3 clusters Score -111798.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -111816.843750 Penalty: 720.727539 Iteration 11Q: 3 clusters Score -111816.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -111832.093750 Penalty: 720.727539 Iteration 12Q: 3 clusters Score -111832.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -111839.609375 Penalty: 720.727539 Iteration 13Q: 3 clusters Score -111839.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -111849.195312 Penalty: 720.727539 Iteration 14Q: 3 clusters Score -111849.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -111852.625000 Penalty: 720.727539 Iteration 15Q: 3 clusters Score -111852.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -111857.007812 Penalty: 720.727539 Iteration 16Q: 3 clusters Score -111857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -111859.265625 Penalty: 720.727539 Iteration 17Q: 3 clusters Score -111859.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -111861.945312 Penalty: 720.727539 Iteration 18Q: 3 clusters Score -111861.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -111865.437500 Penalty: 720.727539 Iteration 19Q: 3 clusters Score -111865.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -111867.679688 Penalty: 720.727539 Iteration 20F: 3 clusters Score -111867.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -111867.968750 Penalty: 720.727539 Iteration 21Q: 3 clusters Score -111868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -111867.968750 Penalty: 720.727539 Iteration 22F: 3 clusters Score -111868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 113 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45497 members Mstep: Class 11 contains 3986 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3603 members Mstep: Class 16 contains 1198 members Entering Unmasked Estep Score: -2852700.250000 Penalty: 4490.466309 Splitting cluster 1 changes total score from -2852773.750000 to -2852700.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (96 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Entering Unmasked Estep Score: -3783.549805 Penalty: 207.677841 Iteration 0F: 2 clusters Score -3783.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3601.991455 Penalty: 415.355682 Iteration 0F: 3 clusters Score -3601.991 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3630.777344 Penalty: 415.355682 Iteration 1F: 3 clusters Score -3630.777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3634.404785 Penalty: 415.355682 Iteration 2Q: 3 clusters Score -3634.405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3638.343262 Penalty: 415.355682 Iteration 3Q: 3 clusters Score -3638.343 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3640.824463 Penalty: 415.355682 Iteration 4Q: 3 clusters Score -3640.824 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3640.824463 Penalty: 415.355682 Iteration 5F: 3 clusters Score -3640.824 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Entering Unmasked Estep Score: -11073.742188 Penalty: 252.127487 Iteration 0F: 2 clusters Score -11073.74 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 127 members Entering Unmasked Estep Score: -10744.263672 Penalty: 504.254974 Iteration 0F: 3 clusters Score -10744.26 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -10812.806641 Penalty: 504.254974 Iteration 1F: 3 clusters Score -10812.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -10852.469727 Penalty: 504.254974 Iteration 2F: 3 clusters Score -10852.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -10871.310547 Penalty: 504.254974 Iteration 3F: 3 clusters Score -10871.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10879.079102 Penalty: 504.254974 Iteration 4Q: 3 clusters Score -10879.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10880.328125 Penalty: 504.254974 Iteration 5Q: 3 clusters Score -10880.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10880.328125 Penalty: 504.254974 Iteration 6F: 3 clusters Score -10880.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45497 members Entering Unmasked Estep Score: -2309884.000000 Penalty: 488.005798 Iteration 0F: 2 clusters Score -2309884 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22560 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -2279232.500000 Penalty: 976.011597 Iteration 0F: 3 clusters Score -2279232 nChanged 22004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 26915 members Entering Unmasked Estep Score: -2292750.500000 Penalty: 976.011597 Iteration 1F: 3 clusters Score -2292750 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16160 members Mstep: Class 2 contains 29337 members Entering Unmasked Estep Score: -2294303.250000 Penalty: 976.011597 Iteration 2F: 3 clusters Score -2294303 nChanged 3667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12677 members Mstep: Class 2 contains 32820 members Entering Unmasked Estep Score: -2297024.250000 Penalty: 976.011597 Iteration 3F: 3 clusters Score -2297024 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 36985 members Entering Unmasked Estep Score: -2300891.500000 Penalty: 976.011597 Iteration 4F: 3 clusters Score -2300892 nChanged 3890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 40849 members Entering Unmasked Estep Score: -2304767.750000 Penalty: 976.011597 Iteration 5F: 3 clusters Score -2304768 nChanged 2647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 43490 members Entering Unmasked Estep Score: -2307455.250000 Penalty: 976.011597 Iteration 6F: 3 clusters Score -2307455 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 44819 members Entering Unmasked Estep Score: -2308789.000000 Penalty: 976.011597 Iteration 7Q: 3 clusters Score -2308789 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 45289 members Entering Unmasked Estep Score: -2309251.250000 Penalty: 976.011597 Iteration 8Q: 3 clusters Score -2309251 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 45405 members Entering Unmasked Estep Score: -2309372.500000 Penalty: 976.011597 Iteration 9Q: 3 clusters Score -2309372 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 45439 members Entering Unmasked Estep Score: -2309421.750000 Penalty: 976.011597 Iteration 10Q: 3 clusters Score -2309422 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 45442 members Entering Unmasked Estep Score: -2309437.750000 Penalty: 976.011597 Iteration 11Q: 3 clusters Score -2309438 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 45444 members Entering Unmasked Estep Score: -2309442.750000 Penalty: 976.011597 Iteration 12Q: 3 clusters Score -2309443 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 45444 members Entering Unmasked Estep Score: -2309443.500000 Penalty: 976.011597 Iteration 13Q: 3 clusters Score -2309444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 45444 members Entering Unmasked Estep Score: -2309446.500000 Penalty: 976.011597 Iteration 14Q: 3 clusters Score -2309446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 45446 members Entering Unmasked Estep Score: -2309450.500000 Penalty: 976.011597 Iteration 15Q: 3 clusters Score -2309450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 45447 members Entering Unmasked Estep Score: -2309454.250000 Penalty: 976.011597 Iteration 16Q: 3 clusters Score -2309454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 45448 members Entering Unmasked Estep Score: -2309455.750000 Penalty: 976.011597 Iteration 17Q: 3 clusters Score -2309456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 45449 members Entering Unmasked Estep Score: -2309460.000000 Penalty: 976.011597 Iteration 18Q: 3 clusters Score -2309460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 45451 members Entering Unmasked Estep Score: -2309464.500000 Penalty: 976.011597 Iteration 19Q: 3 clusters Score -2309464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 45452 members Entering Unmasked Estep Score: -2309467.250000 Penalty: 976.011597 Iteration 20F: 3 clusters Score -2309467 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Entering Unmasked Estep Score: -219109.109375 Penalty: 377.219727 Iteration 0F: 2 clusters Score -219109.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -216379.218750 Penalty: 754.439453 Iteration 0F: 3 clusters Score -216379.2 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -217296.078125 Penalty: 754.439453 Iteration 1F: 3 clusters Score -217296.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -217417.078125 Penalty: 754.439453 Iteration 2F: 3 clusters Score -217417.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -217529.421875 Penalty: 754.439453 Iteration 3F: 3 clusters Score -217529.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -217623.000000 Penalty: 754.439453 Iteration 4F: 3 clusters Score -217623 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -217717.359375 Penalty: 754.439453 Iteration 5Q: 3 clusters Score -217717.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -217802.828125 Penalty: 754.439453 Iteration 6Q: 3 clusters Score -217802.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -217880.687500 Penalty: 754.439453 Iteration 7Q: 3 clusters Score -217880.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -217948.968750 Penalty: 754.439453 Iteration 8Q: 3 clusters Score -217949 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -218039.328125 Penalty: 754.439453 Iteration 9Q: 3 clusters Score -218039.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -218145.625000 Penalty: 754.439453 Iteration 10Q: 3 clusters Score -218145.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -218222.500000 Penalty: 754.439453 Iteration 11Q: 3 clusters Score -218222.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -218276.640625 Penalty: 754.439453 Iteration 12Q: 3 clusters Score -218276.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -218324.406250 Penalty: 754.439453 Iteration 13Q: 3 clusters Score -218324.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -218362.312500 Penalty: 754.439453 Iteration 14Q: 3 clusters Score -218362.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -218387.031250 Penalty: 754.439453 Iteration 15Q: 3 clusters Score -218387 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -218411.078125 Penalty: 754.439453 Iteration 16Q: 3 clusters Score -218411.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -218441.484375 Penalty: 754.439453 Iteration 17Q: 3 clusters Score -218441.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -218471.078125 Penalty: 754.439453 Iteration 18Q: 3 clusters Score -218471.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -218501.578125 Penalty: 754.439453 Iteration 19Q: 3 clusters Score -218501.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -218534.015625 Penalty: 754.439453 Iteration 20F: 3 clusters Score -218534 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -218573.625000 Penalty: 754.439453 Iteration 21Q: 3 clusters Score -218573.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -218614.875000 Penalty: 754.439453 Iteration 22Q: 3 clusters Score -218614.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -218661.453125 Penalty: 754.439453 Iteration 23Q: 3 clusters Score -218661.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -218695.625000 Penalty: 754.439453 Iteration 24Q: 3 clusters Score -218695.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -218720.921875 Penalty: 754.439453 Iteration 25Q: 3 clusters Score -218720.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -218739.328125 Penalty: 754.439453 Iteration 26Q: 3 clusters Score -218739.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -218757.250000 Penalty: 754.439453 Iteration 27Q: 3 clusters Score -218757.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -218774.859375 Penalty: 754.439453 Iteration 28Q: 3 clusters Score -218774.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -218791.125000 Penalty: 754.439453 Iteration 29Q: 3 clusters Score -218791.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -218802.921875 Penalty: 754.439453 Iteration 30Q: 3 clusters Score -218802.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -218811.875000 Penalty: 754.439453 Iteration 31Q: 3 clusters Score -218811.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -218824.796875 Penalty: 754.439453 Iteration 32Q: 3 clusters Score -218824.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -218832.468750 Penalty: 754.439453 Iteration 33Q: 3 clusters Score -218832.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -218837.109375 Penalty: 754.439453 Iteration 34Q: 3 clusters Score -218837.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -218841.250000 Penalty: 754.439453 Iteration 35Q: 3 clusters Score -218841.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -218843.250000 Penalty: 754.439453 Iteration 36Q: 3 clusters Score -218843.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -218844.000000 Penalty: 754.439453 Iteration 37Q: 3 clusters Score -218844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -218845.656250 Penalty: 754.439453 Iteration 38Q: 3 clusters Score -218845.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -218849.140625 Penalty: 754.439453 Iteration 39Q: 3 clusters Score -218849.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -218853.140625 Penalty: 754.439453 Iteration 40F: 3 clusters Score -218853.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -218857.093750 Penalty: 754.439453 Iteration 41Q: 3 clusters Score -218857.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -218859.421875 Penalty: 754.439453 Iteration 42Q: 3 clusters Score -218859.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -218859.812500 Penalty: 754.439453 Iteration 43Q: 3 clusters Score -218859.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -218861.312500 Penalty: 754.439453 Iteration 44Q: 3 clusters Score -218861.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -218862.687500 Penalty: 754.439453 Iteration 45Q: 3 clusters Score -218862.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -218864.062500 Penalty: 754.439453 Iteration 46Q: 3 clusters Score -218864.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -218865.687500 Penalty: 754.439453 Iteration 47Q: 3 clusters Score -218865.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -218866.187500 Penalty: 754.439453 Iteration 48Q: 3 clusters Score -218866.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -218866.687500 Penalty: 754.439453 Iteration 49Q: 3 clusters Score -218866.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -218866.703125 Penalty: 754.439453 Iteration 50Q: 3 clusters Score -218866.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -218866.703125 Penalty: 754.439453 Iteration 51F: 3 clusters Score -218866.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -19559.843750 Penalty: 274.831573 Iteration 0F: 2 clusters Score -19559.84 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 209 members Entering Unmasked Estep Score: -19128.103516 Penalty: 549.663147 Iteration 0F: 3 clusters Score -19128.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -19197.447266 Penalty: 549.663147 Iteration 1F: 3 clusters Score -19197.45 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -19221.517578 Penalty: 549.663147 Iteration 2F: 3 clusters Score -19221.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -19235.679688 Penalty: 549.663147 Iteration 3Q: 3 clusters Score -19235.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -19247.275391 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -19247.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -19255.105469 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -19255.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -19260.099609 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -19260.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -19263.310547 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -19263.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -19265.548828 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -19265.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -19268.931641 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -19268.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -19270.005859 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -19270.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -19270.535156 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -19270.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -19270.808594 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -19270.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -19273.050781 Penalty: 549.663147 Iteration 13Q: 3 clusters Score -19273.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -19276.148438 Penalty: 549.663147 Iteration 14Q: 3 clusters Score -19276.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -19283.058594 Penalty: 549.663147 Iteration 15Q: 3 clusters Score -19283.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -19285.410156 Penalty: 549.663147 Iteration 16Q: 3 clusters Score -19285.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -19287.330078 Penalty: 549.663147 Iteration 17Q: 3 clusters Score -19287.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -19287.777344 Penalty: 549.663147 Iteration 18Q: 3 clusters Score -19287.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -19288.433594 Penalty: 549.663147 Iteration 19Q: 3 clusters Score -19288.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -19288.660156 Penalty: 549.663147 Iteration 20F: 3 clusters Score -19288.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -19288.857422 Penalty: 549.663147 Iteration 21Q: 3 clusters Score -19288.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -19288.939453 Penalty: 549.663147 Iteration 22Q: 3 clusters Score -19288.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -19288.939453 Penalty: 549.663147 Iteration 23F: 3 clusters Score -19288.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Entering Unmasked Estep Score: -171716.859375 Penalty: 372.623230 Iteration 0F: 2 clusters Score -171716.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -169293.625000 Penalty: 745.246460 Iteration 0F: 3 clusters Score -169293.6 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -170359.125000 Penalty: 745.246460 Iteration 1F: 3 clusters Score -170359.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -170564.421875 Penalty: 745.246460 Iteration 2F: 3 clusters Score -170564.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -170724.953125 Penalty: 745.246460 Iteration 3F: 3 clusters Score -170725 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -170869.046875 Penalty: 745.246460 Iteration 4F: 3 clusters Score -170869 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -170996.078125 Penalty: 745.246460 Iteration 5Q: 3 clusters Score -170996.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -171083.359375 Penalty: 745.246460 Iteration 6Q: 3 clusters Score -171083.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -171144.312500 Penalty: 745.246460 Iteration 7Q: 3 clusters Score -171144.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -171197.234375 Penalty: 745.246460 Iteration 8Q: 3 clusters Score -171197.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -171236.375000 Penalty: 745.246460 Iteration 9Q: 3 clusters Score -171236.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -171269.859375 Penalty: 745.246460 Iteration 10Q: 3 clusters Score -171269.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -171296.968750 Penalty: 745.246460 Iteration 11Q: 3 clusters Score -171297 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -171317.000000 Penalty: 745.246460 Iteration 12Q: 3 clusters Score -171317 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -171331.781250 Penalty: 745.246460 Iteration 13Q: 3 clusters Score -171331.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -171346.828125 Penalty: 745.246460 Iteration 14Q: 3 clusters Score -171346.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -171358.640625 Penalty: 745.246460 Iteration 15Q: 3 clusters Score -171358.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -171366.062500 Penalty: 745.246460 Iteration 16Q: 3 clusters Score -171366.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -171371.484375 Penalty: 745.246460 Iteration 17Q: 3 clusters Score -171371.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -171374.125000 Penalty: 745.246460 Iteration 18Q: 3 clusters Score -171374.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -171376.953125 Penalty: 745.246460 Iteration 19Q: 3 clusters Score -171377 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -171379.578125 Penalty: 745.246460 Iteration 20F: 3 clusters Score -171379.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -171381.906250 Penalty: 745.246460 Iteration 21Q: 3 clusters Score -171381.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -171385.156250 Penalty: 745.246460 Iteration 22Q: 3 clusters Score -171385.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -171388.828125 Penalty: 745.246460 Iteration 23Q: 3 clusters Score -171388.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -171392.203125 Penalty: 745.246460 Iteration 24Q: 3 clusters Score -171392.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -171394.125000 Penalty: 745.246460 Iteration 25Q: 3 clusters Score -171394.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -171395.953125 Penalty: 745.246460 Iteration 26Q: 3 clusters Score -171396 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -171397.218750 Penalty: 745.246460 Iteration 27Q: 3 clusters Score -171397.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -171398.875000 Penalty: 745.246460 Iteration 28Q: 3 clusters Score -171398.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -171400.171875 Penalty: 745.246460 Iteration 29Q: 3 clusters Score -171400.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -171401.406250 Penalty: 745.246460 Iteration 30Q: 3 clusters Score -171401.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -171403.609375 Penalty: 745.246460 Iteration 31Q: 3 clusters Score -171403.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -171404.875000 Penalty: 745.246460 Iteration 32Q: 3 clusters Score -171404.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -171406.437500 Penalty: 745.246460 Iteration 33Q: 3 clusters Score -171406.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -171406.937500 Penalty: 745.246460 Iteration 34Q: 3 clusters Score -171406.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -171407.546875 Penalty: 745.246460 Iteration 35Q: 3 clusters Score -171407.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -171407.734375 Penalty: 745.246460 Iteration 36Q: 3 clusters Score -171407.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -171408.296875 Penalty: 745.246460 Iteration 37Q: 3 clusters Score -171408.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -171407.843750 Penalty: 745.246460 Iteration 38Q: 3 clusters Score -171407.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -171408.656250 Penalty: 745.246460 Iteration 39Q: 3 clusters Score -171408.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -171408.906250 Penalty: 745.246460 Iteration 40F: 3 clusters Score -171408.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -171409.265625 Penalty: 745.246460 Iteration 41Q: 3 clusters Score -171409.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -171409.265625 Penalty: 745.246460 Iteration 42F: 3 clusters Score -171409.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Entering Unmasked Estep Score: -56219.671875 Penalty: 322.522614 Iteration 0F: 2 clusters Score -56219.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -55287.593750 Penalty: 645.045227 Iteration 0F: 3 clusters Score -55287.59 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -55571.785156 Penalty: 645.045227 Iteration 1F: 3 clusters Score -55571.79 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -55612.238281 Penalty: 645.045227 Iteration 2F: 3 clusters Score -55612.24 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -55635.656250 Penalty: 645.045227 Iteration 3Q: 3 clusters Score -55635.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -55660.519531 Penalty: 645.045227 Iteration 4Q: 3 clusters Score -55660.52 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -55682.250000 Penalty: 645.045227 Iteration 5Q: 3 clusters Score -55682.25 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -55695.792969 Penalty: 645.045227 Iteration 6Q: 3 clusters Score -55695.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -55712.621094 Penalty: 645.045227 Iteration 7Q: 3 clusters Score -55712.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -55737.597656 Penalty: 645.045227 Iteration 8Q: 3 clusters Score -55737.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -55761.449219 Penalty: 645.045227 Iteration 9Q: 3 clusters Score -55761.45 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -55779.996094 Penalty: 645.045227 Iteration 10Q: 3 clusters Score -55780 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -55791.832031 Penalty: 645.045227 Iteration 11Q: 3 clusters Score -55791.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -55798.914062 Penalty: 645.045227 Iteration 12Q: 3 clusters Score -55798.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -55803.531250 Penalty: 645.045227 Iteration 13Q: 3 clusters Score -55803.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -55809.429688 Penalty: 645.045227 Iteration 14Q: 3 clusters Score -55809.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -55817.023438 Penalty: 645.045227 Iteration 15Q: 3 clusters Score -55817.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -55819.582031 Penalty: 645.045227 Iteration 16Q: 3 clusters Score -55819.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -55824.132812 Penalty: 645.045227 Iteration 17Q: 3 clusters Score -55824.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -55827.441406 Penalty: 645.045227 Iteration 18Q: 3 clusters Score -55827.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -55832.101562 Penalty: 645.045227 Iteration 19Q: 3 clusters Score -55832.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -55839.183594 Penalty: 645.045227 Iteration 20F: 3 clusters Score -55839.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55847.207031 Penalty: 645.045227 Iteration 21Q: 3 clusters Score -55847.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -55859.746094 Penalty: 645.045227 Iteration 22Q: 3 clusters Score -55859.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -55865.566406 Penalty: 645.045227 Iteration 23Q: 3 clusters Score -55865.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -55870.679688 Penalty: 645.045227 Iteration 24Q: 3 clusters Score -55870.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -55878.390625 Penalty: 645.045227 Iteration 25Q: 3 clusters Score -55878.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55886.203125 Penalty: 645.045227 Iteration 26Q: 3 clusters Score -55886.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -55896.992188 Penalty: 645.045227 Iteration 27Q: 3 clusters Score -55896.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -55908.585938 Penalty: 645.045227 Iteration 28Q: 3 clusters Score -55908.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -55919.339844 Penalty: 645.045227 Iteration 29Q: 3 clusters Score -55919.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -55925.468750 Penalty: 645.045227 Iteration 30Q: 3 clusters Score -55925.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -55929.808594 Penalty: 645.045227 Iteration 31Q: 3 clusters Score -55929.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -55932.753906 Penalty: 645.045227 Iteration 32Q: 3 clusters Score -55932.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -55934.636719 Penalty: 645.045227 Iteration 33Q: 3 clusters Score -55934.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -55937.242188 Penalty: 645.045227 Iteration 34Q: 3 clusters Score -55937.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -55938.464844 Penalty: 645.045227 Iteration 35Q: 3 clusters Score -55938.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -55939.082031 Penalty: 645.045227 Iteration 36Q: 3 clusters Score -55939.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -55940.402344 Penalty: 645.045227 Iteration 37Q: 3 clusters Score -55940.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -55941.351562 Penalty: 645.045227 Iteration 38Q: 3 clusters Score -55941.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -55943.886719 Penalty: 645.045227 Iteration 39Q: 3 clusters Score -55943.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -55946.519531 Penalty: 645.045227 Iteration 40F: 3 clusters Score -55946.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -55947.613281 Penalty: 645.045227 Iteration 41Q: 3 clusters Score -55947.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -55947.613281 Penalty: 645.045227 Iteration 42F: 3 clusters Score -55947.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45497 members Mstep: Class 11 contains 3986 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3603 members Mstep: Class 16 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -2852778.250000 Penalty: 3991.525635 Iteration 39Q: 9 clusters Score -2852778 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45483 members Mstep: Class 11 contains 4018 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3586 members Mstep: Class 16 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2852820.750000 Penalty: 3991.525635 Iteration 40F: 9 clusters Score -2852821 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45376 members Mstep: Class 11 contains 4138 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3573 members Mstep: Class 16 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2852841.250000 Penalty: 3991.525635 Iteration 41Q: 9 clusters Score -2852841 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45257 members Mstep: Class 11 contains 4276 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3554 members Mstep: Class 16 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2852855.000000 Penalty: 3991.525635 Iteration 42Q: 9 clusters Score -2852855 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45161 members Mstep: Class 11 contains 4392 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3534 members Mstep: Class 16 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2852866.250000 Penalty: 3991.525635 Iteration 43Q: 9 clusters Score -2852866 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 45050 members Mstep: Class 11 contains 4521 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3516 members Mstep: Class 16 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -2852885.750000 Penalty: 3991.525635 Iteration 44Q: 9 clusters Score -2852886 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44957 members Mstep: Class 11 contains 4633 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3498 members Mstep: Class 16 contains 1196 members Entering Unmasked Estep ConsiderDeletion Score: -2852910.250000 Penalty: 3991.525635 Iteration 45Q: 9 clusters Score -2852910 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44866 members Mstep: Class 11 contains 4750 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3472 members Mstep: Class 16 contains 1196 members Entering Unmasked Estep ConsiderDeletion Score: -2852920.500000 Penalty: 3991.525635 Iteration 46Q: 9 clusters Score -2852920 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44796 members Mstep: Class 11 contains 4848 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3444 members Mstep: Class 16 contains 1196 members Entering Unmasked Estep ConsiderDeletion Score: -2852922.250000 Penalty: 3991.525635 Iteration 47Q: 9 clusters Score -2852922 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44727 members Mstep: Class 11 contains 4939 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3422 members Mstep: Class 16 contains 1196 members Entering Unmasked Estep ConsiderDeletion Score: -2852917.500000 Penalty: 3991.525635 Iteration 48Q: 9 clusters Score -2852918 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44678 members Mstep: Class 11 contains 5009 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3403 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852924.750000 Penalty: 3991.525635 Iteration 49Q: 9 clusters Score -2852925 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44626 members Mstep: Class 11 contains 5072 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3392 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852927.000000 Penalty: 3991.525635 Iteration 50Q: 9 clusters Score -2852927 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44570 members Mstep: Class 11 contains 5138 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3382 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852939.000000 Penalty: 3991.525635 Iteration 51Q: 9 clusters Score -2852939 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44515 members Mstep: Class 11 contains 5199 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3377 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852943.000000 Penalty: 3991.525635 Iteration 52Q: 9 clusters Score -2852943 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44462 members Mstep: Class 11 contains 5255 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3373 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852955.000000 Penalty: 3991.525635 Iteration 53Q: 9 clusters Score -2852955 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44428 members Mstep: Class 11 contains 5297 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3365 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852958.000000 Penalty: 3991.525635 Iteration 54Q: 9 clusters Score -2852958 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44403 members Mstep: Class 11 contains 5329 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3358 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852961.250000 Penalty: 3991.525635 Iteration 55Q: 9 clusters Score -2852961 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44379 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3351 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852969.250000 Penalty: 3991.525635 Iteration 56Q: 9 clusters Score -2852969 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44362 members Mstep: Class 11 contains 5385 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3343 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852974.500000 Penalty: 3991.525635 Iteration 57Q: 9 clusters Score -2852974 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44337 members Mstep: Class 11 contains 5417 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3336 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852978.500000 Penalty: 3991.525635 Iteration 58Q: 9 clusters Score -2852978 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44319 members Mstep: Class 11 contains 5440 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3331 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852978.250000 Penalty: 3991.525635 Iteration 59Q: 9 clusters Score -2852978 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44305 members Mstep: Class 11 contains 5459 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3326 members Mstep: Class 16 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -2852983.750000 Penalty: 3991.525635 Iteration 60F: 9 clusters Score -2852984 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 96 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44294 members Mstep: Class 11 contains 5476 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3321 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852976.500000 Penalty: 3991.525635 Iteration 61Q: 9 clusters Score -2852976 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44275 members Mstep: Class 11 contains 5496 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3319 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852979.000000 Penalty: 3991.525635 Iteration 62Q: 9 clusters Score -2852979 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44257 members Mstep: Class 11 contains 5514 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3319 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852987.000000 Penalty: 3991.525635 Iteration 63Q: 9 clusters Score -2852987 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44244 members Mstep: Class 11 contains 5531 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3315 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852989.750000 Penalty: 3991.525635 Iteration 64Q: 9 clusters Score -2852990 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44229 members Mstep: Class 11 contains 5550 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3311 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852988.250000 Penalty: 3991.525635 Iteration 65Q: 9 clusters Score -2852988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44223 members Mstep: Class 11 contains 5559 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3308 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852986.000000 Penalty: 3991.525635 Iteration 66Q: 9 clusters Score -2852986 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44220 members Mstep: Class 11 contains 5566 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3304 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852985.000000 Penalty: 3991.525635 Iteration 67Q: 9 clusters Score -2852985 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44219 members Mstep: Class 11 contains 5570 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3301 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852986.500000 Penalty: 3991.525635 Iteration 68Q: 9 clusters Score -2852986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44218 members Mstep: Class 11 contains 5573 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3299 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852986.000000 Penalty: 3991.525635 Iteration 69Q: 9 clusters Score -2852986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44216 members Mstep: Class 11 contains 5576 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3298 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852989.000000 Penalty: 3991.525635 Iteration 70Q: 9 clusters Score -2852989 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44217 members Mstep: Class 11 contains 5577 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3296 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852988.250000 Penalty: 3991.525635 Iteration 71Q: 9 clusters Score -2852988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44218 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3293 members Mstep: Class 16 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -2852984.000000 Penalty: 3991.525635 Iteration 72Q: 9 clusters Score -2852984 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44223 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3289 members Mstep: Class 16 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -2852989.750000 Penalty: 3991.525635 Iteration 73Q: 9 clusters Score -2852990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44227 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3285 members Mstep: Class 16 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -2852988.500000 Penalty: 3991.525635 Iteration 74Q: 9 clusters Score -2852988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44230 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3282 members Mstep: Class 16 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -2852987.000000 Penalty: 3991.525635 Iteration 75Q: 9 clusters Score -2852987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44231 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3281 members Mstep: Class 16 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -2852988.000000 Penalty: 3991.525635 Iteration 76Q: 9 clusters Score -2852988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2752 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44231 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3281 members Mstep: Class 16 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -2852988.000000 Penalty: 3991.525635 Iteration 77F: 9 clusters Score -2852988 nChanged 0 Entering ConstructFrom: Score: -2852988.000000 Penalty: 3991.525635 Entering ConstructFrom: Trying to split cluster 1 (2752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Entering Unmasked Estep Score: -111802.695312 Penalty: 360.363770 Iteration 0F: 2 clusters Score -111802.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -109899.875000 Penalty: 720.727539 Iteration 0F: 3 clusters Score -109899.9 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -110700.750000 Penalty: 720.727539 Iteration 1F: 3 clusters Score -110700.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -110923.578125 Penalty: 720.727539 Iteration 2F: 3 clusters Score -110923.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -111195.953125 Penalty: 720.727539 Iteration 3F: 3 clusters Score -111196 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -111391.250000 Penalty: 720.727539 Iteration 4F: 3 clusters Score -111391.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -111518.023438 Penalty: 720.727539 Iteration 5F: 3 clusters Score -111518 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -111612.171875 Penalty: 720.727539 Iteration 6Q: 3 clusters Score -111612.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -111679.437500 Penalty: 720.727539 Iteration 7Q: 3 clusters Score -111679.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -111727.968750 Penalty: 720.727539 Iteration 8Q: 3 clusters Score -111728 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -111774.437500 Penalty: 720.727539 Iteration 9Q: 3 clusters Score -111774.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -111808.164062 Penalty: 720.727539 Iteration 10Q: 3 clusters Score -111808.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -111827.312500 Penalty: 720.727539 Iteration 11Q: 3 clusters Score -111827.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -111837.554688 Penalty: 720.727539 Iteration 12Q: 3 clusters Score -111837.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -111843.882812 Penalty: 720.727539 Iteration 13Q: 3 clusters Score -111843.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -111846.773438 Penalty: 720.727539 Iteration 14Q: 3 clusters Score -111846.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -111847.437500 Penalty: 720.727539 Iteration 15Q: 3 clusters Score -111847.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -111847.437500 Penalty: 720.727539 Iteration 16F: 3 clusters Score -111847.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 255 members Mstep: Class 9 contains 44231 members Mstep: Class 11 contains 5579 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 3281 members Mstep: Class 16 contains 1192 members Entering Unmasked Estep Score: -2852891.750000 Penalty: 4490.466309 Splitting cluster 1 changes total score from -2852988.000000 to -2852891.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (97 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Entering Unmasked Estep Score: -3829.408691 Penalty: 208.149338 Iteration 0F: 2 clusters Score -3829.409 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3623.360840 Penalty: 416.298676 Iteration 0F: 3 clusters Score -3623.361 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3649.933594 Penalty: 416.298676 Iteration 1F: 3 clusters Score -3649.934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3661.842773 Penalty: 416.298676 Iteration 2F: 3 clusters Score -3661.843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3663.988281 Penalty: 416.298676 Iteration 3Q: 3 clusters Score -3663.988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3663.988281 Penalty: 416.298676 Iteration 4F: 3 clusters Score -3663.988 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Entering Unmasked Estep Score: -11073.742188 Penalty: 252.127487 Iteration 0F: 2 clusters Score -11073.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -10753.075195 Penalty: 504.254974 Iteration 0F: 3 clusters Score -10753.08 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10843.648438 Penalty: 504.254974 Iteration 1F: 3 clusters Score -10843.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -10865.899414 Penalty: 504.254974 Iteration 2F: 3 clusters Score -10865.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -10867.982422 Penalty: 504.254974 Iteration 3Q: 3 clusters Score -10867.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -10868.362305 Penalty: 504.254974 Iteration 4Q: 3 clusters Score -10868.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -10868.362305 Penalty: 504.254974 Iteration 5F: 3 clusters Score -10868.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (44231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44231 members Entering Unmasked Estep Score: -2243972.000000 Penalty: 486.721710 Iteration 0F: 2 clusters Score -2243972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21982 members Mstep: Class 2 contains 22249 members Entering Unmasked Estep Score: -2214186.000000 Penalty: 973.443420 Iteration 0F: 3 clusters Score -2214186 nChanged 21354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19536 members Mstep: Class 2 contains 24695 members Entering Unmasked Estep Score: -2226962.250000 Penalty: 973.443420 Iteration 1F: 3 clusters Score -2226962 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17726 members Mstep: Class 2 contains 26505 members Entering Unmasked Estep Score: -2227876.000000 Penalty: 973.443420 Iteration 2F: 3 clusters Score -2227876 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15026 members Mstep: Class 2 contains 29205 members Entering Unmasked Estep Score: -2229514.000000 Penalty: 973.443420 Iteration 3F: 3 clusters Score -2229514 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 33000 members Entering Unmasked Estep Score: -2232419.750000 Penalty: 973.443420 Iteration 4F: 3 clusters Score -2232420 nChanged 4375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 37365 members Entering Unmasked Estep Score: -2236565.750000 Penalty: 973.443420 Iteration 5F: 3 clusters Score -2236566 nChanged 3747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 41110 members Entering Unmasked Estep Score: -2240450.750000 Penalty: 973.443420 Iteration 6F: 3 clusters Score -2240451 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 43172 members Entering Unmasked Estep Score: -2242552.000000 Penalty: 973.443420 Iteration 7Q: 3 clusters Score -2242552 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 43912 members Entering Unmasked Estep Score: -2243247.500000 Penalty: 973.443420 Iteration 8Q: 3 clusters Score -2243248 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 44118 members Entering Unmasked Estep Score: -2243436.250000 Penalty: 973.443420 Iteration 9Q: 3 clusters Score -2243436 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 44171 members Entering Unmasked Estep Score: -2243499.500000 Penalty: 973.443420 Iteration 10Q: 3 clusters Score -2243500 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 44188 members Entering Unmasked Estep Score: -2243529.250000 Penalty: 973.443420 Iteration 11Q: 3 clusters Score -2243529 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 44193 members Entering Unmasked Estep Score: -2243548.500000 Penalty: 973.443420 Iteration 12Q: 3 clusters Score -2243548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 44192 members Entering Unmasked Estep Score: -2243549.750000 Penalty: 973.443420 Iteration 13Q: 3 clusters Score -2243550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 44191 members Entering Unmasked Estep Score: -2243549.500000 Penalty: 973.443420 Iteration 14Q: 3 clusters Score -2243550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 44192 members Entering Unmasked Estep Score: -2243551.000000 Penalty: 973.443420 Iteration 15Q: 3 clusters Score -2243551 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 44193 members Entering Unmasked Estep Score: -2243555.250000 Penalty: 973.443420 Iteration 16Q: 3 clusters Score -2243555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 44194 members Entering Unmasked Estep Score: -2243555.250000 Penalty: 973.443420 Iteration 17Q: 3 clusters Score -2243555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 44195 members Entering Unmasked Estep Score: -2243561.000000 Penalty: 973.443420 Iteration 18Q: 3 clusters Score -2243561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 44195 members Entering Unmasked Estep Score: -2243561.000000 Penalty: 973.443420 Iteration 19F: 3 clusters Score -2243561 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Entering Unmasked Estep Score: -303859.031250 Penalty: 392.517822 Iteration 0F: 2 clusters Score -303859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -300083.093750 Penalty: 785.035645 Iteration 0F: 3 clusters Score -300083.1 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -301552.968750 Penalty: 785.035645 Iteration 1F: 3 clusters Score -301553 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -301820.406250 Penalty: 785.035645 Iteration 2F: 3 clusters Score -301820.4 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -302116.031250 Penalty: 785.035645 Iteration 3F: 3 clusters Score -302116 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -302403.156250 Penalty: 785.035645 Iteration 4F: 3 clusters Score -302403.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -302658.437500 Penalty: 785.035645 Iteration 5F: 3 clusters Score -302658.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -302861.250000 Penalty: 785.035645 Iteration 6F: 3 clusters Score -302861.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -302985.968750 Penalty: 785.035645 Iteration 7Q: 3 clusters Score -302986 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -303053.156250 Penalty: 785.035645 Iteration 8Q: 3 clusters Score -303053.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -303111.406250 Penalty: 785.035645 Iteration 9Q: 3 clusters Score -303111.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -303167.562500 Penalty: 785.035645 Iteration 10Q: 3 clusters Score -303167.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -303213.500000 Penalty: 785.035645 Iteration 11Q: 3 clusters Score -303213.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -303247.593750 Penalty: 785.035645 Iteration 12Q: 3 clusters Score -303247.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -303272.093750 Penalty: 785.035645 Iteration 13Q: 3 clusters Score -303272.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -303295.843750 Penalty: 785.035645 Iteration 14Q: 3 clusters Score -303295.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -303320.437500 Penalty: 785.035645 Iteration 15Q: 3 clusters Score -303320.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -303343.343750 Penalty: 785.035645 Iteration 16Q: 3 clusters Score -303343.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -303355.562500 Penalty: 785.035645 Iteration 17Q: 3 clusters Score -303355.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -303367.250000 Penalty: 785.035645 Iteration 18Q: 3 clusters Score -303367.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -303378.562500 Penalty: 785.035645 Iteration 19Q: 3 clusters Score -303378.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -303388.906250 Penalty: 785.035645 Iteration 20F: 3 clusters Score -303388.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -303396.718750 Penalty: 785.035645 Iteration 21Q: 3 clusters Score -303396.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -303403.250000 Penalty: 785.035645 Iteration 22Q: 3 clusters Score -303403.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -303407.375000 Penalty: 785.035645 Iteration 23Q: 3 clusters Score -303407.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -303410.062500 Penalty: 785.035645 Iteration 24Q: 3 clusters Score -303410.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -303411.406250 Penalty: 785.035645 Iteration 25Q: 3 clusters Score -303411.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -303414.156250 Penalty: 785.035645 Iteration 26Q: 3 clusters Score -303414.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -303420.468750 Penalty: 785.035645 Iteration 27Q: 3 clusters Score -303420.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -303424.906250 Penalty: 785.035645 Iteration 28Q: 3 clusters Score -303424.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -303428.968750 Penalty: 785.035645 Iteration 29Q: 3 clusters Score -303429 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -303432.468750 Penalty: 785.035645 Iteration 30Q: 3 clusters Score -303432.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -303433.968750 Penalty: 785.035645 Iteration 31Q: 3 clusters Score -303434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -303435.093750 Penalty: 785.035645 Iteration 32Q: 3 clusters Score -303435.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -303436.750000 Penalty: 785.035645 Iteration 33Q: 3 clusters Score -303436.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -303436.812500 Penalty: 785.035645 Iteration 34Q: 3 clusters Score -303436.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -303436.750000 Penalty: 785.035645 Iteration 35Q: 3 clusters Score -303436.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -303437.468750 Penalty: 785.035645 Iteration 36Q: 3 clusters Score -303437.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -303437.468750 Penalty: 785.035645 Iteration 37F: 3 clusters Score -303437.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -19559.843750 Penalty: 274.831573 Iteration 0F: 2 clusters Score -19559.84 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 224 members Entering Unmasked Estep Score: -19121.564453 Penalty: 549.663147 Iteration 0F: 3 clusters Score -19121.56 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -19238.619141 Penalty: 549.663147 Iteration 1F: 3 clusters Score -19238.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -19265.095703 Penalty: 549.663147 Iteration 2F: 3 clusters Score -19265.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -19268.392578 Penalty: 549.663147 Iteration 3Q: 3 clusters Score -19268.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -19271.707031 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -19271.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -19273.021484 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -19273.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -19274.494141 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -19274.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -19275.867188 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -19275.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -19276.332031 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -19276.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -19277.748047 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -19277.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -19277.794922 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -19277.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -19277.794922 Penalty: 549.663147 Iteration 11F: 3 clusters Score -19277.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Entering Unmasked Estep Score: -156048.046875 Penalty: 368.363617 Iteration 0F: 2 clusters Score -156048 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -153794.718750 Penalty: 736.727234 Iteration 0F: 3 clusters Score -153794.7 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -154618.640625 Penalty: 736.727234 Iteration 1F: 3 clusters Score -154618.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -154833.218750 Penalty: 736.727234 Iteration 2F: 3 clusters Score -154833.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -155067.218750 Penalty: 736.727234 Iteration 3F: 3 clusters Score -155067.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -155280.734375 Penalty: 736.727234 Iteration 4F: 3 clusters Score -155280.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -155438.484375 Penalty: 736.727234 Iteration 5F: 3 clusters Score -155438.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -155534.203125 Penalty: 736.727234 Iteration 6Q: 3 clusters Score -155534.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -155599.984375 Penalty: 736.727234 Iteration 7Q: 3 clusters Score -155600 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -155650.953125 Penalty: 736.727234 Iteration 8Q: 3 clusters Score -155651 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -155685.640625 Penalty: 736.727234 Iteration 9Q: 3 clusters Score -155685.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -155718.671875 Penalty: 736.727234 Iteration 10Q: 3 clusters Score -155718.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -155739.546875 Penalty: 736.727234 Iteration 11Q: 3 clusters Score -155739.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -155760.578125 Penalty: 736.727234 Iteration 12Q: 3 clusters Score -155760.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -155782.921875 Penalty: 736.727234 Iteration 13Q: 3 clusters Score -155782.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -155801.109375 Penalty: 736.727234 Iteration 14Q: 3 clusters Score -155801.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -155808.515625 Penalty: 736.727234 Iteration 15Q: 3 clusters Score -155808.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -155819.109375 Penalty: 736.727234 Iteration 16Q: 3 clusters Score -155819.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -155828.765625 Penalty: 736.727234 Iteration 17Q: 3 clusters Score -155828.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -155834.359375 Penalty: 736.727234 Iteration 18Q: 3 clusters Score -155834.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -155838.203125 Penalty: 736.727234 Iteration 19Q: 3 clusters Score -155838.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -155843.343750 Penalty: 736.727234 Iteration 20F: 3 clusters Score -155843.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -155847.750000 Penalty: 736.727234 Iteration 21Q: 3 clusters Score -155847.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -155855.343750 Penalty: 736.727234 Iteration 22Q: 3 clusters Score -155855.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -155863.656250 Penalty: 736.727234 Iteration 23Q: 3 clusters Score -155863.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -155866.593750 Penalty: 736.727234 Iteration 24Q: 3 clusters Score -155866.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -155868.625000 Penalty: 736.727234 Iteration 25Q: 3 clusters Score -155868.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -155871.421875 Penalty: 736.727234 Iteration 26Q: 3 clusters Score -155871.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -155872.921875 Penalty: 736.727234 Iteration 27Q: 3 clusters Score -155872.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -155873.296875 Penalty: 736.727234 Iteration 28Q: 3 clusters Score -155873.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -155873.296875 Penalty: 736.727234 Iteration 29F: 3 clusters Score -155873.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Entering Unmasked Estep Score: -55927.667969 Penalty: 322.294159 Iteration 0F: 2 clusters Score -55927.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -55017.523438 Penalty: 644.588318 Iteration 0F: 3 clusters Score -55017.52 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -55283.343750 Penalty: 644.588318 Iteration 1F: 3 clusters Score -55283.34 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -55331.164062 Penalty: 644.588318 Iteration 2F: 3 clusters Score -55331.16 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -55362.449219 Penalty: 644.588318 Iteration 3Q: 3 clusters Score -55362.45 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -55397.289062 Penalty: 644.588318 Iteration 4Q: 3 clusters Score -55397.29 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -55433.753906 Penalty: 644.588318 Iteration 5Q: 3 clusters Score -55433.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -55463.093750 Penalty: 644.588318 Iteration 6Q: 3 clusters Score -55463.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -55480.546875 Penalty: 644.588318 Iteration 7Q: 3 clusters Score -55480.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -55498.500000 Penalty: 644.588318 Iteration 8Q: 3 clusters Score -55498.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -55517.437500 Penalty: 644.588318 Iteration 9Q: 3 clusters Score -55517.44 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -55535.742188 Penalty: 644.588318 Iteration 10Q: 3 clusters Score -55535.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -55554.625000 Penalty: 644.588318 Iteration 11Q: 3 clusters Score -55554.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -55564.066406 Penalty: 644.588318 Iteration 12Q: 3 clusters Score -55564.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55572.906250 Penalty: 644.588318 Iteration 13Q: 3 clusters Score -55572.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -55578.433594 Penalty: 644.588318 Iteration 14Q: 3 clusters Score -55578.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -55583.570312 Penalty: 644.588318 Iteration 15Q: 3 clusters Score -55583.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -55591.691406 Penalty: 644.588318 Iteration 16Q: 3 clusters Score -55591.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -55605.648438 Penalty: 644.588318 Iteration 17Q: 3 clusters Score -55605.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -55615.089844 Penalty: 644.588318 Iteration 18Q: 3 clusters Score -55615.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -55619.390625 Penalty: 644.588318 Iteration 19Q: 3 clusters Score -55619.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -55621.476562 Penalty: 644.588318 Iteration 20F: 3 clusters Score -55621.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -55623.355469 Penalty: 644.588318 Iteration 21Q: 3 clusters Score -55623.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55626.351562 Penalty: 644.588318 Iteration 22Q: 3 clusters Score -55626.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -55628.019531 Penalty: 644.588318 Iteration 23Q: 3 clusters Score -55628.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -55630.015625 Penalty: 644.588318 Iteration 24Q: 3 clusters Score -55630.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -55631.097656 Penalty: 644.588318 Iteration 25Q: 3 clusters Score -55631.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -55631.335938 Penalty: 644.588318 Iteration 26Q: 3 clusters Score -55631.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -55631.761719 Penalty: 644.588318 Iteration 27Q: 3 clusters Score -55631.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -55633.050781 Penalty: 644.588318 Iteration 28Q: 3 clusters Score -55633.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -55633.050781 Penalty: 644.588318 Iteration 29F: 3 clusters Score -55633.05 nChanged 0 --- Evaluating fit on full set of 173571 points --- Entering Unmasked Estep Score: -8561036.000000 Penalty: 4391.420898 21->9 Clusters: Score -8561036.000000, best is -8563044.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 57857 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2774 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2760 members Mstep: Class 5 contains 2697 members Mstep: Class 6 contains 2758 members Mstep: Class 7 contains 2658 members Mstep: Class 8 contains 2734 members Mstep: Class 9 contains 2755 members Mstep: Class 10 contains 2758 members Mstep: Class 11 contains 2854 members Mstep: Class 12 contains 2676 members Mstep: Class 13 contains 2760 members Mstep: Class 14 contains 2689 members Mstep: Class 15 contains 2812 members Mstep: Class 16 contains 2676 members Mstep: Class 17 contains 2808 members Mstep: Class 18 contains 2811 members Mstep: Class 19 contains 2818 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 2742 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 27.394073 but Gain 498.940430 Score: -2465142.250000 Penalty: 9978.814453 Iteration 0F: 21 clusters Score -2465142 nChanged 54930 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 18794 members Mstep: Class 3 contains 676 members Mstep: Class 4 contains 457 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 3410 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 1904 members Mstep: Class 11 contains 1056 members Mstep: Class 12 contains 1384 members Mstep: Class 13 contains 304 members Mstep: Class 14 contains 157 members Mstep: Class 16 contains 4303 members Mstep: Class 17 contains 175 members Mstep: Class 18 contains 462 members Mstep: Class 19 contains 1212 members Mstep: Class 20 contains 12850 members Mstep: Class 21 contains 698 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 66.850937 but Gain 498.941406 Score: -2780300.250000 Penalty: 9479.873047 Iteration 1F: 20 clusters Score -2780300 nChanged 17575 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 25439 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 284 members Mstep: Class 5 contains 238 members Mstep: Class 6 contains 1851 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 761 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 756 members Mstep: Class 13 contains 148 members Mstep: Class 16 contains 2495 members Mstep: Class 17 contains 128 members Mstep: Class 18 contains 138 members Mstep: Class 19 contains 1999 members Mstep: Class 20 contains 14197 members Mstep: Class 21 contains 131 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 78.945053 but Gain 498.940430 Score: -2814283.250000 Penalty: 8980.932617 Iteration 2F: 19 clusters Score -2814283 nChanged 8402 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 29666 members Mstep: Class 3 contains 100 members Mstep: Class 4 contains 468 members Mstep: Class 5 contains 191 members Mstep: Class 6 contains 1696 members Mstep: Class 7 contains 368 members Mstep: Class 8 contains 269 members Mstep: Class 9 contains 697 members Mstep: Class 10 contains 761 members Mstep: Class 11 contains 366 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 155 members Mstep: Class 16 contains 2418 members Mstep: Class 17 contains 118 members Mstep: Class 19 contains 2238 members Mstep: Class 20 contains 13349 members Mstep: Class 21 contains 78 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 100.650864 but Gain 498.940430 Score: -2822809.750000 Penalty: 8481.992188 Iteration 3F: 18 clusters Score -2822810 nChanged 6723 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 34088 members Mstep: Class 4 contains 593 members Mstep: Class 5 contains 182 members Mstep: Class 6 contains 1571 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 254 members Mstep: Class 9 contains 572 members Mstep: Class 10 contains 361 members Mstep: Class 11 contains 241 members Mstep: Class 12 contains 206 members Mstep: Class 13 contains 146 members Mstep: Class 16 contains 2573 members Mstep: Class 17 contains 103 members Mstep: Class 19 contains 2376 members Mstep: Class 20 contains 11487 members Mstep: Class 21 contains 83 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 151.149277 but Gain 498.940918 Score: -2829899.500000 Penalty: 7983.051270 Iteration 4F: 17 clusters Score -2829900 nChanged 5981 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 38508 members Mstep: Class 4 contains 658 members Mstep: Class 5 contains 202 members Mstep: Class 6 contains 1412 members Mstep: Class 7 contains 394 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 469 members Mstep: Class 11 contains 149 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 134 members Mstep: Class 16 contains 2706 members Mstep: Class 17 contains 95 members Mstep: Class 19 contains 2469 members Mstep: Class 20 contains 8955 members Mstep: Class 21 contains 90 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 176.725342 but Gain 498.940918 Score: -2836810.500000 Penalty: 7484.110352 Iteration 5F: 16 clusters Score -2836810 nChanged 4307 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 41591 members Mstep: Class 4 contains 724 members Mstep: Class 5 contains 224 members Mstep: Class 6 contains 1221 members Mstep: Class 7 contains 403 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 376 members Mstep: Class 11 contains 99 members Mstep: Class 12 contains 121 members Mstep: Class 13 contains 125 members Mstep: Class 16 contains 2711 members Mstep: Class 17 contains 89 members Mstep: Class 19 contains 2590 members Mstep: Class 20 contains 6796 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 179.036133 but Gain 498.940430 Score: -2842299.250000 Penalty: 6985.169922 Iteration 6F: 15 clusters Score -2842299 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 43069 members Mstep: Class 4 contains 763 members Mstep: Class 5 contains 231 members Mstep: Class 6 contains 1090 members Mstep: Class 7 contains 385 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 301 members Mstep: Class 12 contains 111 members Mstep: Class 13 contains 123 members Mstep: Class 16 contains 2732 members Mstep: Class 17 contains 90 members Mstep: Class 19 contains 2681 members Mstep: Class 20 contains 5783 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 177.800201 but Gain 498.940918 Score: -2845938.250000 Penalty: 6486.229004 Iteration 7F: 14 clusters Score -2845938 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 43630 members Mstep: Class 4 contains 784 members Mstep: Class 5 contains 230 members Mstep: Class 6 contains 1017 members Mstep: Class 7 contains 371 members Mstep: Class 8 contains 188 members Mstep: Class 9 contains 237 members Mstep: Class 13 contains 121 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 86 members Mstep: Class 19 contains 2755 members Mstep: Class 20 contains 5491 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 198.080505 but Gain 498.940430 Score: -2848040.250000 Penalty: 5987.288574 Iteration 8Q: 13 clusters Score -2848040 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 2 contains 43883 members Mstep: Class 4 contains 824 members Mstep: Class 5 contains 229 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 359 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 169 members Mstep: Class 13 contains 121 members Mstep: Class 16 contains 2747 members Mstep: Class 17 contains 81 members Mstep: Class 19 contains 2833 members Mstep: Class 20 contains 5436 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 264.863678 but Gain 498.940918 Score: -2849264.750000 Penalty: 5488.347656 Iteration 9Q: 12 clusters Score -2849265 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 43948 members Mstep: Class 4 contains 893 members Mstep: Class 5 contains 233 members Mstep: Class 6 contains 878 members Mstep: Class 7 contains 370 members Mstep: Class 9 contains 134 members Mstep: Class 13 contains 125 members Mstep: Class 16 contains 2729 members Mstep: Class 17 contains 78 members Mstep: Class 19 contains 2964 members Mstep: Class 20 contains 5441 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 389.840240 but Gain 498.940430 Score: -2850052.250000 Penalty: 4989.407227 Iteration 10Q: 11 clusters Score -2850052 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 43989 members Mstep: Class 4 contains 924 members Mstep: Class 5 contains 219 members Mstep: Class 6 contains 834 members Mstep: Class 7 contains 357 members Mstep: Class 9 contains 122 members Mstep: Class 16 contains 2795 members Mstep: Class 17 contains 92 members Mstep: Class 19 contains 2984 members Mstep: Class 20 contains 5477 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 482.189972 but Gain 498.940918 Score: -2850547.500000 Penalty: 4490.466309 Iteration 11Q: 10 clusters Score -2850548 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44048 members Mstep: Class 4 contains 1021 members Mstep: Class 6 contains 777 members Mstep: Class 7 contains 353 members Mstep: Class 9 contains 122 members Mstep: Class 16 contains 2788 members Mstep: Class 17 contains 93 members Mstep: Class 19 contains 3104 members Mstep: Class 20 contains 5487 members Entering Unmasked Estep ConsiderDeletion Score: -2850991.000000 Penalty: 4490.466309 Iteration 12Q: 10 clusters Score -2850991 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44059 members Mstep: Class 4 contains 1071 members Mstep: Class 6 contains 728 members Mstep: Class 7 contains 336 members Mstep: Class 9 contains 118 members Mstep: Class 16 contains 2806 members Mstep: Class 17 contains 97 members Mstep: Class 19 contains 3081 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2851105.000000 Penalty: 4490.466309 Iteration 13Q: 10 clusters Score -2851105 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44082 members Mstep: Class 4 contains 1111 members Mstep: Class 6 contains 684 members Mstep: Class 7 contains 323 members Mstep: Class 9 contains 118 members Mstep: Class 16 contains 2824 members Mstep: Class 17 contains 98 members Mstep: Class 19 contains 3053 members Mstep: Class 20 contains 5500 members Entering Unmasked Estep ConsiderDeletion Score: -2851186.000000 Penalty: 4490.466309 Iteration 14Q: 10 clusters Score -2851186 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44114 members Mstep: Class 4 contains 1147 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 305 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 2837 members Mstep: Class 17 contains 99 members Mstep: Class 19 contains 3032 members Mstep: Class 20 contains 5490 members Entering Unmasked Estep ConsiderDeletion Score: -2851236.750000 Penalty: 4490.466309 Iteration 15Q: 10 clusters Score -2851237 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44127 members Mstep: Class 4 contains 1187 members Mstep: Class 6 contains 618 members Mstep: Class 7 contains 287 members Mstep: Class 9 contains 129 members Mstep: Class 16 contains 2853 members Mstep: Class 17 contains 101 members Mstep: Class 19 contains 3001 members Mstep: Class 20 contains 5490 members Entering Unmasked Estep ConsiderDeletion Score: -2851288.750000 Penalty: 4490.466309 Iteration 16Q: 10 clusters Score -2851289 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44132 members Mstep: Class 4 contains 1213 members Mstep: Class 6 contains 588 members Mstep: Class 7 contains 277 members Mstep: Class 9 contains 130 members Mstep: Class 16 contains 2879 members Mstep: Class 17 contains 104 members Mstep: Class 19 contains 2980 members Mstep: Class 20 contains 5490 members Entering Unmasked Estep ConsiderDeletion Score: -2851324.250000 Penalty: 4490.466309 Iteration 17Q: 10 clusters Score -2851324 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44109 members Mstep: Class 4 contains 1242 members Mstep: Class 6 contains 556 members Mstep: Class 7 contains 267 members Mstep: Class 9 contains 130 members Mstep: Class 16 contains 2920 members Mstep: Class 17 contains 105 members Mstep: Class 19 contains 2961 members Mstep: Class 20 contains 5503 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 495.986877 but Gain 498.940674 Score: -2851354.500000 Penalty: 3991.525635 Iteration 18Q: 9 clusters Score -2851354 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44118 members Mstep: Class 4 contains 1371 members Mstep: Class 6 contains 549 members Mstep: Class 9 contains 133 members Mstep: Class 16 contains 2961 members Mstep: Class 17 contains 113 members Mstep: Class 19 contains 3038 members Mstep: Class 20 contains 5510 members Entering Unmasked Estep ConsiderDeletion Score: -2851738.500000 Penalty: 3991.525635 Iteration 19Q: 9 clusters Score -2851738 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 2 contains 44104 members Mstep: Class 4 contains 1430 members Mstep: Class 6 contains 524 members Mstep: Class 9 contains 132 members Mstep: Class 16 contains 2994 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2983 members Mstep: Class 20 contains 5510 members Entering Unmasked Estep ConsiderDeletion Score: -2851807.000000 Penalty: 3991.525635 Iteration 20F: 9 clusters Score -2851807 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44078 members Mstep: Class 4 contains 1470 members Mstep: Class 6 contains 492 members Mstep: Class 9 contains 132 members Mstep: Class 16 contains 3040 members Mstep: Class 17 contains 119 members Mstep: Class 19 contains 2945 members Mstep: Class 20 contains 5518 members Entering Unmasked Estep ConsiderDeletion Score: -2851857.000000 Penalty: 3991.525635 Iteration 21Q: 9 clusters Score -2851857 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44063 members Mstep: Class 4 contains 1503 members Mstep: Class 6 contains 468 members Mstep: Class 9 contains 131 members Mstep: Class 16 contains 3067 members Mstep: Class 17 contains 121 members Mstep: Class 19 contains 2920 members Mstep: Class 20 contains 5521 members Entering Unmasked Estep ConsiderDeletion Score: -2851877.250000 Penalty: 3991.525635 Iteration 22Q: 9 clusters Score -2851877 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44054 members Mstep: Class 4 contains 1523 members Mstep: Class 6 contains 435 members Mstep: Class 9 contains 129 members Mstep: Class 16 contains 3107 members Mstep: Class 17 contains 121 members Mstep: Class 19 contains 2903 members Mstep: Class 20 contains 5522 members Entering Unmasked Estep ConsiderDeletion Score: -2851905.750000 Penalty: 3991.525635 Iteration 23Q: 9 clusters Score -2851906 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44045 members Mstep: Class 4 contains 1537 members Mstep: Class 6 contains 399 members Mstep: Class 9 contains 127 members Mstep: Class 16 contains 3151 members Mstep: Class 17 contains 121 members Mstep: Class 19 contains 2892 members Mstep: Class 20 contains 5522 members Entering Unmasked Estep ConsiderDeletion Score: -2851929.000000 Penalty: 3991.525635 Iteration 24Q: 9 clusters Score -2851929 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44034 members Mstep: Class 4 contains 1541 members Mstep: Class 6 contains 346 members Mstep: Class 9 contains 126 members Mstep: Class 16 contains 3217 members Mstep: Class 17 contains 122 members Mstep: Class 19 contains 2889 members Mstep: Class 20 contains 5519 members Entering Unmasked Estep ConsiderDeletion Score: -2851960.250000 Penalty: 3991.525635 Iteration 25Q: 9 clusters Score -2851960 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44021 members Mstep: Class 4 contains 1544 members Mstep: Class 6 contains 308 members Mstep: Class 9 contains 124 members Mstep: Class 16 contains 3270 members Mstep: Class 17 contains 122 members Mstep: Class 19 contains 2888 members Mstep: Class 20 contains 5517 members Entering Unmasked Estep ConsiderDeletion Score: -2851977.250000 Penalty: 3991.525635 Iteration 26Q: 9 clusters Score -2851977 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 44003 members Mstep: Class 4 contains 1547 members Mstep: Class 6 contains 275 members Mstep: Class 9 contains 124 members Mstep: Class 16 contains 3319 members Mstep: Class 17 contains 119 members Mstep: Class 19 contains 2887 members Mstep: Class 20 contains 5520 members Entering Unmasked Estep ConsiderDeletion Score: -2852008.000000 Penalty: 3991.525635 Iteration 27Q: 9 clusters Score -2852008 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43993 members Mstep: Class 4 contains 1551 members Mstep: Class 6 contains 245 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3357 members Mstep: Class 17 contains 117 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5524 members Entering Unmasked Estep ConsiderDeletion Score: -2852030.750000 Penalty: 3991.525635 Iteration 28Q: 9 clusters Score -2852031 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43984 members Mstep: Class 4 contains 1550 members Mstep: Class 6 contains 228 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3388 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5521 members Entering Unmasked Estep ConsiderDeletion Score: -2852039.250000 Penalty: 3991.525635 Iteration 29Q: 9 clusters Score -2852039 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43972 members Mstep: Class 4 contains 1550 members Mstep: Class 6 contains 214 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3418 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5517 members Entering Unmasked Estep ConsiderDeletion Score: -2852054.250000 Penalty: 3991.525635 Iteration 30Q: 9 clusters Score -2852054 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43964 members Mstep: Class 4 contains 1550 members Mstep: Class 6 contains 206 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3439 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5512 members Entering Unmasked Estep ConsiderDeletion Score: -2852053.250000 Penalty: 3991.525635 Iteration 31Q: 9 clusters Score -2852053 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43960 members Mstep: Class 4 contains 1549 members Mstep: Class 6 contains 196 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5508 members Entering Unmasked Estep ConsiderDeletion Score: -2852060.750000 Penalty: 3991.525635 Iteration 32Q: 9 clusters Score -2852061 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43961 members Mstep: Class 4 contains 1549 members Mstep: Class 6 contains 188 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3469 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5504 members Entering Unmasked Estep ConsiderDeletion Score: -2852069.500000 Penalty: 3991.525635 Iteration 33Q: 9 clusters Score -2852070 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43960 members Mstep: Class 4 contains 1551 members Mstep: Class 6 contains 178 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3481 members Mstep: Class 17 contains 116 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 5501 members Entering Unmasked Estep ConsiderDeletion Score: -2852082.750000 Penalty: 3991.525635 Iteration 34Q: 9 clusters Score -2852083 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43961 members Mstep: Class 4 contains 1555 members Mstep: Class 6 contains 168 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3491 members Mstep: Class 17 contains 114 members Mstep: Class 19 contains 2883 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852096.000000 Penalty: 3991.525635 Iteration 35Q: 9 clusters Score -2852096 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43959 members Mstep: Class 4 contains 1556 members Mstep: Class 6 contains 166 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3499 members Mstep: Class 17 contains 111 members Mstep: Class 19 contains 2881 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852114.750000 Penalty: 3991.525635 Iteration 36Q: 9 clusters Score -2852115 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43962 members Mstep: Class 4 contains 1555 members Mstep: Class 6 contains 167 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3498 members Mstep: Class 17 contains 110 members Mstep: Class 19 contains 2880 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852115.500000 Penalty: 3991.525635 Iteration 37Q: 9 clusters Score -2852116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43964 members Mstep: Class 4 contains 1556 members Mstep: Class 6 contains 166 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3499 members Mstep: Class 17 contains 108 members Mstep: Class 19 contains 2879 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852115.750000 Penalty: 3991.525635 Iteration 38Q: 9 clusters Score -2852116 nChanged 8 Entering ConstructFrom: Score: -2852115.750000 Penalty: 3991.525635 Entering ConstructFrom: Trying to split cluster 2 (43964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43964 members Entering Unmasked Estep Score: -2231591.000000 Penalty: 486.446259 Iteration 0F: 2 clusters Score -2231591 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21869 members Mstep: Class 2 contains 22095 members Entering Unmasked Estep Score: -2202181.500000 Penalty: 972.892517 Iteration 0F: 3 clusters Score -2202182 nChanged 21181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 24260 members Entering Unmasked Estep Score: -2214600.500000 Penalty: 972.892517 Iteration 1F: 3 clusters Score -2214600 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18182 members Mstep: Class 2 contains 25782 members Entering Unmasked Estep Score: -2215339.000000 Penalty: 972.892517 Iteration 2Q: 3 clusters Score -2215339 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15855 members Mstep: Class 2 contains 28109 members Entering Unmasked Estep Score: -2216674.750000 Penalty: 972.892517 Iteration 3F: 3 clusters Score -2216675 nChanged 3331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Mstep: Class 2 contains 31388 members Entering Unmasked Estep Score: -2219035.000000 Penalty: 972.892517 Iteration 4F: 3 clusters Score -2219035 nChanged 4039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 35417 members Entering Unmasked Estep Score: -2222562.750000 Penalty: 972.892517 Iteration 5F: 3 clusters Score -2222563 nChanged 3904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 39321 members Entering Unmasked Estep Score: -2226505.500000 Penalty: 972.892517 Iteration 6F: 3 clusters Score -2226506 nChanged 2799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 42120 members Entering Unmasked Estep Score: -2229434.250000 Penalty: 972.892517 Iteration 7F: 3 clusters Score -2229434 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 43339 members Entering Unmasked Estep Score: -2230677.000000 Penalty: 972.892517 Iteration 8Q: 3 clusters Score -2230677 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 43707 members Entering Unmasked Estep Score: -2231046.250000 Penalty: 972.892517 Iteration 9Q: 3 clusters Score -2231046 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 43787 members Entering Unmasked Estep Score: -2231158.750000 Penalty: 972.892517 Iteration 10Q: 3 clusters Score -2231159 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 43810 members Entering Unmasked Estep Score: -2231198.500000 Penalty: 972.892517 Iteration 11Q: 3 clusters Score -2231198 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 43818 members Entering Unmasked Estep Score: -2231215.000000 Penalty: 972.892517 Iteration 12Q: 3 clusters Score -2231215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 43815 members Entering Unmasked Estep Score: -2231218.250000 Penalty: 972.892517 Iteration 13Q: 3 clusters Score -2231218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 43814 members Entering Unmasked Estep Score: -2231221.000000 Penalty: 972.892517 Iteration 14Q: 3 clusters Score -2231221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 43815 members Entering Unmasked Estep Score: -2231219.000000 Penalty: 972.892517 Iteration 15Q: 3 clusters Score -2231219 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 43817 members Entering Unmasked Estep Score: -2231221.000000 Penalty: 972.892517 Iteration 16Q: 3 clusters Score -2231221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 43818 members Entering Unmasked Estep Score: -2231220.500000 Penalty: 972.892517 Iteration 17Q: 3 clusters Score -2231220 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 43818 members Entering Unmasked Estep Score: -2231220.500000 Penalty: 972.892517 Iteration 18F: 3 clusters Score -2231220 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Entering Unmasked Estep Score: -72307.976562 Penalty: 334.448486 Iteration 0F: 2 clusters Score -72307.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -71185.992188 Penalty: 668.896973 Iteration 0F: 3 clusters Score -71185.99 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -71564.031250 Penalty: 668.896973 Iteration 1F: 3 clusters Score -71564.03 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -71631.578125 Penalty: 668.896973 Iteration 2F: 3 clusters Score -71631.58 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -71676.195312 Penalty: 668.896973 Iteration 3F: 3 clusters Score -71676.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -71696.617188 Penalty: 668.896973 Iteration 4Q: 3 clusters Score -71696.62 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -71714.382812 Penalty: 668.896973 Iteration 5Q: 3 clusters Score -71714.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -71731.937500 Penalty: 668.896973 Iteration 6Q: 3 clusters Score -71731.94 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -71752.750000 Penalty: 668.896973 Iteration 7Q: 3 clusters Score -71752.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -71772.468750 Penalty: 668.896973 Iteration 8Q: 3 clusters Score -71772.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -71786.578125 Penalty: 668.896973 Iteration 9Q: 3 clusters Score -71786.58 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -71795.429688 Penalty: 668.896973 Iteration 10Q: 3 clusters Score -71795.43 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -71802.851562 Penalty: 668.896973 Iteration 11Q: 3 clusters Score -71802.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -71805.960938 Penalty: 668.896973 Iteration 12Q: 3 clusters Score -71805.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -71809.445312 Penalty: 668.896973 Iteration 13Q: 3 clusters Score -71809.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -71813.898438 Penalty: 668.896973 Iteration 14Q: 3 clusters Score -71813.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -71816.375000 Penalty: 668.896973 Iteration 15Q: 3 clusters Score -71816.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -71818.531250 Penalty: 668.896973 Iteration 16Q: 3 clusters Score -71818.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -71822.226562 Penalty: 668.896973 Iteration 17Q: 3 clusters Score -71822.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -71827.492188 Penalty: 668.896973 Iteration 18Q: 3 clusters Score -71827.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -71832.351562 Penalty: 668.896973 Iteration 19Q: 3 clusters Score -71832.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -71836.960938 Penalty: 668.896973 Iteration 20F: 3 clusters Score -71836.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -71839.632812 Penalty: 668.896973 Iteration 21Q: 3 clusters Score -71839.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -71841.617188 Penalty: 668.896973 Iteration 22Q: 3 clusters Score -71841.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -71842.960938 Penalty: 668.896973 Iteration 23Q: 3 clusters Score -71842.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -71843.796875 Penalty: 668.896973 Iteration 24Q: 3 clusters Score -71843.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -71844.351562 Penalty: 668.896973 Iteration 25Q: 3 clusters Score -71844.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -71844.734375 Penalty: 668.896973 Iteration 26Q: 3 clusters Score -71844.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -71844.734375 Penalty: 668.896973 Iteration 27F: 3 clusters Score -71844.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Entering Unmasked Estep Score: -7628.063477 Penalty: 232.868713 Iteration 0F: 2 clusters Score -7628.063 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7350.285156 Penalty: 465.737427 Iteration 0F: 3 clusters Score -7350.285 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7405.861816 Penalty: 465.737427 Iteration 1F: 3 clusters Score -7405.862 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7420.292969 Penalty: 465.737427 Iteration 2F: 3 clusters Score -7420.293 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7426.402832 Penalty: 465.737427 Iteration 3Q: 3 clusters Score -7426.403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7435.589355 Penalty: 465.737427 Iteration 4Q: 3 clusters Score -7435.589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7442.199219 Penalty: 465.737427 Iteration 5Q: 3 clusters Score -7442.199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7445.063477 Penalty: 465.737427 Iteration 6Q: 3 clusters Score -7445.063 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7445.429199 Penalty: 465.737427 Iteration 7Q: 3 clusters Score -7445.429 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7445.429199 Penalty: 465.737427 Iteration 8F: 3 clusters Score -7445.429 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Entering Unmasked Estep Score: -5134.250000 Penalty: 218.954391 Iteration 0F: 2 clusters Score -5134.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4899.057617 Penalty: 437.908783 Iteration 0F: 3 clusters Score -4899.058 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4937.436035 Penalty: 437.908783 Iteration 1F: 3 clusters Score -4937.436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4945.735840 Penalty: 437.908783 Iteration 2Q: 3 clusters Score -4945.736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4957.700195 Penalty: 437.908783 Iteration 3Q: 3 clusters Score -4957.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4964.050293 Penalty: 437.908783 Iteration 4Q: 3 clusters Score -4964.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4969.744629 Penalty: 437.908783 Iteration 5Q: 3 clusters Score -4969.745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4973.291016 Penalty: 437.908783 Iteration 6Q: 3 clusters Score -4973.291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4978.220703 Penalty: 437.908783 Iteration 7Q: 3 clusters Score -4978.221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4981.336426 Penalty: 437.908783 Iteration 8Q: 3 clusters Score -4981.336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4981.839844 Penalty: 437.908783 Iteration 9Q: 3 clusters Score -4981.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4981.839844 Penalty: 437.908783 Iteration 10F: 3 clusters Score -4981.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Entering Unmasked Estep Score: -168127.218750 Penalty: 371.277557 Iteration 0F: 2 clusters Score -168127.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -165733.656250 Penalty: 742.555115 Iteration 0F: 3 clusters Score -165733.7 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -166490.906250 Penalty: 742.555115 Iteration 1F: 3 clusters Score -166490.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -166577.890625 Penalty: 742.555115 Iteration 2F: 3 clusters Score -166577.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -166659.265625 Penalty: 742.555115 Iteration 3F: 3 clusters Score -166659.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -166742.031250 Penalty: 742.555115 Iteration 4F: 3 clusters Score -166742 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -166813.265625 Penalty: 742.555115 Iteration 5Q: 3 clusters Score -166813.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -166889.984375 Penalty: 742.555115 Iteration 6Q: 3 clusters Score -166890 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -166982.093750 Penalty: 742.555115 Iteration 7Q: 3 clusters Score -166982.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -167065.968750 Penalty: 742.555115 Iteration 8Q: 3 clusters Score -167066 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -167156.593750 Penalty: 742.555115 Iteration 9Q: 3 clusters Score -167156.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -167274.921875 Penalty: 742.555115 Iteration 10Q: 3 clusters Score -167274.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -167384.859375 Penalty: 742.555115 Iteration 11Q: 3 clusters Score -167384.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -167471.671875 Penalty: 742.555115 Iteration 12Q: 3 clusters Score -167471.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -167546.390625 Penalty: 742.555115 Iteration 13Q: 3 clusters Score -167546.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -167607.296875 Penalty: 742.555115 Iteration 14Q: 3 clusters Score -167607.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -167653.812500 Penalty: 742.555115 Iteration 15Q: 3 clusters Score -167653.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -167703.328125 Penalty: 742.555115 Iteration 16Q: 3 clusters Score -167703.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -167736.859375 Penalty: 742.555115 Iteration 17Q: 3 clusters Score -167736.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -167769.906250 Penalty: 742.555115 Iteration 18Q: 3 clusters Score -167769.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -167793.875000 Penalty: 742.555115 Iteration 19Q: 3 clusters Score -167793.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -167803.281250 Penalty: 742.555115 Iteration 20F: 3 clusters Score -167803.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -167815.234375 Penalty: 742.555115 Iteration 21Q: 3 clusters Score -167815.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -167820.906250 Penalty: 742.555115 Iteration 22Q: 3 clusters Score -167820.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -167825.406250 Penalty: 742.555115 Iteration 23Q: 3 clusters Score -167825.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -167829.593750 Penalty: 742.555115 Iteration 24Q: 3 clusters Score -167829.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -167830.203125 Penalty: 742.555115 Iteration 25Q: 3 clusters Score -167830.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -167830.734375 Penalty: 742.555115 Iteration 26Q: 3 clusters Score -167830.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -167831.312500 Penalty: 742.555115 Iteration 27Q: 3 clusters Score -167831.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -167831.312500 Penalty: 742.555115 Iteration 28F: 3 clusters Score -167831.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -4390.533691 Penalty: 213.036972 Iteration 0F: 2 clusters Score -4390.534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4170.194336 Penalty: 426.073944 Iteration 0F: 3 clusters Score -4170.194 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4208.885254 Penalty: 426.073944 Iteration 1F: 3 clusters Score -4208.885 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4216.566895 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -4216.567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4219.020996 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -4219.021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4219.020996 Penalty: 426.073944 Iteration 4F: 3 clusters Score -4219.021 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Entering Unmasked Estep Score: -117413.054688 Penalty: 362.400726 Iteration 0F: 2 clusters Score -117413.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -115402.312500 Penalty: 724.801453 Iteration 0F: 3 clusters Score -115402.3 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -116212.882812 Penalty: 724.801453 Iteration 1F: 3 clusters Score -116212.9 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -116412.070312 Penalty: 724.801453 Iteration 2F: 3 clusters Score -116412.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -116566.117188 Penalty: 724.801453 Iteration 3F: 3 clusters Score -116566.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -116670.343750 Penalty: 724.801453 Iteration 4F: 3 clusters Score -116670.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -116726.437500 Penalty: 724.801453 Iteration 5Q: 3 clusters Score -116726.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -116764.867188 Penalty: 724.801453 Iteration 6Q: 3 clusters Score -116764.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -116785.117188 Penalty: 724.801453 Iteration 7Q: 3 clusters Score -116785.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -116800.250000 Penalty: 724.801453 Iteration 8Q: 3 clusters Score -116800.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -116811.835938 Penalty: 724.801453 Iteration 9Q: 3 clusters Score -116811.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -116818.640625 Penalty: 724.801453 Iteration 10Q: 3 clusters Score -116818.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -116823.054688 Penalty: 724.801453 Iteration 11Q: 3 clusters Score -116823.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -116826.578125 Penalty: 724.801453 Iteration 12Q: 3 clusters Score -116826.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -116829.335938 Penalty: 724.801453 Iteration 13Q: 3 clusters Score -116829.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -116832.117188 Penalty: 724.801453 Iteration 14Q: 3 clusters Score -116832.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -116835.023438 Penalty: 724.801453 Iteration 15Q: 3 clusters Score -116835 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -116837.078125 Penalty: 724.801453 Iteration 16Q: 3 clusters Score -116837.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -116841.289062 Penalty: 724.801453 Iteration 17Q: 3 clusters Score -116841.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -116845.476562 Penalty: 724.801453 Iteration 18Q: 3 clusters Score -116845.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -116848.070312 Penalty: 724.801453 Iteration 19Q: 3 clusters Score -116848.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -116849.882812 Penalty: 724.801453 Iteration 20F: 3 clusters Score -116849.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -116851.398438 Penalty: 724.801453 Iteration 21Q: 3 clusters Score -116851.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -116852.328125 Penalty: 724.801453 Iteration 22Q: 3 clusters Score -116852.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -116852.945312 Penalty: 724.801453 Iteration 23Q: 3 clusters Score -116852.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -116853.664062 Penalty: 724.801453 Iteration 24Q: 3 clusters Score -116853.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -116854.515625 Penalty: 724.801453 Iteration 25Q: 3 clusters Score -116854.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -116854.617188 Penalty: 724.801453 Iteration 26Q: 3 clusters Score -116854.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -116855.101562 Penalty: 724.801453 Iteration 27Q: 3 clusters Score -116855.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -116855.062500 Penalty: 724.801453 Iteration 28Q: 3 clusters Score -116855.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -116855.062500 Penalty: 724.801453 Iteration 29F: 3 clusters Score -116855.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Entering Unmasked Estep Score: -298813.437500 Penalty: 391.860657 Iteration 0F: 2 clusters Score -298813.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -295015.562500 Penalty: 783.721313 Iteration 0F: 3 clusters Score -295015.6 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -296413.312500 Penalty: 783.721313 Iteration 1F: 3 clusters Score -296413.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -296566.843750 Penalty: 783.721313 Iteration 2F: 3 clusters Score -296566.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -296806.562500 Penalty: 783.721313 Iteration 3F: 3 clusters Score -296806.6 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -297076.437500 Penalty: 783.721313 Iteration 4F: 3 clusters Score -297076.4 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -297301.812500 Penalty: 783.721313 Iteration 5F: 3 clusters Score -297301.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -297492.343750 Penalty: 783.721313 Iteration 6F: 3 clusters Score -297492.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -297640.937500 Penalty: 783.721313 Iteration 7Q: 3 clusters Score -297640.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -297741.875000 Penalty: 783.721313 Iteration 8Q: 3 clusters Score -297741.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -297806.312500 Penalty: 783.721313 Iteration 9Q: 3 clusters Score -297806.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -297844.562500 Penalty: 783.721313 Iteration 10Q: 3 clusters Score -297844.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -297874.187500 Penalty: 783.721313 Iteration 11Q: 3 clusters Score -297874.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -297893.218750 Penalty: 783.721313 Iteration 12Q: 3 clusters Score -297893.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -297910.875000 Penalty: 783.721313 Iteration 13Q: 3 clusters Score -297910.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -297928.562500 Penalty: 783.721313 Iteration 14Q: 3 clusters Score -297928.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -297946.656250 Penalty: 783.721313 Iteration 15Q: 3 clusters Score -297946.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -297954.750000 Penalty: 783.721313 Iteration 16Q: 3 clusters Score -297954.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -297960.843750 Penalty: 783.721313 Iteration 17Q: 3 clusters Score -297960.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -297966.000000 Penalty: 783.721313 Iteration 18Q: 3 clusters Score -297966 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -297969.500000 Penalty: 783.721313 Iteration 19Q: 3 clusters Score -297969.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -297970.812500 Penalty: 783.721313 Iteration 20F: 3 clusters Score -297970.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -297974.625000 Penalty: 783.721313 Iteration 21Q: 3 clusters Score -297974.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -297978.031250 Penalty: 783.721313 Iteration 22Q: 3 clusters Score -297978 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -297981.656250 Penalty: 783.721313 Iteration 23Q: 3 clusters Score -297981.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -297985.218750 Penalty: 783.721313 Iteration 24Q: 3 clusters Score -297985.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -297989.000000 Penalty: 783.721313 Iteration 25Q: 3 clusters Score -297989 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -297995.593750 Penalty: 783.721313 Iteration 26Q: 3 clusters Score -297995.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -298002.468750 Penalty: 783.721313 Iteration 27Q: 3 clusters Score -298002.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -298007.500000 Penalty: 783.721313 Iteration 28Q: 3 clusters Score -298007.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -298011.531250 Penalty: 783.721313 Iteration 29Q: 3 clusters Score -298011.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -298014.750000 Penalty: 783.721313 Iteration 30Q: 3 clusters Score -298014.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -298017.156250 Penalty: 783.721313 Iteration 31Q: 3 clusters Score -298017.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -298018.750000 Penalty: 783.721313 Iteration 32Q: 3 clusters Score -298018.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -298022.218750 Penalty: 783.721313 Iteration 33Q: 3 clusters Score -298022.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -298026.437500 Penalty: 783.721313 Iteration 34Q: 3 clusters Score -298026.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -298031.437500 Penalty: 783.721313 Iteration 35Q: 3 clusters Score -298031.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -298038.250000 Penalty: 783.721313 Iteration 36Q: 3 clusters Score -298038.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -298049.843750 Penalty: 783.721313 Iteration 37Q: 3 clusters Score -298049.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -298064.625000 Penalty: 783.721313 Iteration 38Q: 3 clusters Score -298064.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -298076.156250 Penalty: 783.721313 Iteration 39Q: 3 clusters Score -298076.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -298085.625000 Penalty: 783.721313 Iteration 40F: 3 clusters Score -298085.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -298095.656250 Penalty: 783.721313 Iteration 41Q: 3 clusters Score -298095.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -298105.281250 Penalty: 783.721313 Iteration 42Q: 3 clusters Score -298105.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -298114.718750 Penalty: 783.721313 Iteration 43Q: 3 clusters Score -298114.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -298122.250000 Penalty: 783.721313 Iteration 44Q: 3 clusters Score -298122.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -298128.312500 Penalty: 783.721313 Iteration 45Q: 3 clusters Score -298128.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -298132.562500 Penalty: 783.721313 Iteration 46Q: 3 clusters Score -298132.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -298135.906250 Penalty: 783.721313 Iteration 47Q: 3 clusters Score -298135.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -298143.187500 Penalty: 783.721313 Iteration 48Q: 3 clusters Score -298143.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -298150.406250 Penalty: 783.721313 Iteration 49Q: 3 clusters Score -298150.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -298157.937500 Penalty: 783.721313 Iteration 50Q: 3 clusters Score -298157.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -298162.937500 Penalty: 783.721313 Iteration 51Q: 3 clusters Score -298162.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -298166.593750 Penalty: 783.721313 Iteration 52Q: 3 clusters Score -298166.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -298170.718750 Penalty: 783.721313 Iteration 53Q: 3 clusters Score -298170.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -298174.281250 Penalty: 783.721313 Iteration 54Q: 3 clusters Score -298174.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -298180.062500 Penalty: 783.721313 Iteration 55Q: 3 clusters Score -298180.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -298186.375000 Penalty: 783.721313 Iteration 56Q: 3 clusters Score -298186.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -298192.687500 Penalty: 783.721313 Iteration 57Q: 3 clusters Score -298192.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -298195.843750 Penalty: 783.721313 Iteration 58Q: 3 clusters Score -298195.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -298199.093750 Penalty: 783.721313 Iteration 59Q: 3 clusters Score -298199.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -298201.000000 Penalty: 783.721313 Iteration 60F: 3 clusters Score -298201 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -298204.437500 Penalty: 783.721313 Iteration 61Q: 3 clusters Score -298204.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -298208.343750 Penalty: 783.721313 Iteration 62Q: 3 clusters Score -298208.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -298213.687500 Penalty: 783.721313 Iteration 63Q: 3 clusters Score -298213.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -298216.218750 Penalty: 783.721313 Iteration 64Q: 3 clusters Score -298216.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -298217.687500 Penalty: 783.721313 Iteration 65Q: 3 clusters Score -298217.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -298219.687500 Penalty: 783.721313 Iteration 66Q: 3 clusters Score -298219.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -298221.687500 Penalty: 783.721313 Iteration 67Q: 3 clusters Score -298221.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -298223.312500 Penalty: 783.721313 Iteration 68Q: 3 clusters Score -298223.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -298225.343750 Penalty: 783.721313 Iteration 69Q: 3 clusters Score -298225.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -298227.375000 Penalty: 783.721313 Iteration 70Q: 3 clusters Score -298227.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -298231.656250 Penalty: 783.721313 Iteration 71Q: 3 clusters Score -298231.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -298238.031250 Penalty: 783.721313 Iteration 72Q: 3 clusters Score -298238 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -298244.531250 Penalty: 783.721313 Iteration 73Q: 3 clusters Score -298244.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -298253.562500 Penalty: 783.721313 Iteration 74Q: 3 clusters Score -298253.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -298261.656250 Penalty: 783.721313 Iteration 75Q: 3 clusters Score -298261.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -298268.218750 Penalty: 783.721313 Iteration 76Q: 3 clusters Score -298268.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -298275.500000 Penalty: 783.721313 Iteration 77Q: 3 clusters Score -298275.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -298280.312500 Penalty: 783.721313 Iteration 78Q: 3 clusters Score -298280.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -298292.187500 Penalty: 783.721313 Iteration 79Q: 3 clusters Score -298292.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -298298.593750 Penalty: 783.721313 Iteration 80F: 3 clusters Score -298298.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -298305.250000 Penalty: 783.721313 Iteration 81Q: 3 clusters Score -298305.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -298310.500000 Penalty: 783.721313 Iteration 82Q: 3 clusters Score -298310.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -298315.312500 Penalty: 783.721313 Iteration 83Q: 3 clusters Score -298315.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -298324.906250 Penalty: 783.721313 Iteration 84Q: 3 clusters Score -298324.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -298336.031250 Penalty: 783.721313 Iteration 85Q: 3 clusters Score -298336 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -298348.218750 Penalty: 783.721313 Iteration 86Q: 3 clusters Score -298348.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -298358.375000 Penalty: 783.721313 Iteration 87Q: 3 clusters Score -298358.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -298366.125000 Penalty: 783.721313 Iteration 88Q: 3 clusters Score -298366.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -298371.250000 Penalty: 783.721313 Iteration 89Q: 3 clusters Score -298371.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -298377.500000 Penalty: 783.721313 Iteration 90Q: 3 clusters Score -298377.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -298380.625000 Penalty: 783.721313 Iteration 91Q: 3 clusters Score -298380.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -298383.468750 Penalty: 783.721313 Iteration 92Q: 3 clusters Score -298383.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -298385.000000 Penalty: 783.721313 Iteration 93Q: 3 clusters Score -298385 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -298387.375000 Penalty: 783.721313 Iteration 94Q: 3 clusters Score -298387.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -298389.937500 Penalty: 783.721313 Iteration 95Q: 3 clusters Score -298389.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -298394.218750 Penalty: 783.721313 Iteration 96Q: 3 clusters Score -298394.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -298396.281250 Penalty: 783.721313 Iteration 97Q: 3 clusters Score -298396.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -298403.250000 Penalty: 783.721313 Iteration 98Q: 3 clusters Score -298403.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -298413.500000 Penalty: 783.721313 Iteration 99Q: 3 clusters Score -298413.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -298423.843750 Penalty: 783.721313 Iteration 100F: 3 clusters Score -298423.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -298432.343750 Penalty: 783.721313 Iteration 101Q: 3 clusters Score -298432.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -298441.625000 Penalty: 783.721313 Iteration 102Q: 3 clusters Score -298441.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -298451.562500 Penalty: 783.721313 Iteration 103Q: 3 clusters Score -298451.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -298458.625000 Penalty: 783.721313 Iteration 104Q: 3 clusters Score -298458.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -298468.250000 Penalty: 783.721313 Iteration 105Q: 3 clusters Score -298468.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -298479.656250 Penalty: 783.721313 Iteration 106Q: 3 clusters Score -298479.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -298492.468750 Penalty: 783.721313 Iteration 107Q: 3 clusters Score -298492.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -298502.687500 Penalty: 783.721313 Iteration 108Q: 3 clusters Score -298502.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -298513.500000 Penalty: 783.721313 Iteration 109Q: 3 clusters Score -298513.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -298529.250000 Penalty: 783.721313 Iteration 110Q: 3 clusters Score -298529.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -298541.531250 Penalty: 783.721313 Iteration 111Q: 3 clusters Score -298541.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -298549.093750 Penalty: 783.721313 Iteration 112Q: 3 clusters Score -298549.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -298555.375000 Penalty: 783.721313 Iteration 113Q: 3 clusters Score -298555.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -298560.812500 Penalty: 783.721313 Iteration 114Q: 3 clusters Score -298560.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -298564.343750 Penalty: 783.721313 Iteration 115Q: 3 clusters Score -298564.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -298565.281250 Penalty: 783.721313 Iteration 116Q: 3 clusters Score -298565.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -298565.375000 Penalty: 783.721313 Iteration 117Q: 3 clusters Score -298565.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -298565.406250 Penalty: 783.721313 Iteration 118Q: 3 clusters Score -298565.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -298565.593750 Penalty: 783.721313 Iteration 119Q: 3 clusters Score -298565.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -298566.187500 Penalty: 783.721313 Iteration 120F: 3 clusters Score -298566.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -298567.187500 Penalty: 783.721313 Iteration 121Q: 3 clusters Score -298567.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -298567.218750 Penalty: 783.721313 Iteration 122Q: 3 clusters Score -298567.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -298567.218750 Penalty: 783.721313 Iteration 123F: 3 clusters Score -298567.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43964 members Mstep: Class 4 contains 1557 members Mstep: Class 6 contains 167 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3498 members Mstep: Class 17 contains 108 members Mstep: Class 19 contains 2878 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852112.250000 Penalty: 3991.525635 Iteration 39Q: 9 clusters Score -2852112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43964 members Mstep: Class 4 contains 1558 members Mstep: Class 6 contains 167 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3498 members Mstep: Class 17 contains 108 members Mstep: Class 19 contains 2877 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852119.250000 Penalty: 3991.525635 Iteration 40F: 9 clusters Score -2852119 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43964 members Mstep: Class 4 contains 1560 members Mstep: Class 6 contains 168 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3498 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2875 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852125.000000 Penalty: 3991.525635 Iteration 41Q: 9 clusters Score -2852125 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43962 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 168 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3500 members Mstep: Class 17 contains 106 members Mstep: Class 19 contains 2873 members Mstep: Class 20 contains 5500 members Entering Unmasked Estep ConsiderDeletion Score: -2852127.000000 Penalty: 3991.525635 Iteration 42Q: 9 clusters Score -2852127 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43964 members Mstep: Class 4 contains 1561 members Mstep: Class 6 contains 170 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3497 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2872 members Mstep: Class 20 contains 5500 members Entering Unmasked Estep ConsiderDeletion Score: -2852124.500000 Penalty: 3991.525635 Iteration 43Q: 9 clusters Score -2852124 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43968 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852127.250000 Penalty: 3991.525635 Iteration 44Q: 9 clusters Score -2852127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43968 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 173 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3493 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852128.750000 Penalty: 3991.525635 Iteration 45Q: 9 clusters Score -2852129 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43970 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 172 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3492 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852130.500000 Penalty: 3991.525635 Iteration 46Q: 9 clusters Score -2852130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43969 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3494 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852131.500000 Penalty: 3991.525635 Iteration 47Q: 9 clusters Score -2852132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43969 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 172 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3493 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852133.500000 Penalty: 3991.525635 Iteration 48Q: 9 clusters Score -2852134 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43969 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3494 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852130.250000 Penalty: 3991.525635 Iteration 49Q: 9 clusters Score -2852130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43969 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5496 members Entering Unmasked Estep ConsiderDeletion Score: -2852129.000000 Penalty: 3991.525635 Iteration 50Q: 9 clusters Score -2852129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43971 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5494 members Entering Unmasked Estep ConsiderDeletion Score: -2852130.750000 Penalty: 3991.525635 Iteration 51Q: 9 clusters Score -2852131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43970 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5495 members Entering Unmasked Estep ConsiderDeletion Score: -2852127.250000 Penalty: 3991.525635 Iteration 52Q: 9 clusters Score -2852127 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43968 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5497 members Entering Unmasked Estep ConsiderDeletion Score: -2852130.750000 Penalty: 3991.525635 Iteration 53Q: 9 clusters Score -2852131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43966 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852130.750000 Penalty: 3991.525635 Iteration 54Q: 9 clusters Score -2852131 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 43966 members Mstep: Class 4 contains 1562 members Mstep: Class 6 contains 171 members Mstep: Class 9 contains 123 members Mstep: Class 16 contains 3495 members Mstep: Class 17 contains 107 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -2852130.750000 Penalty: 3991.525635 Iteration 55F: 9 clusters Score -2852131 nChanged 0 Entering ConstructFrom: Score: -2852130.750000 Penalty: 3991.525635 Entering ConstructFrom: Trying to split cluster 2 (43966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43966 members Entering Unmasked Estep Score: -2231703.250000 Penalty: 486.448303 Iteration 0F: 2 clusters Score -2231703 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22033 members Mstep: Class 2 contains 21933 members Entering Unmasked Estep Score: -2202266.750000 Penalty: 972.896606 Iteration 0F: 3 clusters Score -2202267 nChanged 21257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23114 members Mstep: Class 2 contains 20852 members Entering Unmasked Estep Score: -2214810.250000 Penalty: 972.896606 Iteration 1F: 3 clusters Score -2214810 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 19803 members Entering Unmasked Estep Score: -2215516.250000 Penalty: 972.896606 Iteration 2Q: 3 clusters Score -2215516 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25682 members Mstep: Class 2 contains 18284 members Entering Unmasked Estep Score: -2216452.500000 Penalty: 972.896606 Iteration 3F: 3 clusters Score -2216452 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27733 members Mstep: Class 2 contains 16233 members Entering Unmasked Estep Score: -2217767.750000 Penalty: 972.896606 Iteration 4F: 3 clusters Score -2217768 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30310 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -2219551.250000 Penalty: 972.896606 Iteration 5F: 3 clusters Score -2219551 nChanged 3119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33287 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -2221839.000000 Penalty: 972.896606 Iteration 6F: 3 clusters Score -2221839 nChanged 3132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36359 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -2224415.250000 Penalty: 972.896606 Iteration 7F: 3 clusters Score -2224415 nChanged 2759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39106 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -2226815.500000 Penalty: 972.896606 Iteration 8F: 3 clusters Score -2226816 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41234 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -2228797.250000 Penalty: 972.896606 Iteration 9Q: 3 clusters Score -2228797 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42671 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -2230167.000000 Penalty: 972.896606 Iteration 10Q: 3 clusters Score -2230167 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43428 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -2230891.500000 Penalty: 972.896606 Iteration 11Q: 3 clusters Score -2230892 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43701 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -2231139.000000 Penalty: 972.896606 Iteration 12Q: 3 clusters Score -2231139 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43782 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -2231220.500000 Penalty: 972.896606 Iteration 13Q: 3 clusters Score -2231220 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43814 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -2231252.000000 Penalty: 972.896606 Iteration 14Q: 3 clusters Score -2231252 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43831 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -2231276.000000 Penalty: 972.896606 Iteration 15Q: 3 clusters Score -2231276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43837 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -2231284.750000 Penalty: 972.896606 Iteration 16Q: 3 clusters Score -2231285 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43843 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -2231291.500000 Penalty: 972.896606 Iteration 17Q: 3 clusters Score -2231292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43844 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -2231290.750000 Penalty: 972.896606 Iteration 18Q: 3 clusters Score -2231291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43844 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -2231290.750000 Penalty: 972.896606 Iteration 19F: 3 clusters Score -2231291 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Entering Unmasked Estep Score: -72526.078125 Penalty: 334.594391 Iteration 0F: 2 clusters Score -72526.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -71359.570312 Penalty: 669.188782 Iteration 0F: 3 clusters Score -71359.57 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -71735.320312 Penalty: 669.188782 Iteration 1F: 3 clusters Score -71735.32 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -71795.351562 Penalty: 669.188782 Iteration 2F: 3 clusters Score -71795.35 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -71839.406250 Penalty: 669.188782 Iteration 3F: 3 clusters Score -71839.41 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -71878.242188 Penalty: 669.188782 Iteration 4Q: 3 clusters Score -71878.24 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -71912.718750 Penalty: 669.188782 Iteration 5Q: 3 clusters Score -71912.72 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -71950.789062 Penalty: 669.188782 Iteration 6Q: 3 clusters Score -71950.79 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -71984.210938 Penalty: 669.188782 Iteration 7Q: 3 clusters Score -71984.21 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -72015.335938 Penalty: 669.188782 Iteration 8Q: 3 clusters Score -72015.34 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -72050.820312 Penalty: 669.188782 Iteration 9Q: 3 clusters Score -72050.82 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -72080.750000 Penalty: 669.188782 Iteration 10Q: 3 clusters Score -72080.75 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -72102.359375 Penalty: 669.188782 Iteration 11Q: 3 clusters Score -72102.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -72123.492188 Penalty: 669.188782 Iteration 12Q: 3 clusters Score -72123.49 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -72153.796875 Penalty: 669.188782 Iteration 13Q: 3 clusters Score -72153.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -72173.875000 Penalty: 669.188782 Iteration 14Q: 3 clusters Score -72173.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -72181.921875 Penalty: 669.188782 Iteration 15Q: 3 clusters Score -72181.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -72191.375000 Penalty: 669.188782 Iteration 16Q: 3 clusters Score -72191.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -72198.273438 Penalty: 669.188782 Iteration 17Q: 3 clusters Score -72198.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -72203.773438 Penalty: 669.188782 Iteration 18Q: 3 clusters Score -72203.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -72207.007812 Penalty: 669.188782 Iteration 19Q: 3 clusters Score -72207.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -72207.984375 Penalty: 669.188782 Iteration 20F: 3 clusters Score -72207.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -72208.398438 Penalty: 669.188782 Iteration 21Q: 3 clusters Score -72208.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -72209.101562 Penalty: 669.188782 Iteration 22Q: 3 clusters Score -72209.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -72211.304688 Penalty: 669.188782 Iteration 23Q: 3 clusters Score -72211.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -72212.320312 Penalty: 669.188782 Iteration 24Q: 3 clusters Score -72212.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -72213.851562 Penalty: 669.188782 Iteration 25Q: 3 clusters Score -72213.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -72214.226562 Penalty: 669.188782 Iteration 26Q: 3 clusters Score -72214.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -72214.914062 Penalty: 669.188782 Iteration 27Q: 3 clusters Score -72214.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -72216.890625 Penalty: 669.188782 Iteration 28Q: 3 clusters Score -72216.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -72217.414062 Penalty: 669.188782 Iteration 29Q: 3 clusters Score -72217.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -72217.812500 Penalty: 669.188782 Iteration 30Q: 3 clusters Score -72217.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -72217.812500 Penalty: 669.188782 Iteration 31F: 3 clusters Score -72217.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -7774.836426 Penalty: 233.945694 Iteration 0F: 2 clusters Score -7774.836 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 79 members Entering Unmasked Estep Score: -7509.635254 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7509.635 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7550.399902 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7550.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7571.023926 Penalty: 467.891388 Iteration 2Q: 3 clusters Score -7571.024 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7582.204102 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7582.204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7589.125000 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7589.125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7592.474609 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7592.475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7592.474609 Penalty: 467.891388 Iteration 6F: 3 clusters Score -7592.475 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Entering Unmasked Estep Score: -5134.250000 Penalty: 218.954391 Iteration 0F: 2 clusters Score -5134.25 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 61 members Entering Unmasked Estep Score: -4938.378906 Penalty: 437.908783 Iteration 0F: 3 clusters Score -4938.379 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4979.278809 Penalty: 437.908783 Iteration 1F: 3 clusters Score -4979.279 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4988.000977 Penalty: 437.908783 Iteration 2Q: 3 clusters Score -4988.001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4988.592773 Penalty: 437.908783 Iteration 3Q: 3 clusters Score -4988.593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4988.592773 Penalty: 437.908783 Iteration 4F: 3 clusters Score -4988.593 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Entering Unmasked Estep Score: -168020.328125 Penalty: 371.238556 Iteration 0F: 2 clusters Score -168020.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -165641.984375 Penalty: 742.477112 Iteration 0F: 3 clusters Score -165642 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -166446.750000 Penalty: 742.477112 Iteration 1F: 3 clusters Score -166446.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -166533.921875 Penalty: 742.477112 Iteration 2F: 3 clusters Score -166533.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -166626.281250 Penalty: 742.477112 Iteration 3F: 3 clusters Score -166626.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -166746.890625 Penalty: 742.477112 Iteration 4F: 3 clusters Score -166746.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -166851.375000 Penalty: 742.477112 Iteration 5F: 3 clusters Score -166851.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -166936.812500 Penalty: 742.477112 Iteration 6Q: 3 clusters Score -166936.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -167035.812500 Penalty: 742.477112 Iteration 7Q: 3 clusters Score -167035.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -167112.015625 Penalty: 742.477112 Iteration 8Q: 3 clusters Score -167112 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -167156.578125 Penalty: 742.477112 Iteration 9Q: 3 clusters Score -167156.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -167185.828125 Penalty: 742.477112 Iteration 10Q: 3 clusters Score -167185.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -167207.750000 Penalty: 742.477112 Iteration 11Q: 3 clusters Score -167207.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -167221.093750 Penalty: 742.477112 Iteration 12Q: 3 clusters Score -167221.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -167229.546875 Penalty: 742.477112 Iteration 13Q: 3 clusters Score -167229.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -167235.890625 Penalty: 742.477112 Iteration 14Q: 3 clusters Score -167235.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -167239.328125 Penalty: 742.477112 Iteration 15Q: 3 clusters Score -167239.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -167241.578125 Penalty: 742.477112 Iteration 16Q: 3 clusters Score -167241.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -167242.781250 Penalty: 742.477112 Iteration 17Q: 3 clusters Score -167242.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -167245.156250 Penalty: 742.477112 Iteration 18Q: 3 clusters Score -167245.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -167249.406250 Penalty: 742.477112 Iteration 19Q: 3 clusters Score -167249.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -167254.953125 Penalty: 742.477112 Iteration 20F: 3 clusters Score -167255 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -167262.031250 Penalty: 742.477112 Iteration 21Q: 3 clusters Score -167262 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -167268.781250 Penalty: 742.477112 Iteration 22Q: 3 clusters Score -167268.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -167275.531250 Penalty: 742.477112 Iteration 23Q: 3 clusters Score -167275.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -167280.953125 Penalty: 742.477112 Iteration 24Q: 3 clusters Score -167281 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -167287.500000 Penalty: 742.477112 Iteration 25Q: 3 clusters Score -167287.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -167297.187500 Penalty: 742.477112 Iteration 26Q: 3 clusters Score -167297.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -167307.734375 Penalty: 742.477112 Iteration 27Q: 3 clusters Score -167307.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -167316.765625 Penalty: 742.477112 Iteration 28Q: 3 clusters Score -167316.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -167328.468750 Penalty: 742.477112 Iteration 29Q: 3 clusters Score -167328.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -167342.328125 Penalty: 742.477112 Iteration 30Q: 3 clusters Score -167342.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -167364.875000 Penalty: 742.477112 Iteration 31Q: 3 clusters Score -167364.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -167391.718750 Penalty: 742.477112 Iteration 32Q: 3 clusters Score -167391.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -167412.218750 Penalty: 742.477112 Iteration 33Q: 3 clusters Score -167412.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -167443.125000 Penalty: 742.477112 Iteration 34Q: 3 clusters Score -167443.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -167467.796875 Penalty: 742.477112 Iteration 35Q: 3 clusters Score -167467.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -167490.140625 Penalty: 742.477112 Iteration 36Q: 3 clusters Score -167490.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -167507.687500 Penalty: 742.477112 Iteration 37Q: 3 clusters Score -167507.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -167522.359375 Penalty: 742.477112 Iteration 38Q: 3 clusters Score -167522.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -167536.625000 Penalty: 742.477112 Iteration 39Q: 3 clusters Score -167536.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -167557.562500 Penalty: 742.477112 Iteration 40F: 3 clusters Score -167557.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -167580.312500 Penalty: 742.477112 Iteration 41Q: 3 clusters Score -167580.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -167610.953125 Penalty: 742.477112 Iteration 42Q: 3 clusters Score -167611 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -167627.343750 Penalty: 742.477112 Iteration 43Q: 3 clusters Score -167627.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -167644.500000 Penalty: 742.477112 Iteration 44Q: 3 clusters Score -167644.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -167661.296875 Penalty: 742.477112 Iteration 45Q: 3 clusters Score -167661.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -167674.453125 Penalty: 742.477112 Iteration 46Q: 3 clusters Score -167674.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -167693.546875 Penalty: 742.477112 Iteration 47Q: 3 clusters Score -167693.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -167708.281250 Penalty: 742.477112 Iteration 48Q: 3 clusters Score -167708.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -167718.453125 Penalty: 742.477112 Iteration 49Q: 3 clusters Score -167718.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -167723.859375 Penalty: 742.477112 Iteration 50Q: 3 clusters Score -167723.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -167726.937500 Penalty: 742.477112 Iteration 51Q: 3 clusters Score -167726.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -167732.156250 Penalty: 742.477112 Iteration 52Q: 3 clusters Score -167732.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -167735.453125 Penalty: 742.477112 Iteration 53Q: 3 clusters Score -167735.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -167736.937500 Penalty: 742.477112 Iteration 54Q: 3 clusters Score -167736.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -167738.421875 Penalty: 742.477112 Iteration 55Q: 3 clusters Score -167738.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -167738.437500 Penalty: 742.477112 Iteration 56Q: 3 clusters Score -167738.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -167738.671875 Penalty: 742.477112 Iteration 57Q: 3 clusters Score -167738.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -167738.812500 Penalty: 742.477112 Iteration 58Q: 3 clusters Score -167738.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -167738.843750 Penalty: 742.477112 Iteration 59Q: 3 clusters Score -167738.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -167738.843750 Penalty: 742.477112 Iteration 60F: 3 clusters Score -167738.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Entering Unmasked Estep Score: -4361.155762 Penalty: 212.613708 Iteration 0F: 2 clusters Score -4361.156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4137.447754 Penalty: 425.227417 Iteration 0F: 3 clusters Score -4137.448 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4170.057617 Penalty: 425.227417 Iteration 1F: 3 clusters Score -4170.058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4188.687988 Penalty: 425.227417 Iteration 2F: 3 clusters Score -4188.688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4192.975586 Penalty: 425.227417 Iteration 3Q: 3 clusters Score -4192.976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4192.975586 Penalty: 425.227417 Iteration 4F: 3 clusters Score -4192.976 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Entering Unmasked Estep Score: -117109.187500 Penalty: 362.289917 Iteration 0F: 2 clusters Score -117109.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -115133.703125 Penalty: 724.579834 Iteration 0F: 3 clusters Score -115133.7 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -115874.093750 Penalty: 724.579834 Iteration 1F: 3 clusters Score -115874.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -115986.218750 Penalty: 724.579834 Iteration 2F: 3 clusters Score -115986.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -116093.117188 Penalty: 724.579834 Iteration 3F: 3 clusters Score -116093.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -116197.804688 Penalty: 724.579834 Iteration 4F: 3 clusters Score -116197.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -116299.015625 Penalty: 724.579834 Iteration 5F: 3 clusters Score -116299 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -116382.671875 Penalty: 724.579834 Iteration 6F: 3 clusters Score -116382.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -116440.539062 Penalty: 724.579834 Iteration 7Q: 3 clusters Score -116440.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -116471.968750 Penalty: 724.579834 Iteration 8Q: 3 clusters Score -116472 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -116497.304688 Penalty: 724.579834 Iteration 9Q: 3 clusters Score -116497.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -116513.765625 Penalty: 724.579834 Iteration 10Q: 3 clusters Score -116513.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -116528.468750 Penalty: 724.579834 Iteration 11Q: 3 clusters Score -116528.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -116543.539062 Penalty: 724.579834 Iteration 12Q: 3 clusters Score -116543.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -116555.929688 Penalty: 724.579834 Iteration 13Q: 3 clusters Score -116555.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -116571.304688 Penalty: 724.579834 Iteration 14Q: 3 clusters Score -116571.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -116586.976562 Penalty: 724.579834 Iteration 15Q: 3 clusters Score -116587 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -116595.390625 Penalty: 724.579834 Iteration 16Q: 3 clusters Score -116595.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -116599.898438 Penalty: 724.579834 Iteration 17Q: 3 clusters Score -116599.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -116604.492188 Penalty: 724.579834 Iteration 18Q: 3 clusters Score -116604.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -116611.187500 Penalty: 724.579834 Iteration 19Q: 3 clusters Score -116611.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -116621.859375 Penalty: 724.579834 Iteration 20F: 3 clusters Score -116621.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -116637.687500 Penalty: 724.579834 Iteration 21Q: 3 clusters Score -116637.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -116655.328125 Penalty: 724.579834 Iteration 22Q: 3 clusters Score -116655.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -116683.421875 Penalty: 724.579834 Iteration 23Q: 3 clusters Score -116683.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -116705.648438 Penalty: 724.579834 Iteration 24Q: 3 clusters Score -116705.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -116719.343750 Penalty: 724.579834 Iteration 25Q: 3 clusters Score -116719.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -116736.367188 Penalty: 724.579834 Iteration 26Q: 3 clusters Score -116736.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -116751.914062 Penalty: 724.579834 Iteration 27Q: 3 clusters Score -116751.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -116768.523438 Penalty: 724.579834 Iteration 28Q: 3 clusters Score -116768.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -116784.085938 Penalty: 724.579834 Iteration 29Q: 3 clusters Score -116784.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -116797.125000 Penalty: 724.579834 Iteration 30Q: 3 clusters Score -116797.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -116809.648438 Penalty: 724.579834 Iteration 31Q: 3 clusters Score -116809.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -116823.476562 Penalty: 724.579834 Iteration 32Q: 3 clusters Score -116823.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -116829.054688 Penalty: 724.579834 Iteration 33Q: 3 clusters Score -116829.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -116833.312500 Penalty: 724.579834 Iteration 34Q: 3 clusters Score -116833.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -116835.234375 Penalty: 724.579834 Iteration 35Q: 3 clusters Score -116835.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -116836.765625 Penalty: 724.579834 Iteration 36Q: 3 clusters Score -116836.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -116837.023438 Penalty: 724.579834 Iteration 37Q: 3 clusters Score -116837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -116837.023438 Penalty: 724.579834 Iteration 38F: 3 clusters Score -116837 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Entering Unmasked Estep Score: -298799.843750 Penalty: 391.860657 Iteration 0F: 2 clusters Score -298799.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -295069.531250 Penalty: 783.721313 Iteration 0F: 3 clusters Score -295069.5 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -296489.843750 Penalty: 783.721313 Iteration 1F: 3 clusters Score -296489.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -296757.406250 Penalty: 783.721313 Iteration 2F: 3 clusters Score -296757.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -297033.937500 Penalty: 783.721313 Iteration 3F: 3 clusters Score -297033.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -297303.343750 Penalty: 783.721313 Iteration 4F: 3 clusters Score -297303.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -297539.531250 Penalty: 783.721313 Iteration 5F: 3 clusters Score -297539.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -297728.156250 Penalty: 783.721313 Iteration 6F: 3 clusters Score -297728.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -297899.468750 Penalty: 783.721313 Iteration 7Q: 3 clusters Score -297899.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -298026.875000 Penalty: 783.721313 Iteration 8Q: 3 clusters Score -298026.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -298096.437500 Penalty: 783.721313 Iteration 9Q: 3 clusters Score -298096.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -298155.468750 Penalty: 783.721313 Iteration 10Q: 3 clusters Score -298155.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -298204.500000 Penalty: 783.721313 Iteration 11Q: 3 clusters Score -298204.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -298252.062500 Penalty: 783.721313 Iteration 12Q: 3 clusters Score -298252.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -298300.156250 Penalty: 783.721313 Iteration 13Q: 3 clusters Score -298300.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -298346.687500 Penalty: 783.721313 Iteration 14Q: 3 clusters Score -298346.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -298381.218750 Penalty: 783.721313 Iteration 15Q: 3 clusters Score -298381.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -298414.687500 Penalty: 783.721313 Iteration 16Q: 3 clusters Score -298414.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -298451.750000 Penalty: 783.721313 Iteration 17Q: 3 clusters Score -298451.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -298477.781250 Penalty: 783.721313 Iteration 18Q: 3 clusters Score -298477.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -298492.781250 Penalty: 783.721313 Iteration 19Q: 3 clusters Score -298492.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -298505.625000 Penalty: 783.721313 Iteration 20F: 3 clusters Score -298505.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -298522.812500 Penalty: 783.721313 Iteration 21Q: 3 clusters Score -298522.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -298531.687500 Penalty: 783.721313 Iteration 22Q: 3 clusters Score -298531.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -298540.281250 Penalty: 783.721313 Iteration 23Q: 3 clusters Score -298540.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -298544.875000 Penalty: 783.721313 Iteration 24Q: 3 clusters Score -298544.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -298546.750000 Penalty: 783.721313 Iteration 25Q: 3 clusters Score -298546.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -298549.656250 Penalty: 783.721313 Iteration 26Q: 3 clusters Score -298549.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -298552.031250 Penalty: 783.721313 Iteration 27Q: 3 clusters Score -298552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -298553.406250 Penalty: 783.721313 Iteration 28Q: 3 clusters Score -298553.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -298553.937500 Penalty: 783.721313 Iteration 29Q: 3 clusters Score -298553.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -298555.531250 Penalty: 783.721313 Iteration 30Q: 3 clusters Score -298555.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -298555.906250 Penalty: 783.721313 Iteration 31Q: 3 clusters Score -298555.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -298556.375000 Penalty: 783.721313 Iteration 32Q: 3 clusters Score -298556.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -298556.437500 Penalty: 783.721313 Iteration 33Q: 3 clusters Score -298556.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -298556.468750 Penalty: 783.721313 Iteration 34Q: 3 clusters Score -298556.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -298556.500000 Penalty: 783.721313 Iteration 35Q: 3 clusters Score -298556.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -298556.437500 Penalty: 783.721313 Iteration 36Q: 3 clusters Score -298556.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -298556.437500 Penalty: 783.721313 Iteration 37F: 3 clusters Score -298556.4 nChanged 0 --- Evaluating fit on full set of 173571 points --- Entering Unmasked Estep Score: -8562849.000000 Penalty: 4391.420898 22->9 Clusters: Score -8562849.000000, best is -8563044.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 57857 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2573 members Mstep: Class 3 contains 2677 members Mstep: Class 4 contains 2599 members Mstep: Class 5 contains 2678 members Mstep: Class 6 contains 2589 members Mstep: Class 7 contains 2704 members Mstep: Class 8 contains 2666 members Mstep: Class 9 contains 2648 members Mstep: Class 10 contains 2677 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 2452 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 2632 members Mstep: Class 15 contains 2691 members Mstep: Class 16 contains 2752 members Mstep: Class 17 contains 2627 members Mstep: Class 18 contains 2629 members Mstep: Class 19 contains 2629 members Mstep: Class 20 contains 2570 members Mstep: Class 21 contains 2606 members Mstep: Class 22 contains 2554 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 11.524544 but Gain 498.940430 Score: -2462298.750000 Penalty: 10477.754883 Iteration 0F: 22 clusters Score -2462299 nChanged 55046 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 22668 members Mstep: Class 3 contains 4494 members Mstep: Class 4 contains 7945 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 993 members Mstep: Class 7 contains 838 members Mstep: Class 8 contains 2429 members Mstep: Class 9 contains 122 members Mstep: Class 10 contains 836 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 4614 members Mstep: Class 13 contains 766 members Mstep: Class 14 contains 1149 members Mstep: Class 15 contains 1698 members Mstep: Class 16 contains 316 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 346 members Mstep: Class 19 contains 394 members Mstep: Class 20 contains 57 members Mstep: Class 22 contains 168 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 148.913895 but Gain 498.940430 Score: -2779336.250000 Penalty: 9978.814453 Iteration 1F: 21 clusters Score -2779336 nChanged 22336 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 36181 members Mstep: Class 3 contains 3694 members Mstep: Class 4 contains 6091 members Mstep: Class 5 contains 949 members Mstep: Class 6 contains 177 members Mstep: Class 7 contains 576 members Mstep: Class 8 contains 541 members Mstep: Class 9 contains 295 members Mstep: Class 10 contains 196 members Mstep: Class 11 contains 679 members Mstep: Class 12 contains 3105 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 1504 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 352 members Mstep: Class 17 contains 356 members Mstep: Class 18 contains 189 members Mstep: Class 20 contains 144 members Mstep: Class 22 contains 104 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 110.616623 but Gain 498.941406 Score: -2820979.000000 Penalty: 9479.873047 Iteration 2F: 20 clusters Score -2820979 nChanged 9861 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 42265 members Mstep: Class 3 contains 1994 members Mstep: Class 4 contains 3852 members Mstep: Class 5 contains 895 members Mstep: Class 7 contains 438 members Mstep: Class 8 contains 358 members Mstep: Class 9 contains 623 members Mstep: Class 10 contains 121 members Mstep: Class 11 contains 435 members Mstep: Class 12 contains 2058 members Mstep: Class 13 contains 310 members Mstep: Class 14 contains 2020 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 350 members Mstep: Class 17 contains 235 members Mstep: Class 18 contains 156 members Mstep: Class 20 contains 247 members Mstep: Class 22 contains 78 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 119.436874 but Gain 498.940430 Score: -2834044.500000 Penalty: 8980.932617 Iteration 3F: 19 clusters Score -2834044 nChanged 5635 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 45956 members Mstep: Class 3 contains 1014 members Mstep: Class 4 contains 1935 members Mstep: Class 5 contains 992 members Mstep: Class 7 contains 363 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 344 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 259 members Mstep: Class 14 contains 2270 members Mstep: Class 15 contains 659 members Mstep: Class 16 contains 271 members Mstep: Class 17 contains 167 members Mstep: Class 18 contains 171 members Mstep: Class 20 contains 303 members Mstep: Class 22 contains 50 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 247.818222 but Gain 498.940430 Score: -2840441.250000 Penalty: 8481.992188 Iteration 4F: 18 clusters Score -2840441 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 47776 members Mstep: Class 3 contains 540 members Mstep: Class 4 contains 997 members Mstep: Class 5 contains 1037 members Mstep: Class 7 contains 303 members Mstep: Class 8 contains 238 members Mstep: Class 9 contains 888 members Mstep: Class 11 contains 282 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 220 members Mstep: Class 14 contains 2430 members Mstep: Class 15 contains 744 members Mstep: Class 16 contains 208 members Mstep: Class 17 contains 149 members Mstep: Class 18 contains 167 members Mstep: Class 20 contains 326 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 267.588135 but Gain 498.940918 Score: -2843380.250000 Penalty: 7983.051270 Iteration 5F: 17 clusters Score -2843380 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 48532 members Mstep: Class 3 contains 310 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 1087 members Mstep: Class 7 contains 268 members Mstep: Class 8 contains 205 members Mstep: Class 9 contains 913 members Mstep: Class 11 contains 254 members Mstep: Class 12 contains 653 members Mstep: Class 13 contains 194 members Mstep: Class 14 contains 2656 members Mstep: Class 15 contains 803 members Mstep: Class 16 contains 159 members Mstep: Class 18 contains 168 members Mstep: Class 20 contains 347 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 229.891693 but Gain 498.940918 Score: -2845097.250000 Penalty: 7484.110352 Iteration 6Q: 16 clusters Score -2845097 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 48903 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 1126 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 994 members Mstep: Class 11 contains 212 members Mstep: Class 12 contains 554 members Mstep: Class 13 contains 172 members Mstep: Class 14 contains 2745 members Mstep: Class 15 contains 887 members Mstep: Class 16 contains 121 members Mstep: Class 18 contains 170 members Mstep: Class 20 contains 360 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 205.652527 but Gain 498.940430 Score: -2846292.500000 Penalty: 6985.169922 Iteration 7Q: 15 clusters Score -2846292 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 48964 members Mstep: Class 4 contains 450 members Mstep: Class 5 contains 1159 members Mstep: Class 7 contains 212 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 1028 members Mstep: Class 11 contains 186 members Mstep: Class 12 contains 505 members Mstep: Class 13 contains 170 members Mstep: Class 14 contains 2886 members Mstep: Class 15 contains 931 members Mstep: Class 18 contains 172 members Mstep: Class 20 contains 360 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 217.749496 but Gain 498.940918 Score: -2847075.250000 Penalty: 6486.229004 Iteration 8Q: 14 clusters Score -2847075 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 48970 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 1233 members Mstep: Class 7 contains 190 members Mstep: Class 9 contains 1053 members Mstep: Class 11 contains 177 members Mstep: Class 12 contains 474 members Mstep: Class 13 contains 166 members Mstep: Class 14 contains 2955 members Mstep: Class 15 contains 972 members Mstep: Class 18 contains 176 members Mstep: Class 20 contains 372 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 297.286987 but Gain 498.940430 Score: -2847666.500000 Penalty: 5987.288574 Iteration 9Q: 13 clusters Score -2847666 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 49007 members Mstep: Class 4 contains 424 members Mstep: Class 5 contains 1272 members Mstep: Class 9 contains 1099 members Mstep: Class 11 contains 165 members Mstep: Class 12 contains 455 members Mstep: Class 13 contains 164 members Mstep: Class 14 contains 2939 members Mstep: Class 15 contains 1057 members Mstep: Class 18 contains 176 members Mstep: Class 20 contains 409 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 358.910889 but Gain 498.940918 Score: -2848233.750000 Penalty: 5488.347656 Iteration 10Q: 12 clusters Score -2848234 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 48969 members Mstep: Class 4 contains 421 members Mstep: Class 5 contains 1326 members Mstep: Class 9 contains 1100 members Mstep: Class 11 contains 160 members Mstep: Class 12 contains 438 members Mstep: Class 13 contains 165 members Mstep: Class 14 contains 3065 members Mstep: Class 15 contains 1084 members Mstep: Class 20 contains 431 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 427.599030 but Gain 498.940430 Score: -2848652.750000 Penalty: 4989.407227 Iteration 11Q: 11 clusters Score -2848653 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 48931 members Mstep: Class 4 contains 420 members Mstep: Class 5 contains 1360 members Mstep: Class 9 contains 1090 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 3147 members Mstep: Class 15 contains 1108 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2848983.750000 Penalty: 4989.407227 Iteration 12Q: 11 clusters Score -2848984 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 48904 members Mstep: Class 4 contains 417 members Mstep: Class 5 contains 1382 members Mstep: Class 9 contains 1083 members Mstep: Class 12 contains 419 members Mstep: Class 13 contains 212 members Mstep: Class 14 contains 3127 members Mstep: Class 15 contains 1133 members Mstep: Class 20 contains 471 members Entering Unmasked Estep ConsiderDeletion Score: -2849046.750000 Penalty: 4989.407227 Iteration 13Q: 11 clusters Score -2849047 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 48871 members Mstep: Class 4 contains 418 members Mstep: Class 5 contains 1398 members Mstep: Class 9 contains 1079 members Mstep: Class 12 contains 414 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 3112 members Mstep: Class 15 contains 1155 members Mstep: Class 20 contains 481 members Entering Unmasked Estep ConsiderDeletion Score: -2849098.000000 Penalty: 4989.407227 Iteration 14Q: 11 clusters Score -2849098 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 48850 members Mstep: Class 4 contains 419 members Mstep: Class 5 contains 1407 members Mstep: Class 9 contains 1065 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 3104 members Mstep: Class 15 contains 1173 members Mstep: Class 20 contains 490 members Entering Unmasked Estep ConsiderDeletion Score: -2849143.000000 Penalty: 4989.407227 Iteration 15Q: 11 clusters Score -2849143 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 48811 members Mstep: Class 4 contains 423 members Mstep: Class 5 contains 1416 members Mstep: Class 9 contains 1055 members Mstep: Class 12 contains 396 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3095 members Mstep: Class 15 contains 1200 members Mstep: Class 20 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -2849176.250000 Penalty: 4989.407227 Iteration 16Q: 11 clusters Score -2849176 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 48788 members Mstep: Class 4 contains 421 members Mstep: Class 5 contains 1422 members Mstep: Class 9 contains 1048 members Mstep: Class 12 contains 391 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3090 members Mstep: Class 15 contains 1218 members Mstep: Class 20 contains 520 members Entering Unmasked Estep ConsiderDeletion Score: -2849217.750000 Penalty: 4989.407227 Iteration 17Q: 11 clusters Score -2849218 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 48777 members Mstep: Class 4 contains 423 members Mstep: Class 5 contains 1426 members Mstep: Class 9 contains 1044 members Mstep: Class 12 contains 381 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3087 members Mstep: Class 15 contains 1226 members Mstep: Class 20 contains 529 members Entering Unmasked Estep ConsiderDeletion Score: -2849254.500000 Penalty: 4989.407227 Iteration 18Q: 11 clusters Score -2849254 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 48757 members Mstep: Class 4 contains 427 members Mstep: Class 5 contains 1428 members Mstep: Class 9 contains 1045 members Mstep: Class 12 contains 382 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3085 members Mstep: Class 15 contains 1231 members Mstep: Class 20 contains 531 members Entering Unmasked Estep ConsiderDeletion Score: -2849290.250000 Penalty: 4989.407227 Iteration 19Q: 11 clusters Score -2849290 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 48721 members Mstep: Class 4 contains 438 members Mstep: Class 5 contains 1430 members Mstep: Class 9 contains 1038 members Mstep: Class 12 contains 378 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3082 members Mstep: Class 15 contains 1253 members Mstep: Class 20 contains 542 members Entering Unmasked Estep ConsiderDeletion Score: -2849329.250000 Penalty: 4989.407227 Iteration 20F: 11 clusters Score -2849329 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 48685 members Mstep: Class 4 contains 451 members Mstep: Class 5 contains 1434 members Mstep: Class 9 contains 1029 members Mstep: Class 12 contains 372 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3079 members Mstep: Class 15 contains 1280 members Mstep: Class 20 contains 546 members Entering Unmasked Estep ConsiderDeletion Score: -2849353.500000 Penalty: 4989.407227 Iteration 21Q: 11 clusters Score -2849354 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 48668 members Mstep: Class 4 contains 464 members Mstep: Class 5 contains 1435 members Mstep: Class 9 contains 1021 members Mstep: Class 12 contains 364 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3074 members Mstep: Class 15 contains 1301 members Mstep: Class 20 contains 547 members Entering Unmasked Estep ConsiderDeletion Score: -2849371.250000 Penalty: 4989.407227 Iteration 22Q: 11 clusters Score -2849371 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 48652 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 1440 members Mstep: Class 9 contains 1011 members Mstep: Class 12 contains 355 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3068 members Mstep: Class 15 contains 1321 members Mstep: Class 20 contains 547 members Entering Unmasked Estep ConsiderDeletion Score: -2849390.000000 Penalty: 4989.407227 Iteration 23Q: 11 clusters Score -2849390 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 48632 members Mstep: Class 4 contains 476 members Mstep: Class 5 contains 1449 members Mstep: Class 9 contains 1002 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3060 members Mstep: Class 15 contains 1345 members Mstep: Class 20 contains 546 members Entering Unmasked Estep ConsiderDeletion Score: -2849396.750000 Penalty: 4989.407227 Iteration 24Q: 11 clusters Score -2849397 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 48613 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1453 members Mstep: Class 9 contains 994 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3056 members Mstep: Class 15 contains 1366 members Mstep: Class 20 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -2849405.250000 Penalty: 4989.407227 Iteration 25Q: 11 clusters Score -2849405 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 48601 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1456 members Mstep: Class 9 contains 990 members Mstep: Class 12 contains 339 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1385 members Mstep: Class 20 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -2849417.250000 Penalty: 4989.407227 Iteration 26Q: 11 clusters Score -2849417 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 48575 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1461 members Mstep: Class 9 contains 986 members Mstep: Class 12 contains 337 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3051 members Mstep: Class 15 contains 1403 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -2849425.750000 Penalty: 4989.407227 Iteration 27Q: 11 clusters Score -2849426 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 48556 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1463 members Mstep: Class 9 contains 981 members Mstep: Class 12 contains 335 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3049 members Mstep: Class 15 contains 1419 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -2849439.000000 Penalty: 4989.407227 Iteration 28Q: 11 clusters Score -2849439 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 48534 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1466 members Mstep: Class 9 contains 974 members Mstep: Class 12 contains 331 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3046 members Mstep: Class 15 contains 1445 members Mstep: Class 20 contains 552 members Entering Unmasked Estep ConsiderDeletion Score: -2849440.750000 Penalty: 4989.407227 Iteration 29Q: 11 clusters Score -2849441 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 48523 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1469 members Mstep: Class 9 contains 963 members Mstep: Class 12 contains 322 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3042 members Mstep: Class 15 contains 1464 members Mstep: Class 20 contains 556 members Entering Unmasked Estep ConsiderDeletion Score: -2849454.000000 Penalty: 4989.407227 Iteration 30Q: 11 clusters Score -2849454 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 48515 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1471 members Mstep: Class 9 contains 957 members Mstep: Class 12 contains 318 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3041 members Mstep: Class 15 contains 1473 members Mstep: Class 20 contains 557 members Entering Unmasked Estep ConsiderDeletion Score: -2849464.500000 Penalty: 4989.407227 Iteration 31Q: 11 clusters Score -2849464 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 48513 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1472 members Mstep: Class 9 contains 953 members Mstep: Class 12 contains 315 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3040 members Mstep: Class 15 contains 1480 members Mstep: Class 20 contains 554 members Entering Unmasked Estep ConsiderDeletion Score: -2849469.000000 Penalty: 4989.407227 Iteration 32Q: 11 clusters Score -2849469 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 48505 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1474 members Mstep: Class 9 contains 955 members Mstep: Class 12 contains 309 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3038 members Mstep: Class 15 contains 1487 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -2849481.250000 Penalty: 4989.407227 Iteration 33Q: 11 clusters Score -2849481 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 48491 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1475 members Mstep: Class 9 contains 952 members Mstep: Class 12 contains 305 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 3036 members Mstep: Class 15 contains 1496 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -2849482.500000 Penalty: 4989.407227 Iteration 34Q: 11 clusters Score -2849482 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 48477 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 944 members Mstep: Class 12 contains 299 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3034 members Mstep: Class 15 contains 1513 members Mstep: Class 20 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -2849499.500000 Penalty: 4989.407227 Iteration 35Q: 11 clusters Score -2849500 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 48461 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1475 members Mstep: Class 9 contains 937 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3033 members Mstep: Class 15 contains 1530 members Mstep: Class 20 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -2849499.750000 Penalty: 4989.407227 Iteration 36Q: 11 clusters Score -2849500 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 48443 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 931 members Mstep: Class 12 contains 292 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3031 members Mstep: Class 15 contains 1548 members Mstep: Class 20 contains 553 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 497.697144 but Gain 498.940918 Score: -2849515.750000 Penalty: 4490.466309 Iteration 37Q: 10 clusters Score -2849516 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 48518 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 972 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3031 members Mstep: Class 15 contains 1673 members Mstep: Class 20 contains 556 members Entering Unmasked Estep ConsiderDeletion Score: -2849870.250000 Penalty: 4490.466309 Iteration 38Q: 10 clusters Score -2849870 nChanged 102 Entering ConstructFrom: Score: -2849870.250000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 1 (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: -46394.250000 Penalty: 310.061707 Iteration 0F: 2 clusters Score -46394.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -45649.941406 Penalty: 620.123413 Iteration 0F: 3 clusters Score -45649.94 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -45842.523438 Penalty: 620.123413 Iteration 1F: 3 clusters Score -45842.52 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -45869.488281 Penalty: 620.123413 Iteration 2F: 3 clusters Score -45869.49 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -45885.003906 Penalty: 620.123413 Iteration 3Q: 3 clusters Score -45885 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -45900.433594 Penalty: 620.123413 Iteration 4Q: 3 clusters Score -45900.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -45910.371094 Penalty: 620.123413 Iteration 5Q: 3 clusters Score -45910.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -45919.011719 Penalty: 620.123413 Iteration 6Q: 3 clusters Score -45919.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -45922.699219 Penalty: 620.123413 Iteration 7Q: 3 clusters Score -45922.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -45923.476562 Penalty: 620.123413 Iteration 8Q: 3 clusters Score -45923.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -45924.488281 Penalty: 620.123413 Iteration 9Q: 3 clusters Score -45924.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -45925.765625 Penalty: 620.123413 Iteration 10Q: 3 clusters Score -45925.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -45927.312500 Penalty: 620.123413 Iteration 11Q: 3 clusters Score -45927.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -45928.070312 Penalty: 620.123413 Iteration 12Q: 3 clusters Score -45928.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -45929.843750 Penalty: 620.123413 Iteration 13Q: 3 clusters Score -45929.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -45931.476562 Penalty: 620.123413 Iteration 14Q: 3 clusters Score -45931.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -45931.968750 Penalty: 620.123413 Iteration 15Q: 3 clusters Score -45931.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -45932.941406 Penalty: 620.123413 Iteration 16Q: 3 clusters Score -45932.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -45934.492188 Penalty: 620.123413 Iteration 17Q: 3 clusters Score -45934.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -45935.703125 Penalty: 620.123413 Iteration 18Q: 3 clusters Score -45935.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -45936.726562 Penalty: 620.123413 Iteration 19Q: 3 clusters Score -45936.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -45937.660156 Penalty: 620.123413 Iteration 20F: 3 clusters Score -45937.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -45938.730469 Penalty: 620.123413 Iteration 21Q: 3 clusters Score -45938.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -45940.226562 Penalty: 620.123413 Iteration 22Q: 3 clusters Score -45940.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -45943.265625 Penalty: 620.123413 Iteration 23Q: 3 clusters Score -45943.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -45946.207031 Penalty: 620.123413 Iteration 24Q: 3 clusters Score -45946.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -45952.746094 Penalty: 620.123413 Iteration 25Q: 3 clusters Score -45952.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -45961.976562 Penalty: 620.123413 Iteration 26Q: 3 clusters Score -45961.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -45970.191406 Penalty: 620.123413 Iteration 27Q: 3 clusters Score -45970.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -45982.453125 Penalty: 620.123413 Iteration 28Q: 3 clusters Score -45982.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -46001.210938 Penalty: 620.123413 Iteration 29Q: 3 clusters Score -46001.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -46016.921875 Penalty: 620.123413 Iteration 30Q: 3 clusters Score -46016.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -46027.722656 Penalty: 620.123413 Iteration 31Q: 3 clusters Score -46027.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -46038.804688 Penalty: 620.123413 Iteration 32Q: 3 clusters Score -46038.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -46052.855469 Penalty: 620.123413 Iteration 33Q: 3 clusters Score -46052.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -46059.304688 Penalty: 620.123413 Iteration 34Q: 3 clusters Score -46059.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -46062.890625 Penalty: 620.123413 Iteration 35Q: 3 clusters Score -46062.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -46063.601562 Penalty: 620.123413 Iteration 36Q: 3 clusters Score -46063.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -46064.269531 Penalty: 620.123413 Iteration 37Q: 3 clusters Score -46064.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -46064.695312 Penalty: 620.123413 Iteration 38Q: 3 clusters Score -46064.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -46065.265625 Penalty: 620.123413 Iteration 39Q: 3 clusters Score -46065.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -46065.953125 Penalty: 620.123413 Iteration 40F: 3 clusters Score -46065.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -46066.195312 Penalty: 620.123413 Iteration 41Q: 3 clusters Score -46066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -46066.195312 Penalty: 620.123413 Iteration 42F: 3 clusters Score -46066.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (48462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48462 members Entering Unmasked Estep Score: -2464636.000000 Penalty: 490.878357 Iteration 0F: 2 clusters Score -2464636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24236 members Mstep: Class 2 contains 24226 members Entering Unmasked Estep Score: -2431781.500000 Penalty: 981.756714 Iteration 0F: 3 clusters Score -2431782 nChanged 23476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23960 members Mstep: Class 2 contains 24502 members Entering Unmasked Estep Score: -2447191.250000 Penalty: 981.756714 Iteration 1F: 3 clusters Score -2447191 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23860 members Mstep: Class 2 contains 24602 members Entering Unmasked Estep Score: -2448822.750000 Penalty: 981.756714 Iteration 2F: 3 clusters Score -2448823 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23700 members Mstep: Class 2 contains 24762 members Entering Unmasked Estep Score: -2451169.000000 Penalty: 981.756714 Iteration 3F: 3 clusters Score -2451169 nChanged 3496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23506 members Mstep: Class 2 contains 24956 members Entering Unmasked Estep Score: -2454306.750000 Penalty: 981.756714 Iteration 4F: 3 clusters Score -2454307 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23328 members Mstep: Class 2 contains 25134 members Entering Unmasked Estep Score: -2457236.250000 Penalty: 981.756714 Iteration 5F: 3 clusters Score -2457236 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23279 members Mstep: Class 2 contains 25183 members Entering Unmasked Estep Score: -2458787.500000 Penalty: 981.756714 Iteration 6F: 3 clusters Score -2458788 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23229 members Mstep: Class 2 contains 25233 members Entering Unmasked Estep Score: -2459422.750000 Penalty: 981.756714 Iteration 7Q: 3 clusters Score -2459423 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 25270 members Entering Unmasked Estep Score: -2459795.500000 Penalty: 981.756714 Iteration 8Q: 3 clusters Score -2459796 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 25253 members Entering Unmasked Estep Score: -2460095.500000 Penalty: 981.756714 Iteration 9Q: 3 clusters Score -2460096 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23299 members Mstep: Class 2 contains 25163 members Entering Unmasked Estep Score: -2460324.250000 Penalty: 981.756714 Iteration 10Q: 3 clusters Score -2460324 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23410 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -2460520.250000 Penalty: 981.756714 Iteration 11Q: 3 clusters Score -2460520 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23508 members Mstep: Class 2 contains 24954 members Entering Unmasked Estep Score: -2460638.000000 Penalty: 981.756714 Iteration 12Q: 3 clusters Score -2460638 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 24816 members Entering Unmasked Estep Score: -2460745.000000 Penalty: 981.756714 Iteration 13Q: 3 clusters Score -2460745 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23771 members Mstep: Class 2 contains 24691 members Entering Unmasked Estep Score: -2460827.750000 Penalty: 981.756714 Iteration 14Q: 3 clusters Score -2460828 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23892 members Mstep: Class 2 contains 24570 members Entering Unmasked Estep Score: -2460902.500000 Penalty: 981.756714 Iteration 15Q: 3 clusters Score -2460902 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24000 members Mstep: Class 2 contains 24462 members Entering Unmasked Estep Score: -2460962.000000 Penalty: 981.756714 Iteration 16Q: 3 clusters Score -2460962 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 24347 members Entering Unmasked Estep Score: -2461040.500000 Penalty: 981.756714 Iteration 17Q: 3 clusters Score -2461040 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24254 members Mstep: Class 2 contains 24208 members Entering Unmasked Estep Score: -2461099.000000 Penalty: 981.756714 Iteration 18Q: 3 clusters Score -2461099 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24428 members Mstep: Class 2 contains 24034 members Entering Unmasked Estep Score: -2461153.500000 Penalty: 981.756714 Iteration 19Q: 3 clusters Score -2461154 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24577 members Mstep: Class 2 contains 23885 members Entering Unmasked Estep Score: -2461197.250000 Penalty: 981.756714 Iteration 20F: 3 clusters Score -2461197 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24721 members Mstep: Class 2 contains 23741 members Entering Unmasked Estep Score: -2461211.500000 Penalty: 981.756714 Iteration 21Q: 3 clusters Score -2461212 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24852 members Mstep: Class 2 contains 23610 members Entering Unmasked Estep Score: -2461252.000000 Penalty: 981.756714 Iteration 22Q: 3 clusters Score -2461252 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -2461266.500000 Penalty: 981.756714 Iteration 23Q: 3 clusters Score -2461266 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25079 members Mstep: Class 2 contains 23383 members Entering Unmasked Estep Score: -2461290.000000 Penalty: 981.756714 Iteration 24Q: 3 clusters Score -2461290 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25212 members Mstep: Class 2 contains 23250 members Entering Unmasked Estep Score: -2461309.500000 Penalty: 981.756714 Iteration 25Q: 3 clusters Score -2461310 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25371 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -2461333.250000 Penalty: 981.756714 Iteration 26Q: 3 clusters Score -2461333 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -2461367.250000 Penalty: 981.756714 Iteration 27Q: 3 clusters Score -2461367 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25713 members Mstep: Class 2 contains 22749 members Entering Unmasked Estep Score: -2461392.750000 Penalty: 981.756714 Iteration 28Q: 3 clusters Score -2461393 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 22571 members Entering Unmasked Estep Score: -2461411.250000 Penalty: 981.756714 Iteration 29Q: 3 clusters Score -2461411 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26061 members Mstep: Class 2 contains 22401 members Entering Unmasked Estep Score: -2461430.750000 Penalty: 981.756714 Iteration 30Q: 3 clusters Score -2461431 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26246 members Mstep: Class 2 contains 22216 members Entering Unmasked Estep Score: -2461456.250000 Penalty: 981.756714 Iteration 31Q: 3 clusters Score -2461456 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26441 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -2461478.000000 Penalty: 981.756714 Iteration 32Q: 3 clusters Score -2461478 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -2461495.500000 Penalty: 981.756714 Iteration 33Q: 3 clusters Score -2461496 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26896 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -2461543.500000 Penalty: 981.756714 Iteration 34Q: 3 clusters Score -2461544 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27129 members Mstep: Class 2 contains 21333 members Entering Unmasked Estep Score: -2461581.500000 Penalty: 981.756714 Iteration 35Q: 3 clusters Score -2461582 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27404 members Mstep: Class 2 contains 21058 members Entering Unmasked Estep Score: -2461628.500000 Penalty: 981.756714 Iteration 36Q: 3 clusters Score -2461628 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27691 members Mstep: Class 2 contains 20771 members Entering Unmasked Estep Score: -2461684.250000 Penalty: 981.756714 Iteration 37Q: 3 clusters Score -2461684 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28005 members Mstep: Class 2 contains 20457 members Entering Unmasked Estep Score: -2461735.750000 Penalty: 981.756714 Iteration 38Q: 3 clusters Score -2461736 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28358 members Mstep: Class 2 contains 20104 members Entering Unmasked Estep Score: -2461789.500000 Penalty: 981.756714 Iteration 39Q: 3 clusters Score -2461790 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28751 members Mstep: Class 2 contains 19711 members Entering Unmasked Estep Score: -2461874.250000 Penalty: 981.756714 Iteration 40F: 3 clusters Score -2461874 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29185 members Mstep: Class 2 contains 19277 members Entering Unmasked Estep Score: -2462014.000000 Penalty: 981.756714 Iteration 41Q: 3 clusters Score -2462014 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29670 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -2462167.250000 Penalty: 981.756714 Iteration 42Q: 3 clusters Score -2462167 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30214 members Mstep: Class 2 contains 18248 members Entering Unmasked Estep Score: -2462380.750000 Penalty: 981.756714 Iteration 43Q: 3 clusters Score -2462381 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30871 members Mstep: Class 2 contains 17591 members Entering Unmasked Estep Score: -2462686.750000 Penalty: 981.756714 Iteration 44Q: 3 clusters Score -2462687 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31575 members Mstep: Class 2 contains 16887 members Entering Unmasked Estep Score: -2463011.750000 Penalty: 981.756714 Iteration 45Q: 3 clusters Score -2463012 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32328 members Mstep: Class 2 contains 16134 members Entering Unmasked Estep Score: -2463338.000000 Penalty: 981.756714 Iteration 46Q: 3 clusters Score -2463338 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33091 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -2463675.250000 Penalty: 981.756714 Iteration 47Q: 3 clusters Score -2463675 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33851 members Mstep: Class 2 contains 14611 members Entering Unmasked Estep Score: -2463966.500000 Penalty: 981.756714 Iteration 48Q: 3 clusters Score -2463966 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34572 members Mstep: Class 2 contains 13890 members Entering Unmasked Estep Score: -2464226.250000 Penalty: 981.756714 Iteration 49Q: 3 clusters Score -2464226 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35234 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -2464448.250000 Penalty: 981.756714 Iteration 50Q: 3 clusters Score -2464448 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35823 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -2464613.000000 Penalty: 981.756714 Iteration 51Q: 3 clusters Score -2464613 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36360 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -2464769.250000 Penalty: 981.756714 Iteration 52Q: 3 clusters Score -2464769 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -2464892.500000 Penalty: 981.756714 Iteration 53Q: 3 clusters Score -2464892 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37367 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -2464993.750000 Penalty: 981.756714 Iteration 54Q: 3 clusters Score -2464994 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37791 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -2465095.250000 Penalty: 981.756714 Iteration 55Q: 3 clusters Score -2465095 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38207 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -2465177.000000 Penalty: 981.756714 Iteration 56Q: 3 clusters Score -2465177 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38584 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -2465257.250000 Penalty: 981.756714 Iteration 57Q: 3 clusters Score -2465257 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38956 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -2465324.250000 Penalty: 981.756714 Iteration 58Q: 3 clusters Score -2465324 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39310 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -2465401.750000 Penalty: 981.756714 Iteration 59Q: 3 clusters Score -2465402 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39646 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -2465469.000000 Penalty: 981.756714 Iteration 60F: 3 clusters Score -2465469 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39997 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -2465537.250000 Penalty: 981.756714 Iteration 61Q: 3 clusters Score -2465537 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40333 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -2465614.250000 Penalty: 981.756714 Iteration 62Q: 3 clusters Score -2465614 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40632 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -2465677.500000 Penalty: 981.756714 Iteration 63Q: 3 clusters Score -2465678 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40906 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -2465736.750000 Penalty: 981.756714 Iteration 64Q: 3 clusters Score -2465737 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41181 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -2465780.500000 Penalty: 981.756714 Iteration 65Q: 3 clusters Score -2465780 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41420 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -2465813.000000 Penalty: 981.756714 Iteration 66Q: 3 clusters Score -2465813 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41645 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -2465856.500000 Penalty: 981.756714 Iteration 67Q: 3 clusters Score -2465856 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -2465876.500000 Penalty: 981.756714 Iteration 68Q: 3 clusters Score -2465876 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42017 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -2465900.250000 Penalty: 981.756714 Iteration 69Q: 3 clusters Score -2465900 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42163 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -2465915.250000 Penalty: 981.756714 Iteration 70Q: 3 clusters Score -2465915 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42274 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -2465926.000000 Penalty: 981.756714 Iteration 71Q: 3 clusters Score -2465926 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42366 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -2465930.000000 Penalty: 981.756714 Iteration 72Q: 3 clusters Score -2465930 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42461 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -2465941.500000 Penalty: 981.756714 Iteration 73Q: 3 clusters Score -2465942 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42537 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -2465949.750000 Penalty: 981.756714 Iteration 74Q: 3 clusters Score -2465950 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42611 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -2465947.500000 Penalty: 981.756714 Iteration 75Q: 3 clusters Score -2465948 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42689 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -2465952.500000 Penalty: 981.756714 Iteration 76Q: 3 clusters Score -2465952 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42747 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -2465953.250000 Penalty: 981.756714 Iteration 77Q: 3 clusters Score -2465953 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42798 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -2465961.750000 Penalty: 981.756714 Iteration 78Q: 3 clusters Score -2465962 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42844 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -2465965.250000 Penalty: 981.756714 Iteration 79Q: 3 clusters Score -2465965 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42883 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -2465968.250000 Penalty: 981.756714 Iteration 80F: 3 clusters Score -2465968 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42912 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -2465971.250000 Penalty: 981.756714 Iteration 81Q: 3 clusters Score -2465971 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42942 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -2465974.500000 Penalty: 981.756714 Iteration 82Q: 3 clusters Score -2465974 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42965 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -2465976.000000 Penalty: 981.756714 Iteration 83Q: 3 clusters Score -2465976 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42991 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -2465974.000000 Penalty: 981.756714 Iteration 84Q: 3 clusters Score -2465974 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43008 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -2465976.250000 Penalty: 981.756714 Iteration 85Q: 3 clusters Score -2465976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43020 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -2465976.500000 Penalty: 981.756714 Iteration 86Q: 3 clusters Score -2465976 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43035 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -2465983.250000 Penalty: 981.756714 Iteration 87Q: 3 clusters Score -2465983 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43045 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -2465984.750000 Penalty: 981.756714 Iteration 88Q: 3 clusters Score -2465985 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43056 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -2465982.250000 Penalty: 981.756714 Iteration 89Q: 3 clusters Score -2465982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43062 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -2465986.750000 Penalty: 981.756714 Iteration 90Q: 3 clusters Score -2465987 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43066 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -2465983.500000 Penalty: 981.756714 Iteration 91Q: 3 clusters Score -2465984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43070 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -2465985.750000 Penalty: 981.756714 Iteration 92Q: 3 clusters Score -2465986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43073 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -2465986.750000 Penalty: 981.756714 Iteration 93Q: 3 clusters Score -2465987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43077 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -2465983.750000 Penalty: 981.756714 Iteration 94Q: 3 clusters Score -2465984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43081 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -2465982.000000 Penalty: 981.756714 Iteration 95Q: 3 clusters Score -2465982 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43091 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -2465980.000000 Penalty: 981.756714 Iteration 96Q: 3 clusters Score -2465980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43100 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -2465981.250000 Penalty: 981.756714 Iteration 97Q: 3 clusters Score -2465981 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43110 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -2465977.500000 Penalty: 981.756714 Iteration 98Q: 3 clusters Score -2465978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43119 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -2465976.750000 Penalty: 981.756714 Iteration 99Q: 3 clusters Score -2465977 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43126 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -2465982.250000 Penalty: 981.756714 Iteration 100F: 3 clusters Score -2465982 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43136 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -2465983.750000 Penalty: 981.756714 Iteration 101Q: 3 clusters Score -2465984 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43143 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -2465981.500000 Penalty: 981.756714 Iteration 102Q: 3 clusters Score -2465982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43147 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -2465981.750000 Penalty: 981.756714 Iteration 103Q: 3 clusters Score -2465982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43150 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -2465982.500000 Penalty: 981.756714 Iteration 104Q: 3 clusters Score -2465982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43153 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -2465980.000000 Penalty: 981.756714 Iteration 105Q: 3 clusters Score -2465980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43155 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -2465981.500000 Penalty: 981.756714 Iteration 106Q: 3 clusters Score -2465982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43156 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -2465979.250000 Penalty: 981.756714 Iteration 107Q: 3 clusters Score -2465979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43156 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -2465979.250000 Penalty: 981.756714 Iteration 108F: 3 clusters Score -2465979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 43156 members Mstep: Class 3 contains 5306 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1475 members Mstep: Class 9 contains 949 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 3031 members Mstep: Class 15 contains 1727 members Mstep: Class 20 contains 558 members Entering Unmasked Estep Score: -2851214.000000 Penalty: 4989.407227 Splitting cluster 2 changes total score from -2849870.250000 to -2851214.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 4 (478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Entering Unmasked Estep Score: -25582.841797 Penalty: 280.717285 Iteration 0F: 2 clusters Score -25582.84 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 257 members Entering Unmasked Estep Score: -25127.285156 Penalty: 561.434570 Iteration 0F: 3 clusters Score -25127.29 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -25249.763672 Penalty: 561.434570 Iteration 1F: 3 clusters Score -25249.76 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -25277.951172 Penalty: 561.434570 Iteration 2F: 3 clusters Score -25277.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -25289.486328 Penalty: 561.434570 Iteration 3Q: 3 clusters Score -25289.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25297.044922 Penalty: 561.434570 Iteration 4Q: 3 clusters Score -25297.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -25301.984375 Penalty: 561.434570 Iteration 5Q: 3 clusters Score -25301.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -25308.435547 Penalty: 561.434570 Iteration 6Q: 3 clusters Score -25308.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -25314.611328 Penalty: 561.434570 Iteration 7Q: 3 clusters Score -25314.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -25319.666016 Penalty: 561.434570 Iteration 8Q: 3 clusters Score -25319.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -25323.068359 Penalty: 561.434570 Iteration 9Q: 3 clusters Score -25323.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -25331.558594 Penalty: 561.434570 Iteration 10Q: 3 clusters Score -25331.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -25341.812500 Penalty: 561.434570 Iteration 11Q: 3 clusters Score -25341.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -25347.582031 Penalty: 561.434570 Iteration 12Q: 3 clusters Score -25347.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25353.357422 Penalty: 561.434570 Iteration 13Q: 3 clusters Score -25353.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -25382.177734 Penalty: 561.434570 Iteration 14Q: 3 clusters Score -25382.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -25403.044922 Penalty: 561.434570 Iteration 15Q: 3 clusters Score -25403.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -25411.632812 Penalty: 561.434570 Iteration 16Q: 3 clusters Score -25411.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -25416.960938 Penalty: 561.434570 Iteration 17Q: 3 clusters Score -25416.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -25419.035156 Penalty: 561.434570 Iteration 18Q: 3 clusters Score -25419.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -25422.685547 Penalty: 561.434570 Iteration 19Q: 3 clusters Score -25422.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -25425.785156 Penalty: 561.434570 Iteration 20F: 3 clusters Score -25425.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -25430.093750 Penalty: 561.434570 Iteration 21Q: 3 clusters Score -25430.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -25434.625000 Penalty: 561.434570 Iteration 22Q: 3 clusters Score -25434.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -25439.125000 Penalty: 561.434570 Iteration 23Q: 3 clusters Score -25439.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -25441.476562 Penalty: 561.434570 Iteration 24Q: 3 clusters Score -25441.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -25442.611328 Penalty: 561.434570 Iteration 25Q: 3 clusters Score -25442.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -25442.611328 Penalty: 561.434570 Iteration 26F: 3 clusters Score -25442.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Entering Unmasked Estep Score: -68971.687500 Penalty: 331.986816 Iteration 0F: 2 clusters Score -68971.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -67836.875000 Penalty: 663.973633 Iteration 0F: 3 clusters Score -67836.88 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -68198.515625 Penalty: 663.973633 Iteration 1F: 3 clusters Score -68198.52 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -68263.757812 Penalty: 663.973633 Iteration 2F: 3 clusters Score -68263.76 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -68316.656250 Penalty: 663.973633 Iteration 3F: 3 clusters Score -68316.66 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -68348.046875 Penalty: 663.973633 Iteration 4Q: 3 clusters Score -68348.05 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -68371.242188 Penalty: 663.973633 Iteration 5Q: 3 clusters Score -68371.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -68384.546875 Penalty: 663.973633 Iteration 6Q: 3 clusters Score -68384.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -68394.164062 Penalty: 663.973633 Iteration 7Q: 3 clusters Score -68394.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -68400.648438 Penalty: 663.973633 Iteration 8Q: 3 clusters Score -68400.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -68410.085938 Penalty: 663.973633 Iteration 9Q: 3 clusters Score -68410.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -68418.460938 Penalty: 663.973633 Iteration 10Q: 3 clusters Score -68418.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -68424.921875 Penalty: 663.973633 Iteration 11Q: 3 clusters Score -68424.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -68430.429688 Penalty: 663.973633 Iteration 12Q: 3 clusters Score -68430.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -68437.171875 Penalty: 663.973633 Iteration 13Q: 3 clusters Score -68437.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -68446.781250 Penalty: 663.973633 Iteration 14Q: 3 clusters Score -68446.78 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -68462.117188 Penalty: 663.973633 Iteration 15Q: 3 clusters Score -68462.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -68475.937500 Penalty: 663.973633 Iteration 16Q: 3 clusters Score -68475.94 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -68483.257812 Penalty: 663.973633 Iteration 17Q: 3 clusters Score -68483.26 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -68491.796875 Penalty: 663.973633 Iteration 18Q: 3 clusters Score -68491.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -68498.859375 Penalty: 663.973633 Iteration 19Q: 3 clusters Score -68498.86 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -68505.554688 Penalty: 663.973633 Iteration 20F: 3 clusters Score -68505.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -68517.179688 Penalty: 663.973633 Iteration 21Q: 3 clusters Score -68517.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -68526.578125 Penalty: 663.973633 Iteration 22Q: 3 clusters Score -68526.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -68538.148438 Penalty: 663.973633 Iteration 23Q: 3 clusters Score -68538.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -68556.429688 Penalty: 663.973633 Iteration 24Q: 3 clusters Score -68556.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -68572.062500 Penalty: 663.973633 Iteration 25Q: 3 clusters Score -68572.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -68581.539062 Penalty: 663.973633 Iteration 26Q: 3 clusters Score -68581.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -68589.296875 Penalty: 663.973633 Iteration 27Q: 3 clusters Score -68589.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -68598.328125 Penalty: 663.973633 Iteration 28Q: 3 clusters Score -68598.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -68606.976562 Penalty: 663.973633 Iteration 29Q: 3 clusters Score -68606.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -68613.171875 Penalty: 663.973633 Iteration 30Q: 3 clusters Score -68613.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -68617.742188 Penalty: 663.973633 Iteration 31Q: 3 clusters Score -68617.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -68619.289062 Penalty: 663.973633 Iteration 32Q: 3 clusters Score -68619.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -68620.148438 Penalty: 663.973633 Iteration 33Q: 3 clusters Score -68620.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -68621.507812 Penalty: 663.973633 Iteration 34Q: 3 clusters Score -68621.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -68622.851562 Penalty: 663.973633 Iteration 35Q: 3 clusters Score -68622.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -68623.421875 Penalty: 663.973633 Iteration 36Q: 3 clusters Score -68623.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -68623.492188 Penalty: 663.973633 Iteration 37Q: 3 clusters Score -68623.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -68623.632812 Penalty: 663.973633 Iteration 38Q: 3 clusters Score -68623.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -68623.632812 Penalty: 663.973633 Iteration 39F: 3 clusters Score -68623.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Entering Unmasked Estep Score: -44306.281250 Penalty: 311.921082 Iteration 0F: 2 clusters Score -44306.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -43533.851562 Penalty: 623.842163 Iteration 0F: 3 clusters Score -43533.85 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -43766.113281 Penalty: 623.842163 Iteration 1F: 3 clusters Score -43766.11 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -43837.167969 Penalty: 623.842163 Iteration 2F: 3 clusters Score -43837.17 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -43893.800781 Penalty: 623.842163 Iteration 3F: 3 clusters Score -43893.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -43941.281250 Penalty: 623.842163 Iteration 4F: 3 clusters Score -43941.28 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -43976.738281 Penalty: 623.842163 Iteration 5F: 3 clusters Score -43976.74 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -44006.535156 Penalty: 623.842163 Iteration 6Q: 3 clusters Score -44006.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -44022.152344 Penalty: 623.842163 Iteration 7Q: 3 clusters Score -44022.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -44043.636719 Penalty: 623.842163 Iteration 8Q: 3 clusters Score -44043.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -44056.296875 Penalty: 623.842163 Iteration 9Q: 3 clusters Score -44056.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -44062.992188 Penalty: 623.842163 Iteration 10Q: 3 clusters Score -44062.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -44066.132812 Penalty: 623.842163 Iteration 11Q: 3 clusters Score -44066.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -44067.914062 Penalty: 623.842163 Iteration 12Q: 3 clusters Score -44067.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -44068.878906 Penalty: 623.842163 Iteration 13Q: 3 clusters Score -44068.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -44069.242188 Penalty: 623.842163 Iteration 14Q: 3 clusters Score -44069.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -44069.242188 Penalty: 623.842163 Iteration 15F: 3 clusters Score -44069.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -7811.165527 Penalty: 243.293381 Iteration 0F: 2 clusters Score -7811.166 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 106 members Entering Unmasked Estep Score: -7549.190430 Penalty: 486.586761 Iteration 0F: 3 clusters Score -7549.19 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -7616.558594 Penalty: 486.586761 Iteration 1F: 3 clusters Score -7616.559 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -7645.335449 Penalty: 486.586761 Iteration 2F: 3 clusters Score -7645.335 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -7666.024902 Penalty: 486.586761 Iteration 3F: 3 clusters Score -7666.025 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7676.463867 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -7676.464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -7685.387695 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -7685.388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -7690.686035 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -7690.686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -7695.006348 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -7695.006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -7695.006348 Penalty: 486.586761 Iteration 8F: 3 clusters Score -7695.006 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Entering Unmasked Estep Score: -124104.539062 Penalty: 364.757507 Iteration 0F: 2 clusters Score -124104.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -122014.296875 Penalty: 729.515015 Iteration 0F: 3 clusters Score -122014.3 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -122669.414062 Penalty: 729.515015 Iteration 1F: 3 clusters Score -122669.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -122750.804688 Penalty: 729.515015 Iteration 2F: 3 clusters Score -122750.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -122837.968750 Penalty: 729.515015 Iteration 3F: 3 clusters Score -122838 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -122964.953125 Penalty: 729.515015 Iteration 4F: 3 clusters Score -122965 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -123104.039062 Penalty: 729.515015 Iteration 5F: 3 clusters Score -123104 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -123255.921875 Penalty: 729.515015 Iteration 6F: 3 clusters Score -123255.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -123400.718750 Penalty: 729.515015 Iteration 7F: 3 clusters Score -123400.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -123539.984375 Penalty: 729.515015 Iteration 8F: 3 clusters Score -123540 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -123658.117188 Penalty: 729.515015 Iteration 9Q: 3 clusters Score -123658.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -123726.812500 Penalty: 729.515015 Iteration 10Q: 3 clusters Score -123726.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -123769.101562 Penalty: 729.515015 Iteration 11Q: 3 clusters Score -123769.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -123791.796875 Penalty: 729.515015 Iteration 12Q: 3 clusters Score -123791.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -123799.914062 Penalty: 729.515015 Iteration 13Q: 3 clusters Score -123799.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -123807.453125 Penalty: 729.515015 Iteration 14Q: 3 clusters Score -123807.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -123808.117188 Penalty: 729.515015 Iteration 15Q: 3 clusters Score -123808.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -123809.257812 Penalty: 729.515015 Iteration 16Q: 3 clusters Score -123809.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -123809.257812 Penalty: 729.515015 Iteration 17F: 3 clusters Score -123809.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Entering Unmasked Estep Score: -85067.468750 Penalty: 339.163422 Iteration 0F: 2 clusters Score -85067.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -83842.062500 Penalty: 678.326843 Iteration 0F: 3 clusters Score -83842.06 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -84232.515625 Penalty: 678.326843 Iteration 1F: 3 clusters Score -84232.52 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -84304.718750 Penalty: 678.326843 Iteration 2F: 3 clusters Score -84304.72 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -84355.531250 Penalty: 678.326843 Iteration 3F: 3 clusters Score -84355.53 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -84391.414062 Penalty: 678.326843 Iteration 4Q: 3 clusters Score -84391.41 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -84426.507812 Penalty: 678.326843 Iteration 5Q: 3 clusters Score -84426.51 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -84446.992188 Penalty: 678.326843 Iteration 6Q: 3 clusters Score -84446.99 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -84464.898438 Penalty: 678.326843 Iteration 7Q: 3 clusters Score -84464.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -84487.984375 Penalty: 678.326843 Iteration 8Q: 3 clusters Score -84487.98 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -84506.437500 Penalty: 678.326843 Iteration 9Q: 3 clusters Score -84506.44 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -84526.156250 Penalty: 678.326843 Iteration 10Q: 3 clusters Score -84526.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -84554.265625 Penalty: 678.326843 Iteration 11Q: 3 clusters Score -84554.27 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -84565.359375 Penalty: 678.326843 Iteration 12Q: 3 clusters Score -84565.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84573.710938 Penalty: 678.326843 Iteration 13Q: 3 clusters Score -84573.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -84578.289062 Penalty: 678.326843 Iteration 14Q: 3 clusters Score -84578.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -84581.000000 Penalty: 678.326843 Iteration 15Q: 3 clusters Score -84581 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -84583.960938 Penalty: 678.326843 Iteration 16Q: 3 clusters Score -84583.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -84586.757812 Penalty: 678.326843 Iteration 17Q: 3 clusters Score -84586.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -84588.867188 Penalty: 678.326843 Iteration 18Q: 3 clusters Score -84588.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -84591.476562 Penalty: 678.326843 Iteration 19Q: 3 clusters Score -84591.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -84594.906250 Penalty: 678.326843 Iteration 20F: 3 clusters Score -84594.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -84598.140625 Penalty: 678.326843 Iteration 21Q: 3 clusters Score -84598.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -84599.562500 Penalty: 678.326843 Iteration 22Q: 3 clusters Score -84599.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -84601.945312 Penalty: 678.326843 Iteration 23Q: 3 clusters Score -84601.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -84602.617188 Penalty: 678.326843 Iteration 24Q: 3 clusters Score -84602.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84603.984375 Penalty: 678.326843 Iteration 25Q: 3 clusters Score -84603.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -84605.390625 Penalty: 678.326843 Iteration 26Q: 3 clusters Score -84605.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -84606.359375 Penalty: 678.326843 Iteration 27Q: 3 clusters Score -84606.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -84608.234375 Penalty: 678.326843 Iteration 28Q: 3 clusters Score -84608.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -84608.523438 Penalty: 678.326843 Iteration 29Q: 3 clusters Score -84608.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -84608.625000 Penalty: 678.326843 Iteration 30Q: 3 clusters Score -84608.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -84608.953125 Penalty: 678.326843 Iteration 31Q: 3 clusters Score -84608.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -84609.117188 Penalty: 678.326843 Iteration 32Q: 3 clusters Score -84609.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -84609.515625 Penalty: 678.326843 Iteration 33Q: 3 clusters Score -84609.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -84609.804688 Penalty: 678.326843 Iteration 34Q: 3 clusters Score -84609.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -84610.484375 Penalty: 678.326843 Iteration 35Q: 3 clusters Score -84610.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -84611.054688 Penalty: 678.326843 Iteration 36Q: 3 clusters Score -84611.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84611.593750 Penalty: 678.326843 Iteration 37Q: 3 clusters Score -84611.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84611.593750 Penalty: 678.326843 Iteration 38F: 3 clusters Score -84611.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Entering Unmasked Estep Score: -27674.779297 Penalty: 287.758331 Iteration 0F: 2 clusters Score -27674.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27154.484375 Penalty: 575.516663 Iteration 0F: 3 clusters Score -27154.48 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -27281.255859 Penalty: 575.516663 Iteration 1F: 3 clusters Score -27281.26 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -27312.130859 Penalty: 575.516663 Iteration 2F: 3 clusters Score -27312.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27325.802734 Penalty: 575.516663 Iteration 3Q: 3 clusters Score -27325.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -27334.660156 Penalty: 575.516663 Iteration 4Q: 3 clusters Score -27334.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27340.667969 Penalty: 575.516663 Iteration 5Q: 3 clusters Score -27340.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27346.662109 Penalty: 575.516663 Iteration 6Q: 3 clusters Score -27346.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27356.562500 Penalty: 575.516663 Iteration 7Q: 3 clusters Score -27356.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27365.031250 Penalty: 575.516663 Iteration 8Q: 3 clusters Score -27365.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -27369.492188 Penalty: 575.516663 Iteration 9Q: 3 clusters Score -27369.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27373.306641 Penalty: 575.516663 Iteration 10Q: 3 clusters Score -27373.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27380.626953 Penalty: 575.516663 Iteration 11Q: 3 clusters Score -27380.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -27386.195312 Penalty: 575.516663 Iteration 12Q: 3 clusters Score -27386.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27388.470703 Penalty: 575.516663 Iteration 13Q: 3 clusters Score -27388.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -27391.128906 Penalty: 575.516663 Iteration 14Q: 3 clusters Score -27391.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -27392.925781 Penalty: 575.516663 Iteration 15Q: 3 clusters Score -27392.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -27394.601562 Penalty: 575.516663 Iteration 16Q: 3 clusters Score -27394.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27395.867188 Penalty: 575.516663 Iteration 17Q: 3 clusters Score -27395.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -27396.021484 Penalty: 575.516663 Iteration 18Q: 3 clusters Score -27396.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -27396.562500 Penalty: 575.516663 Iteration 19Q: 3 clusters Score -27396.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -27397.212891 Penalty: 575.516663 Iteration 20F: 3 clusters Score -27397.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 43156 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 1475 members Mstep: Class 9 contains 949 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 3031 members Mstep: Class 15 contains 1727 members Mstep: Class 20 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -2851268.500000 Penalty: 4989.407227 Iteration 39Q: 11 clusters Score -2851268 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 43352 members Mstep: Class 3 contains 5306 members Mstep: Class 4 contains 466 members Mstep: Class 5 contains 1472 members Mstep: Class 9 contains 896 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3033 members Mstep: Class 15 contains 1643 members Mstep: Class 20 contains 527 members Entering Unmasked Estep ConsiderDeletion Score: -2851325.500000 Penalty: 4989.407227 Iteration 40F: 11 clusters Score -2851326 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 43460 members Mstep: Class 3 contains 5309 members Mstep: Class 4 contains 460 members Mstep: Class 5 contains 1469 members Mstep: Class 9 contains 859 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3032 members Mstep: Class 15 contains 1591 members Mstep: Class 20 contains 509 members Entering Unmasked Estep ConsiderDeletion Score: -2851369.750000 Penalty: 4989.407227 Iteration 41Q: 11 clusters Score -2851370 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 43526 members Mstep: Class 3 contains 5313 members Mstep: Class 4 contains 455 members Mstep: Class 5 contains 1470 members Mstep: Class 9 contains 821 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3032 members Mstep: Class 15 contains 1565 members Mstep: Class 20 contains 499 members Entering Unmasked Estep ConsiderDeletion Score: -2851397.000000 Penalty: 4989.407227 Iteration 42Q: 11 clusters Score -2851397 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 43574 members Mstep: Class 3 contains 5320 members Mstep: Class 4 contains 451 members Mstep: Class 5 contains 1468 members Mstep: Class 9 contains 798 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3032 members Mstep: Class 15 contains 1545 members Mstep: Class 20 contains 491 members Entering Unmasked Estep ConsiderDeletion Score: -2851413.000000 Penalty: 4989.407227 Iteration 43Q: 11 clusters Score -2851413 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 43604 members Mstep: Class 3 contains 5325 members Mstep: Class 4 contains 449 members Mstep: Class 5 contains 1467 members Mstep: Class 9 contains 779 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3032 members Mstep: Class 15 contains 1531 members Mstep: Class 20 contains 487 members Entering Unmasked Estep ConsiderDeletion Score: -2851430.750000 Penalty: 4989.407227 Iteration 44Q: 11 clusters Score -2851431 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 43622 members Mstep: Class 3 contains 5333 members Mstep: Class 4 contains 446 members Mstep: Class 5 contains 1470 members Mstep: Class 9 contains 760 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3030 members Mstep: Class 15 contains 1523 members Mstep: Class 20 contains 480 members Entering Unmasked Estep ConsiderDeletion Score: -2851437.750000 Penalty: 4989.407227 Iteration 45Q: 11 clusters Score -2851438 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 43641 members Mstep: Class 3 contains 5338 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1473 members Mstep: Class 9 contains 742 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3029 members Mstep: Class 15 contains 1512 members Mstep: Class 20 contains 472 members Entering Unmasked Estep ConsiderDeletion Score: -2851447.250000 Penalty: 4989.407227 Iteration 46Q: 11 clusters Score -2851447 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 43642 members Mstep: Class 3 contains 5342 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 727 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1510 members Mstep: Class 20 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -2851457.250000 Penalty: 4989.407227 Iteration 47Q: 11 clusters Score -2851457 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 43650 members Mstep: Class 3 contains 5344 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 713 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1511 members Mstep: Class 20 contains 465 members Entering Unmasked Estep ConsiderDeletion Score: -2851460.500000 Penalty: 4989.407227 Iteration 48Q: 11 clusters Score -2851460 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 43651 members Mstep: Class 3 contains 5350 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 702 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1508 members Mstep: Class 20 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -2851460.750000 Penalty: 4989.407227 Iteration 49Q: 11 clusters Score -2851461 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 43647 members Mstep: Class 3 contains 5361 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 695 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1505 members Mstep: Class 20 contains 464 members Entering Unmasked Estep ConsiderDeletion Score: -2851469.750000 Penalty: 4989.407227 Iteration 50Q: 11 clusters Score -2851470 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 43646 members Mstep: Class 3 contains 5367 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 689 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1506 members Mstep: Class 20 contains 462 members Entering Unmasked Estep ConsiderDeletion Score: -2851469.250000 Penalty: 4989.407227 Iteration 51Q: 11 clusters Score -2851469 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 43645 members Mstep: Class 3 contains 5371 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1476 members Mstep: Class 9 contains 682 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1509 members Mstep: Class 20 contains 461 members Entering Unmasked Estep ConsiderDeletion Score: -2851473.500000 Penalty: 4989.407227 Iteration 52Q: 11 clusters Score -2851474 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 43645 members Mstep: Class 3 contains 5374 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 677 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1510 members Mstep: Class 20 contains 460 members Entering Unmasked Estep ConsiderDeletion Score: -2851482.000000 Penalty: 4989.407227 Iteration 53Q: 11 clusters Score -2851482 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 43648 members Mstep: Class 3 contains 5374 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 672 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1513 members Mstep: Class 20 contains 460 members Entering Unmasked Estep ConsiderDeletion Score: -2851483.750000 Penalty: 4989.407227 Iteration 54Q: 11 clusters Score -2851484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 43651 members Mstep: Class 3 contains 5374 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 671 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1512 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -2851486.000000 Penalty: 4989.407227 Iteration 55Q: 11 clusters Score -2851486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 43655 members Mstep: Class 3 contains 5374 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 668 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1512 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851483.750000 Penalty: 4989.407227 Iteration 56Q: 11 clusters Score -2851484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 43657 members Mstep: Class 3 contains 5376 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 667 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1513 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -2851486.250000 Penalty: 4989.407227 Iteration 57Q: 11 clusters Score -2851486 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 43657 members Mstep: Class 3 contains 5381 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 665 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1514 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -2851485.750000 Penalty: 4989.407227 Iteration 58Q: 11 clusters Score -2851486 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 43653 members Mstep: Class 3 contains 5388 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 661 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1514 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -2851483.000000 Penalty: 4989.407227 Iteration 59Q: 11 clusters Score -2851483 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 43650 members Mstep: Class 3 contains 5394 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 660 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1510 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -2851489.250000 Penalty: 4989.407227 Iteration 60F: 11 clusters Score -2851489 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 43643 members Mstep: Class 3 contains 5402 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 651 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1512 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851492.250000 Penalty: 4989.407227 Iteration 61Q: 11 clusters Score -2851492 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 43640 members Mstep: Class 3 contains 5409 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 644 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1511 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2851493.500000 Penalty: 4989.407227 Iteration 62Q: 11 clusters Score -2851494 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 43637 members Mstep: Class 3 contains 5414 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 638 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1510 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851500.250000 Penalty: 4989.407227 Iteration 63Q: 11 clusters Score -2851500 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 43635 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 635 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1508 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2851505.250000 Penalty: 4989.407227 Iteration 64Q: 11 clusters Score -2851505 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 43637 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 637 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1505 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2851501.250000 Penalty: 4989.407227 Iteration 65Q: 11 clusters Score -2851501 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 43640 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 639 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1499 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2851505.250000 Penalty: 4989.407227 Iteration 66Q: 11 clusters Score -2851505 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 43641 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 639 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 460 members Entering Unmasked Estep ConsiderDeletion Score: -2851505.250000 Penalty: 4989.407227 Iteration 67Q: 11 clusters Score -2851505 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 43643 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 639 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1498 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2851500.500000 Penalty: 4989.407227 Iteration 68Q: 11 clusters Score -2851500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 43644 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -2851503.250000 Penalty: 4989.407227 Iteration 69Q: 11 clusters Score -2851503 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 43645 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -2851503.250000 Penalty: 4989.407227 Iteration 70Q: 11 clusters Score -2851503 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 43645 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 460 members Entering Unmasked Estep ConsiderDeletion Score: -2851502.500000 Penalty: 4989.407227 Iteration 71Q: 11 clusters Score -2851502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 43647 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -2851504.750000 Penalty: 4989.407227 Iteration 72Q: 11 clusters Score -2851505 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 43648 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851505.000000 Penalty: 4989.407227 Iteration 73Q: 11 clusters Score -2851505 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 43649 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -2851507.500000 Penalty: 4989.407227 Iteration 74Q: 11 clusters Score -2851508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 43649 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 639 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851507.000000 Penalty: 4989.407227 Iteration 75Q: 11 clusters Score -2851507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 43649 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851505.500000 Penalty: 4989.407227 Iteration 76Q: 11 clusters Score -2851506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 43649 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 1477 members Mstep: Class 9 contains 640 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 3028 members Mstep: Class 15 contains 1497 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -2851505.500000 Penalty: 4989.407227 Iteration 77F: 11 clusters Score -2851506 nChanged 0 Entering ConstructFrom: Score: -2851505.500000 Penalty: 4989.407227 Entering ConstructFrom: Trying to split cluster 1 (982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Entering Unmasked Estep Score: -49638.703125 Penalty: 313.476410 Iteration 0F: 2 clusters Score -49638.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -48841.753906 Penalty: 626.952820 Iteration 0F: 3 clusters Score -48841.75 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -49059.546875 Penalty: 626.952820 Iteration 1F: 3 clusters Score -49059.55 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -49106.585938 Penalty: 626.952820 Iteration 2F: 3 clusters Score -49106.59 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -49132.136719 Penalty: 626.952820 Iteration 3F: 3 clusters Score -49132.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -49149.851562 Penalty: 626.952820 Iteration 4Q: 3 clusters Score -49149.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -49161.464844 Penalty: 626.952820 Iteration 5Q: 3 clusters Score -49161.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -49171.796875 Penalty: 626.952820 Iteration 6Q: 3 clusters Score -49171.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -49179.765625 Penalty: 626.952820 Iteration 7Q: 3 clusters Score -49179.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -49190.640625 Penalty: 626.952820 Iteration 8Q: 3 clusters Score -49190.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -49201.000000 Penalty: 626.952820 Iteration 9Q: 3 clusters Score -49201 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -49207.722656 Penalty: 626.952820 Iteration 10Q: 3 clusters Score -49207.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -49217.531250 Penalty: 626.952820 Iteration 11Q: 3 clusters Score -49217.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -49227.980469 Penalty: 626.952820 Iteration 12Q: 3 clusters Score -49227.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -49233.074219 Penalty: 626.952820 Iteration 13Q: 3 clusters Score -49233.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -49240.269531 Penalty: 626.952820 Iteration 14Q: 3 clusters Score -49240.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -49248.816406 Penalty: 626.952820 Iteration 15Q: 3 clusters Score -49248.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -49253.859375 Penalty: 626.952820 Iteration 16Q: 3 clusters Score -49253.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -49257.695312 Penalty: 626.952820 Iteration 17Q: 3 clusters Score -49257.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -49260.273438 Penalty: 626.952820 Iteration 18Q: 3 clusters Score -49260.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -49264.210938 Penalty: 626.952820 Iteration 19Q: 3 clusters Score -49264.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -49271.007812 Penalty: 626.952820 Iteration 20F: 3 clusters Score -49271.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -49278.773438 Penalty: 626.952820 Iteration 21Q: 3 clusters Score -49278.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -49283.542969 Penalty: 626.952820 Iteration 22Q: 3 clusters Score -49283.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -49291.332031 Penalty: 626.952820 Iteration 23Q: 3 clusters Score -49291.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -49296.945312 Penalty: 626.952820 Iteration 24Q: 3 clusters Score -49296.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -49304.898438 Penalty: 626.952820 Iteration 25Q: 3 clusters Score -49304.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -49315.210938 Penalty: 626.952820 Iteration 26Q: 3 clusters Score -49315.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -49322.214844 Penalty: 626.952820 Iteration 27Q: 3 clusters Score -49322.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -49326.972656 Penalty: 626.952820 Iteration 28Q: 3 clusters Score -49326.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -49328.277344 Penalty: 626.952820 Iteration 29Q: 3 clusters Score -49328.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -49330.136719 Penalty: 626.952820 Iteration 30Q: 3 clusters Score -49330.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -49333.105469 Penalty: 626.952820 Iteration 31Q: 3 clusters Score -49333.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -49334.968750 Penalty: 626.952820 Iteration 32Q: 3 clusters Score -49334.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -49336.558594 Penalty: 626.952820 Iteration 33Q: 3 clusters Score -49336.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -49338.867188 Penalty: 626.952820 Iteration 34Q: 3 clusters Score -49338.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -49342.007812 Penalty: 626.952820 Iteration 35Q: 3 clusters Score -49342.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -49343.476562 Penalty: 626.952820 Iteration 36Q: 3 clusters Score -49343.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -49345.589844 Penalty: 626.952820 Iteration 37Q: 3 clusters Score -49345.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -49346.492188 Penalty: 626.952820 Iteration 38Q: 3 clusters Score -49346.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -49347.320312 Penalty: 626.952820 Iteration 39Q: 3 clusters Score -49347.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -49347.359375 Penalty: 626.952820 Iteration 40F: 3 clusters Score -49347.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (43649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43649 members Entering Unmasked Estep Score: -2216242.750000 Penalty: 486.119049 Iteration 0F: 2 clusters Score -2216243 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21761 members Mstep: Class 2 contains 21888 members Entering Unmasked Estep Score: -2187030.500000 Penalty: 972.238098 Iteration 0F: 3 clusters Score -2187030 nChanged 21100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18925 members Mstep: Class 2 contains 24724 members Entering Unmasked Estep Score: -2199671.250000 Penalty: 972.238098 Iteration 1F: 3 clusters Score -2199671 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 26187 members Entering Unmasked Estep Score: -2200563.250000 Penalty: 972.238098 Iteration 2F: 3 clusters Score -2200563 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15517 members Mstep: Class 2 contains 28132 members Entering Unmasked Estep Score: -2201852.250000 Penalty: 972.238098 Iteration 3F: 3 clusters Score -2201852 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 30711 members Entering Unmasked Estep Score: -2203956.000000 Penalty: 972.238098 Iteration 4F: 3 clusters Score -2203956 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 33692 members Entering Unmasked Estep Score: -2206917.250000 Penalty: 972.238098 Iteration 5F: 3 clusters Score -2206917 nChanged 2716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 36336 members Entering Unmasked Estep Score: -2209924.250000 Penalty: 972.238098 Iteration 6F: 3 clusters Score -2209924 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 38168 members Entering Unmasked Estep Score: -2212099.000000 Penalty: 972.238098 Iteration 7Q: 3 clusters Score -2212099 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 39211 members Entering Unmasked Estep Score: -2213083.500000 Penalty: 972.238098 Iteration 8Q: 3 clusters Score -2213084 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 39954 members Entering Unmasked Estep Score: -2213602.000000 Penalty: 972.238098 Iteration 9Q: 3 clusters Score -2213602 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 40587 members Entering Unmasked Estep Score: -2213989.500000 Penalty: 972.238098 Iteration 10Q: 3 clusters Score -2213990 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 41182 members Entering Unmasked Estep Score: -2214344.500000 Penalty: 972.238098 Iteration 11Q: 3 clusters Score -2214344 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 41719 members Entering Unmasked Estep Score: -2214670.500000 Penalty: 972.238098 Iteration 12Q: 3 clusters Score -2214670 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 42185 members Entering Unmasked Estep Score: -2214963.000000 Penalty: 972.238098 Iteration 13Q: 3 clusters Score -2214963 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 42562 members Entering Unmasked Estep Score: -2215206.500000 Penalty: 972.238098 Iteration 14Q: 3 clusters Score -2215206 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 42853 members Entering Unmasked Estep Score: -2215376.750000 Penalty: 972.238098 Iteration 15Q: 3 clusters Score -2215377 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 43065 members Entering Unmasked Estep Score: -2215513.250000 Penalty: 972.238098 Iteration 16Q: 3 clusters Score -2215513 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 43220 members Entering Unmasked Estep Score: -2215618.250000 Penalty: 972.238098 Iteration 17Q: 3 clusters Score -2215618 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 43325 members Entering Unmasked Estep Score: -2215678.750000 Penalty: 972.238098 Iteration 18Q: 3 clusters Score -2215679 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 43395 members Entering Unmasked Estep Score: -2215724.250000 Penalty: 972.238098 Iteration 19Q: 3 clusters Score -2215724 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 43451 members Entering Unmasked Estep Score: -2215751.750000 Penalty: 972.238098 Iteration 20F: 3 clusters Score -2215752 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 43481 members Entering Unmasked Estep Score: -2215769.750000 Penalty: 972.238098 Iteration 21Q: 3 clusters Score -2215770 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 43502 members Entering Unmasked Estep Score: -2215783.000000 Penalty: 972.238098 Iteration 22Q: 3 clusters Score -2215783 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 43518 members Entering Unmasked Estep Score: -2215795.000000 Penalty: 972.238098 Iteration 23Q: 3 clusters Score -2215795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 43522 members Entering Unmasked Estep Score: -2215799.250000 Penalty: 972.238098 Iteration 24Q: 3 clusters Score -2215799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 43524 members Entering Unmasked Estep Score: -2215800.250000 Penalty: 972.238098 Iteration 25Q: 3 clusters Score -2215800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 43527 members Entering Unmasked Estep Score: -2215799.750000 Penalty: 972.238098 Iteration 26Q: 3 clusters Score -2215800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 43527 members Entering Unmasked Estep Score: -2215799.750000 Penalty: 972.238098 Iteration 27F: 3 clusters Score -2215800 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Entering Unmasked Estep Score: -294980.031250 Penalty: 391.177032 Iteration 0F: 2 clusters Score -294980 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -291291.093750 Penalty: 782.354065 Iteration 0F: 3 clusters Score -291291.1 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -292698.062500 Penalty: 782.354065 Iteration 1F: 3 clusters Score -292698.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -292789.343750 Penalty: 782.354065 Iteration 2F: 3 clusters Score -292789.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -292867.968750 Penalty: 782.354065 Iteration 3Q: 3 clusters Score -292868 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -292947.625000 Penalty: 782.354065 Iteration 4Q: 3 clusters Score -292947.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -293043.531250 Penalty: 782.354065 Iteration 5Q: 3 clusters Score -293043.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -293179.937500 Penalty: 782.354065 Iteration 6Q: 3 clusters Score -293179.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -293360.468750 Penalty: 782.354065 Iteration 7F: 3 clusters Score -293360.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -293535.031250 Penalty: 782.354065 Iteration 8F: 3 clusters Score -293535 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -293674.906250 Penalty: 782.354065 Iteration 9Q: 3 clusters Score -293674.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -293757.812500 Penalty: 782.354065 Iteration 10Q: 3 clusters Score -293757.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -293807.250000 Penalty: 782.354065 Iteration 11Q: 3 clusters Score -293807.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -293836.625000 Penalty: 782.354065 Iteration 12Q: 3 clusters Score -293836.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -293863.218750 Penalty: 782.354065 Iteration 13Q: 3 clusters Score -293863.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -293891.437500 Penalty: 782.354065 Iteration 14Q: 3 clusters Score -293891.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -293924.812500 Penalty: 782.354065 Iteration 15Q: 3 clusters Score -293924.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -293958.968750 Penalty: 782.354065 Iteration 16Q: 3 clusters Score -293959 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -293992.312500 Penalty: 782.354065 Iteration 17Q: 3 clusters Score -293992.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -294028.312500 Penalty: 782.354065 Iteration 18Q: 3 clusters Score -294028.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -294068.500000 Penalty: 782.354065 Iteration 19Q: 3 clusters Score -294068.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -294114.031250 Penalty: 782.354065 Iteration 20F: 3 clusters Score -294114 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -294172.250000 Penalty: 782.354065 Iteration 21Q: 3 clusters Score -294172.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -294238.687500 Penalty: 782.354065 Iteration 22Q: 3 clusters Score -294238.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -294310.468750 Penalty: 782.354065 Iteration 23Q: 3 clusters Score -294310.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -294372.156250 Penalty: 782.354065 Iteration 24Q: 3 clusters Score -294372.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -294425.781250 Penalty: 782.354065 Iteration 25Q: 3 clusters Score -294425.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -294467.031250 Penalty: 782.354065 Iteration 26Q: 3 clusters Score -294467 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -294504.562500 Penalty: 782.354065 Iteration 27Q: 3 clusters Score -294504.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -294535.250000 Penalty: 782.354065 Iteration 28Q: 3 clusters Score -294535.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -294569.406250 Penalty: 782.354065 Iteration 29Q: 3 clusters Score -294569.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -294602.656250 Penalty: 782.354065 Iteration 30Q: 3 clusters Score -294602.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -294622.750000 Penalty: 782.354065 Iteration 31Q: 3 clusters Score -294622.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -294645.062500 Penalty: 782.354065 Iteration 32Q: 3 clusters Score -294645.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -294666.218750 Penalty: 782.354065 Iteration 33Q: 3 clusters Score -294666.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -294683.312500 Penalty: 782.354065 Iteration 34Q: 3 clusters Score -294683.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -294694.093750 Penalty: 782.354065 Iteration 35Q: 3 clusters Score -294694.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -294703.468750 Penalty: 782.354065 Iteration 36Q: 3 clusters Score -294703.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -294706.593750 Penalty: 782.354065 Iteration 37Q: 3 clusters Score -294706.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -294709.968750 Penalty: 782.354065 Iteration 38Q: 3 clusters Score -294710 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -294712.468750 Penalty: 782.354065 Iteration 39Q: 3 clusters Score -294712.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -294714.468750 Penalty: 782.354065 Iteration 40F: 3 clusters Score -294714.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -294716.812500 Penalty: 782.354065 Iteration 41Q: 3 clusters Score -294716.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -294719.437500 Penalty: 782.354065 Iteration 42Q: 3 clusters Score -294719.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -294721.375000 Penalty: 782.354065 Iteration 43Q: 3 clusters Score -294721.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -294723.656250 Penalty: 782.354065 Iteration 44Q: 3 clusters Score -294723.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -294726.750000 Penalty: 782.354065 Iteration 45Q: 3 clusters Score -294726.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -294728.593750 Penalty: 782.354065 Iteration 46Q: 3 clusters Score -294728.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -294729.500000 Penalty: 782.354065 Iteration 47Q: 3 clusters Score -294729.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -294729.375000 Penalty: 782.354065 Iteration 48Q: 3 clusters Score -294729.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -294729.656250 Penalty: 782.354065 Iteration 49Q: 3 clusters Score -294729.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -294730.687500 Penalty: 782.354065 Iteration 50Q: 3 clusters Score -294730.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -294731.562500 Penalty: 782.354065 Iteration 51Q: 3 clusters Score -294731.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -294731.750000 Penalty: 782.354065 Iteration 52Q: 3 clusters Score -294731.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -294732.156250 Penalty: 782.354065 Iteration 53Q: 3 clusters Score -294732.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -294732.531250 Penalty: 782.354065 Iteration 54Q: 3 clusters Score -294732.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -294732.593750 Penalty: 782.354065 Iteration 55Q: 3 clusters Score -294732.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -294733.187500 Penalty: 782.354065 Iteration 56Q: 3 clusters Score -294733.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -294733.531250 Penalty: 782.354065 Iteration 57Q: 3 clusters Score -294733.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -294733.812500 Penalty: 782.354065 Iteration 58Q: 3 clusters Score -294733.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -294735.562500 Penalty: 782.354065 Iteration 59Q: 3 clusters Score -294735.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -294735.625000 Penalty: 782.354065 Iteration 60F: 3 clusters Score -294735.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -294735.843750 Penalty: 782.354065 Iteration 61Q: 3 clusters Score -294735.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -294736.531250 Penalty: 782.354065 Iteration 62Q: 3 clusters Score -294736.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -294736.531250 Penalty: 782.354065 Iteration 63F: 3 clusters Score -294736.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Entering Unmasked Estep Score: -23830.978516 Penalty: 277.462372 Iteration 0F: 2 clusters Score -23830.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -23389.154297 Penalty: 554.924744 Iteration 0F: 3 clusters Score -23389.15 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23490.359375 Penalty: 554.924744 Iteration 1F: 3 clusters Score -23490.36 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23512.697266 Penalty: 554.924744 Iteration 2F: 3 clusters Score -23512.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -23526.031250 Penalty: 554.924744 Iteration 3Q: 3 clusters Score -23526.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -23533.068359 Penalty: 554.924744 Iteration 4Q: 3 clusters Score -23533.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -23544.921875 Penalty: 554.924744 Iteration 5Q: 3 clusters Score -23544.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -23554.972656 Penalty: 554.924744 Iteration 6Q: 3 clusters Score -23554.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -23565.804688 Penalty: 554.924744 Iteration 7Q: 3 clusters Score -23565.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -23583.695312 Penalty: 554.924744 Iteration 8Q: 3 clusters Score -23583.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -23607.658203 Penalty: 554.924744 Iteration 9Q: 3 clusters Score -23607.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23641.005859 Penalty: 554.924744 Iteration 10F: 3 clusters Score -23641.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -23655.914062 Penalty: 554.924744 Iteration 11Q: 3 clusters Score -23655.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -23676.001953 Penalty: 554.924744 Iteration 12Q: 3 clusters Score -23676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -23680.505859 Penalty: 554.924744 Iteration 13Q: 3 clusters Score -23680.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -23684.027344 Penalty: 554.924744 Iteration 14Q: 3 clusters Score -23684.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -23685.691406 Penalty: 554.924744 Iteration 15Q: 3 clusters Score -23685.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -23686.912109 Penalty: 554.924744 Iteration 16Q: 3 clusters Score -23686.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -23687.212891 Penalty: 554.924744 Iteration 17Q: 3 clusters Score -23687.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -23687.212891 Penalty: 554.924744 Iteration 18F: 3 clusters Score -23687.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -68996.093750 Penalty: 332.048462 Iteration 0F: 2 clusters Score -68996.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -67920.835938 Penalty: 664.096924 Iteration 0F: 3 clusters Score -67920.84 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -68272.851562 Penalty: 664.096924 Iteration 1F: 3 clusters Score -68272.85 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -68349.601562 Penalty: 664.096924 Iteration 2F: 3 clusters Score -68349.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -68395.750000 Penalty: 664.096924 Iteration 3F: 3 clusters Score -68395.75 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -68438.921875 Penalty: 664.096924 Iteration 4Q: 3 clusters Score -68438.92 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -68472.281250 Penalty: 664.096924 Iteration 5Q: 3 clusters Score -68472.28 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -68500.828125 Penalty: 664.096924 Iteration 6Q: 3 clusters Score -68500.83 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -68522.468750 Penalty: 664.096924 Iteration 7Q: 3 clusters Score -68522.47 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -68547.523438 Penalty: 664.096924 Iteration 8Q: 3 clusters Score -68547.52 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -68586.492188 Penalty: 664.096924 Iteration 9Q: 3 clusters Score -68586.49 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -68611.085938 Penalty: 664.096924 Iteration 10Q: 3 clusters Score -68611.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -68626.742188 Penalty: 664.096924 Iteration 11Q: 3 clusters Score -68626.74 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -68647.656250 Penalty: 664.096924 Iteration 12Q: 3 clusters Score -68647.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -68661.093750 Penalty: 664.096924 Iteration 13Q: 3 clusters Score -68661.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -68666.476562 Penalty: 664.096924 Iteration 14Q: 3 clusters Score -68666.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -68669.921875 Penalty: 664.096924 Iteration 15Q: 3 clusters Score -68669.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -68676.750000 Penalty: 664.096924 Iteration 16Q: 3 clusters Score -68676.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -68681.828125 Penalty: 664.096924 Iteration 17Q: 3 clusters Score -68681.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -68684.562500 Penalty: 664.096924 Iteration 18Q: 3 clusters Score -68684.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -68687.250000 Penalty: 664.096924 Iteration 19Q: 3 clusters Score -68687.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -68689.343750 Penalty: 664.096924 Iteration 20F: 3 clusters Score -68689.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -68695.593750 Penalty: 664.096924 Iteration 21Q: 3 clusters Score -68695.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -68702.398438 Penalty: 664.096924 Iteration 22Q: 3 clusters Score -68702.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -68705.773438 Penalty: 664.096924 Iteration 23Q: 3 clusters Score -68705.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -68707.687500 Penalty: 664.096924 Iteration 24Q: 3 clusters Score -68707.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -68708.929688 Penalty: 664.096924 Iteration 25Q: 3 clusters Score -68708.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -68709.109375 Penalty: 664.096924 Iteration 26Q: 3 clusters Score -68709.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -68709.312500 Penalty: 664.096924 Iteration 27Q: 3 clusters Score -68709.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -68709.312500 Penalty: 664.096924 Iteration 28F: 3 clusters Score -68709.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Entering Unmasked Estep Score: -29602.701172 Penalty: 293.996796 Iteration 0F: 2 clusters Score -29602.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -29016.005859 Penalty: 587.993591 Iteration 0F: 3 clusters Score -29016.01 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -29161.062500 Penalty: 587.993591 Iteration 1F: 3 clusters Score -29161.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -29193.710938 Penalty: 587.993591 Iteration 2F: 3 clusters Score -29193.71 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29224.664062 Penalty: 587.993591 Iteration 3F: 3 clusters Score -29224.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -29242.349609 Penalty: 587.993591 Iteration 4Q: 3 clusters Score -29242.35 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -29266.867188 Penalty: 587.993591 Iteration 5Q: 3 clusters Score -29266.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -29292.056641 Penalty: 587.993591 Iteration 6Q: 3 clusters Score -29292.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -29312.716797 Penalty: 587.993591 Iteration 7Q: 3 clusters Score -29312.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -29326.566406 Penalty: 587.993591 Iteration 8Q: 3 clusters Score -29326.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -29337.517578 Penalty: 587.993591 Iteration 9Q: 3 clusters Score -29337.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -29347.027344 Penalty: 587.993591 Iteration 10Q: 3 clusters Score -29347.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -29351.683594 Penalty: 587.993591 Iteration 11Q: 3 clusters Score -29351.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -29356.492188 Penalty: 587.993591 Iteration 12Q: 3 clusters Score -29356.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -29364.613281 Penalty: 587.993591 Iteration 13Q: 3 clusters Score -29364.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -29365.990234 Penalty: 587.993591 Iteration 14Q: 3 clusters Score -29365.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -29369.664062 Penalty: 587.993591 Iteration 15Q: 3 clusters Score -29369.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -29370.535156 Penalty: 587.993591 Iteration 16Q: 3 clusters Score -29370.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -29371.009766 Penalty: 587.993591 Iteration 17Q: 3 clusters Score -29371.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -29371.843750 Penalty: 587.993591 Iteration 18Q: 3 clusters Score -29371.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -29372.853516 Penalty: 587.993591 Iteration 19Q: 3 clusters Score -29372.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -29373.847656 Penalty: 587.993591 Iteration 20F: 3 clusters Score -29373.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -29374.404297 Penalty: 587.993591 Iteration 21Q: 3 clusters Score -29374.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -29376.359375 Penalty: 587.993591 Iteration 22Q: 3 clusters Score -29376.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -29376.599609 Penalty: 587.993591 Iteration 23Q: 3 clusters Score -29376.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -29376.937500 Penalty: 587.993591 Iteration 24Q: 3 clusters Score -29376.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -29376.937500 Penalty: 587.993591 Iteration 25F: 3 clusters Score -29376.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Entering Unmasked Estep Score: -7779.414062 Penalty: 243.076202 Iteration 0F: 2 clusters Score -7779.414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7509.687500 Penalty: 486.152405 Iteration 0F: 3 clusters Score -7509.688 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7573.190918 Penalty: 486.152405 Iteration 1F: 3 clusters Score -7573.191 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7600.718262 Penalty: 486.152405 Iteration 2F: 3 clusters Score -7600.718 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7630.365234 Penalty: 486.152405 Iteration 3F: 3 clusters Score -7630.365 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7653.818848 Penalty: 486.152405 Iteration 4Q: 3 clusters Score -7653.819 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7704.015625 Penalty: 486.152405 Iteration 5Q: 3 clusters Score -7704.016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7712.322754 Penalty: 486.152405 Iteration 6Q: 3 clusters Score -7712.323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7713.075684 Penalty: 486.152405 Iteration 7Q: 3 clusters Score -7713.076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7713.075684 Penalty: 486.152405 Iteration 8F: 3 clusters Score -7713.076 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Entering Unmasked Estep Score: -123986.882812 Penalty: 364.712402 Iteration 0F: 2 clusters Score -123986.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -121888.968750 Penalty: 729.424805 Iteration 0F: 3 clusters Score -121889 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -122675.718750 Penalty: 729.424805 Iteration 1F: 3 clusters Score -122675.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -122852.984375 Penalty: 729.424805 Iteration 2F: 3 clusters Score -122853 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -123008.648438 Penalty: 729.424805 Iteration 3F: 3 clusters Score -123008.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -123143.304688 Penalty: 729.424805 Iteration 4F: 3 clusters Score -123143.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -123288.054688 Penalty: 729.424805 Iteration 5F: 3 clusters Score -123288.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -123417.429688 Penalty: 729.424805 Iteration 6F: 3 clusters Score -123417.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -123506.554688 Penalty: 729.424805 Iteration 7Q: 3 clusters Score -123506.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -123559.875000 Penalty: 729.424805 Iteration 8Q: 3 clusters Score -123559.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -123590.875000 Penalty: 729.424805 Iteration 9Q: 3 clusters Score -123590.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -123618.585938 Penalty: 729.424805 Iteration 10Q: 3 clusters Score -123618.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -123641.296875 Penalty: 729.424805 Iteration 11Q: 3 clusters Score -123641.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -123654.296875 Penalty: 729.424805 Iteration 12Q: 3 clusters Score -123654.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -123663.203125 Penalty: 729.424805 Iteration 13Q: 3 clusters Score -123663.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -123669.312500 Penalty: 729.424805 Iteration 14Q: 3 clusters Score -123669.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -123673.421875 Penalty: 729.424805 Iteration 15Q: 3 clusters Score -123673.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -123675.437500 Penalty: 729.424805 Iteration 16Q: 3 clusters Score -123675.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -123677.453125 Penalty: 729.424805 Iteration 17Q: 3 clusters Score -123677.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -123679.609375 Penalty: 729.424805 Iteration 18Q: 3 clusters Score -123679.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -123681.664062 Penalty: 729.424805 Iteration 19Q: 3 clusters Score -123681.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -123683.164062 Penalty: 729.424805 Iteration 20F: 3 clusters Score -123683.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -123683.906250 Penalty: 729.424805 Iteration 21Q: 3 clusters Score -123683.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -123683.906250 Penalty: 729.424805 Iteration 22F: 3 clusters Score -123683.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Entering Unmasked Estep Score: -73329.320312 Penalty: 332.660431 Iteration 0F: 2 clusters Score -73329.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -72213.601562 Penalty: 665.320862 Iteration 0F: 3 clusters Score -72213.6 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -72532.023438 Penalty: 665.320862 Iteration 1F: 3 clusters Score -72532.02 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -72597.523438 Penalty: 665.320862 Iteration 2F: 3 clusters Score -72597.52 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -72641.648438 Penalty: 665.320862 Iteration 3F: 3 clusters Score -72641.65 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -72677.406250 Penalty: 665.320862 Iteration 4Q: 3 clusters Score -72677.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -72714.437500 Penalty: 665.320862 Iteration 5Q: 3 clusters Score -72714.44 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -72749.773438 Penalty: 665.320862 Iteration 6Q: 3 clusters Score -72749.77 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -72779.828125 Penalty: 665.320862 Iteration 7Q: 3 clusters Score -72779.83 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -72805.843750 Penalty: 665.320862 Iteration 8Q: 3 clusters Score -72805.84 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -72830.664062 Penalty: 665.320862 Iteration 9Q: 3 clusters Score -72830.66 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -72851.570312 Penalty: 665.320862 Iteration 10Q: 3 clusters Score -72851.57 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -72873.187500 Penalty: 665.320862 Iteration 11Q: 3 clusters Score -72873.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72889.828125 Penalty: 665.320862 Iteration 12Q: 3 clusters Score -72889.83 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -72903.046875 Penalty: 665.320862 Iteration 13Q: 3 clusters Score -72903.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -72914.390625 Penalty: 665.320862 Iteration 14Q: 3 clusters Score -72914.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72924.945312 Penalty: 665.320862 Iteration 15Q: 3 clusters Score -72924.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -72941.078125 Penalty: 665.320862 Iteration 16Q: 3 clusters Score -72941.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -72959.304688 Penalty: 665.320862 Iteration 17Q: 3 clusters Score -72959.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -72969.609375 Penalty: 665.320862 Iteration 18Q: 3 clusters Score -72969.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -72978.117188 Penalty: 665.320862 Iteration 19Q: 3 clusters Score -72978.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72982.906250 Penalty: 665.320862 Iteration 20F: 3 clusters Score -72982.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -72988.406250 Penalty: 665.320862 Iteration 21Q: 3 clusters Score -72988.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -72992.484375 Penalty: 665.320862 Iteration 22Q: 3 clusters Score -72992.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -72999.296875 Penalty: 665.320862 Iteration 23Q: 3 clusters Score -72999.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -73009.125000 Penalty: 665.320862 Iteration 24Q: 3 clusters Score -73009.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -73022.117188 Penalty: 665.320862 Iteration 25Q: 3 clusters Score -73022.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -73035.664062 Penalty: 665.320862 Iteration 26Q: 3 clusters Score -73035.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -73043.789062 Penalty: 665.320862 Iteration 27Q: 3 clusters Score -73043.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -73049.921875 Penalty: 665.320862 Iteration 28Q: 3 clusters Score -73049.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -73056.796875 Penalty: 665.320862 Iteration 29Q: 3 clusters Score -73056.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -73061.296875 Penalty: 665.320862 Iteration 30Q: 3 clusters Score -73061.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -73065.929688 Penalty: 665.320862 Iteration 31Q: 3 clusters Score -73065.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -73069.953125 Penalty: 665.320862 Iteration 32Q: 3 clusters Score -73069.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -73073.203125 Penalty: 665.320862 Iteration 33Q: 3 clusters Score -73073.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -73076.968750 Penalty: 665.320862 Iteration 34Q: 3 clusters Score -73076.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -73080.125000 Penalty: 665.320862 Iteration 35Q: 3 clusters Score -73080.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -73086.117188 Penalty: 665.320862 Iteration 36Q: 3 clusters Score -73086.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -73087.289062 Penalty: 665.320862 Iteration 37Q: 3 clusters Score -73087.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -73087.687500 Penalty: 665.320862 Iteration 38Q: 3 clusters Score -73087.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -73087.687500 Penalty: 665.320862 Iteration 39F: 3 clusters Score -73087.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -22543.279297 Penalty: 278.673096 Iteration 0F: 2 clusters Score -22543.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -22073.253906 Penalty: 557.346191 Iteration 0F: 3 clusters Score -22073.25 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -22166.134766 Penalty: 557.346191 Iteration 1F: 3 clusters Score -22166.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -22197.507812 Penalty: 557.346191 Iteration 2F: 3 clusters Score -22197.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -22216.906250 Penalty: 557.346191 Iteration 3Q: 3 clusters Score -22216.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -22231.091797 Penalty: 557.346191 Iteration 4Q: 3 clusters Score -22231.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -22239.031250 Penalty: 557.346191 Iteration 5Q: 3 clusters Score -22239.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -22248.246094 Penalty: 557.346191 Iteration 6Q: 3 clusters Score -22248.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -22252.929688 Penalty: 557.346191 Iteration 7Q: 3 clusters Score -22252.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -22254.962891 Penalty: 557.346191 Iteration 8Q: 3 clusters Score -22254.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -22256.037109 Penalty: 557.346191 Iteration 9Q: 3 clusters Score -22256.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -22256.150391 Penalty: 557.346191 Iteration 10Q: 3 clusters Score -22256.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -22256.150391 Penalty: 557.346191 Iteration 11F: 3 clusters Score -22256.15 nChanged 0 --- Evaluating fit on full set of 173571 points --- Entering Unmasked Estep Score: -8561955.000000 Penalty: 5489.275879 23->11 Clusters: Score -8561955.000000, best is -8563044.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 57857 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2506 members Mstep: Class 3 contains 2535 members Mstep: Class 4 contains 2479 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 2399 members Mstep: Class 7 contains 2557 members Mstep: Class 8 contains 2628 members Mstep: Class 9 contains 2450 members Mstep: Class 10 contains 2520 members Mstep: Class 11 contains 2532 members Mstep: Class 12 contains 2512 members Mstep: Class 13 contains 2557 members Mstep: Class 14 contains 2460 members Mstep: Class 15 contains 2492 members Mstep: Class 16 contains 2553 members Mstep: Class 17 contains 2429 members Mstep: Class 18 contains 2558 members Mstep: Class 19 contains 2567 members Mstep: Class 20 contains 2469 members Mstep: Class 21 contains 2575 members Mstep: Class 22 contains 2488 members Mstep: Class 23 contains 2572 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 11.599670 but Gain 498.940430 Score: -2465875.000000 Penalty: 10976.695312 Iteration 0F: 23 clusters Score -2465875 nChanged 55155 Entering Unmasked Mstep Mstep: Class 0 contains 182 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 2024 members Mstep: Class 3 contains 920 members Mstep: Class 4 contains 26396 members Mstep: Class 5 contains 697 members Mstep: Class 6 contains 85 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 445 members Mstep: Class 9 contains 100 members Mstep: Class 10 contains 843 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 1650 members Mstep: Class 14 contains 186 members Mstep: Class 15 contains 717 members Mstep: Class 16 contains 1254 members Mstep: Class 17 contains 3084 members Mstep: Class 18 contains 711 members Mstep: Class 19 contains 289 members Mstep: Class 20 contains 1089 members Mstep: Class 21 contains 6198 members Mstep: Class 22 contains 1251 members Mstep: Class 23 contains 3449 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 36.679855 but Gain 498.940430 Score: -2801866.750000 Penalty: 10477.754883 Iteration 1F: 22 clusters Score -2801867 nChanged 20269 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 313 members Mstep: Class 4 contains 38897 members Mstep: Class 5 contains 277 members Mstep: Class 6 contains 75 members Mstep: Class 7 contains 152 members Mstep: Class 8 contains 410 members Mstep: Class 10 contains 1739 members Mstep: Class 12 contains 765 members Mstep: Class 13 contains 316 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 326 members Mstep: Class 16 contains 304 members Mstep: Class 17 contains 1509 members Mstep: Class 18 contains 162 members Mstep: Class 19 contains 148 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 4147 members Mstep: Class 22 contains 249 members Mstep: Class 23 contains 2474 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 87.090134 but Gain 498.940430 Score: -2831079.500000 Penalty: 9978.814453 Iteration 2F: 21 clusters Score -2831080 nChanged 8001 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 284 members Mstep: Class 4 contains 44334 members Mstep: Class 5 contains 124 members Mstep: Class 6 contains 67 members Mstep: Class 7 contains 102 members Mstep: Class 8 contains 335 members Mstep: Class 10 contains 2052 members Mstep: Class 12 contains 815 members Mstep: Class 13 contains 144 members Mstep: Class 14 contains 258 members Mstep: Class 15 contains 306 members Mstep: Class 16 contains 234 members Mstep: Class 17 contains 452 members Mstep: Class 18 contains 83 members Mstep: Class 19 contains 216 members Mstep: Class 21 contains 1909 members Mstep: Class 22 contains 103 members Mstep: Class 23 contains 1317 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 96.020554 but Gain 498.941406 Score: -2840412.500000 Penalty: 9479.873047 Iteration 3F: 20 clusters Score -2840412 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 46776 members Mstep: Class 5 contains 83 members Mstep: Class 6 contains 64 members Mstep: Class 7 contains 90 members Mstep: Class 8 contains 252 members Mstep: Class 10 contains 2268 members Mstep: Class 12 contains 774 members Mstep: Class 13 contains 90 members Mstep: Class 14 contains 239 members Mstep: Class 15 contains 267 members Mstep: Class 16 contains 217 members Mstep: Class 17 contains 139 members Mstep: Class 18 contains 68 members Mstep: Class 19 contains 251 members Mstep: Class 21 contains 780 members Mstep: Class 23 contains 636 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 86.670395 but Gain 498.940430 Score: -2844582.750000 Penalty: 8980.932617 Iteration 4F: 19 clusters Score -2844583 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 227 members Mstep: Class 4 contains 47687 members Mstep: Class 5 contains 74 members Mstep: Class 6 contains 61 members Mstep: Class 7 contains 86 members Mstep: Class 8 contains 188 members Mstep: Class 10 contains 2432 members Mstep: Class 12 contains 710 members Mstep: Class 13 contains 71 members Mstep: Class 14 contains 212 members Mstep: Class 15 contains 228 members Mstep: Class 16 contains 199 members Mstep: Class 18 contains 64 members Mstep: Class 19 contains 277 members Mstep: Class 21 contains 419 members Mstep: Class 23 contains 356 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 113.058136 but Gain 498.940430 Score: -2846466.500000 Penalty: 8481.992188 Iteration 5Q: 18 clusters Score -2846466 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 297 members Mstep: Class 3 contains 217 members Mstep: Class 4 contains 48015 members Mstep: Class 5 contains 74 members Mstep: Class 7 contains 83 members Mstep: Class 8 contains 150 members Mstep: Class 10 contains 2570 members Mstep: Class 12 contains 653 members Mstep: Class 13 contains 63 members Mstep: Class 14 contains 200 members Mstep: Class 15 contains 185 members Mstep: Class 16 contains 184 members Mstep: Class 18 contains 61 members Mstep: Class 19 contains 300 members Mstep: Class 21 contains 307 members Mstep: Class 23 contains 242 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 153.630890 but Gain 498.940918 Score: -2847479.000000 Penalty: 7983.051270 Iteration 6Q: 17 clusters Score -2847479 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 289 members Mstep: Class 3 contains 210 members Mstep: Class 4 contains 48148 members Mstep: Class 5 contains 84 members Mstep: Class 7 contains 83 members Mstep: Class 8 contains 119 members Mstep: Class 10 contains 2700 members Mstep: Class 12 contains 606 members Mstep: Class 14 contains 172 members Mstep: Class 15 contains 160 members Mstep: Class 16 contains 175 members Mstep: Class 18 contains 69 members Mstep: Class 19 contains 323 members Mstep: Class 21 contains 275 members Mstep: Class 23 contains 191 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 239.744385 but Gain 498.940918 Score: -2848151.750000 Penalty: 7484.110352 Iteration 7Q: 16 clusters Score -2848152 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 289 members Mstep: Class 3 contains 194 members Mstep: Class 4 contains 48253 members Mstep: Class 5 contains 89 members Mstep: Class 7 contains 85 members Mstep: Class 8 contains 99 members Mstep: Class 10 contains 2780 members Mstep: Class 12 contains 574 members Mstep: Class 14 contains 155 members Mstep: Class 15 contains 151 members Mstep: Class 16 contains 172 members Mstep: Class 19 contains 338 members Mstep: Class 21 contains 251 members Mstep: Class 23 contains 167 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 265.213501 but Gain 498.940430 Score: -2848689.250000 Penalty: 6985.169922 Iteration 8Q: 15 clusters Score -2848689 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 289 members Mstep: Class 3 contains 187 members Mstep: Class 4 contains 48460 members Mstep: Class 5 contains 92 members Mstep: Class 7 contains 81 members Mstep: Class 8 contains 88 members Mstep: Class 10 contains 2832 members Mstep: Class 12 contains 539 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 142 members Mstep: Class 16 contains 177 members Mstep: Class 19 contains 349 members Mstep: Class 21 contains 234 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 286.156311 but Gain 498.940918 Score: -2849231.000000 Penalty: 6486.229004 Iteration 9Q: 14 clusters Score -2849231 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 303 members Mstep: Class 4 contains 48512 members Mstep: Class 5 contains 97 members Mstep: Class 7 contains 80 members Mstep: Class 8 contains 79 members Mstep: Class 10 contains 2935 members Mstep: Class 12 contains 548 members Mstep: Class 14 contains 123 members Mstep: Class 15 contains 140 members Mstep: Class 16 contains 198 members Mstep: Class 19 contains 384 members Mstep: Class 21 contains 221 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 290.246368 but Gain 498.940430 Score: -2849771.000000 Penalty: 5987.288574 Iteration 10Q: 13 clusters Score -2849771 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 308 members Mstep: Class 4 contains 48545 members Mstep: Class 5 contains 102 members Mstep: Class 7 contains 83 members Mstep: Class 10 contains 2960 members Mstep: Class 12 contains 519 members Mstep: Class 14 contains 117 members Mstep: Class 15 contains 128 members Mstep: Class 16 contains 189 members Mstep: Class 19 contains 402 members Mstep: Class 21 contains 211 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 339.435364 but Gain 498.940918 Score: -2850191.000000 Penalty: 5488.347656 Iteration 11Q: 12 clusters Score -2850191 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 317 members Mstep: Class 4 contains 48780 members Mstep: Class 5 contains 103 members Mstep: Class 7 contains 82 members Mstep: Class 10 contains 2983 members Mstep: Class 12 contains 496 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 119 members Mstep: Class 16 contains 188 members Mstep: Class 19 contains 414 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 349.377106 but Gain 498.940430 Score: -2850637.500000 Penalty: 4989.407227 Iteration 12Q: 11 clusters Score -2850638 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 338 members Mstep: Class 4 contains 48808 members Mstep: Class 5 contains 110 members Mstep: Class 7 contains 83 members Mstep: Class 10 contains 3057 members Mstep: Class 12 contains 498 members Mstep: Class 14 contains 102 members Mstep: Class 15 contains 122 members Mstep: Class 19 contains 476 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 428.583984 but Gain 498.940918 Score: -2851078.750000 Penalty: 4490.466309 Iteration 13Q: 10 clusters Score -2851079 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 349 members Mstep: Class 4 contains 48806 members Mstep: Class 5 contains 115 members Mstep: Class 7 contains 90 members Mstep: Class 10 contains 3052 members Mstep: Class 12 contains 474 members Mstep: Class 15 contains 111 members Mstep: Class 19 contains 512 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 492.245575 but Gain 498.940674 Score: -2851364.250000 Penalty: 3991.525635 Iteration 14Q: 9 clusters Score -2851364 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 355 members Mstep: Class 4 contains 48835 members Mstep: Class 5 contains 124 members Mstep: Class 7 contains 97 members Mstep: Class 10 contains 3119 members Mstep: Class 12 contains 480 members Mstep: Class 19 contains 533 members Entering Unmasked Estep ConsiderDeletion Score: -2851648.000000 Penalty: 3991.525635 Iteration 15Q: 9 clusters Score -2851648 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 360 members Mstep: Class 4 contains 48842 members Mstep: Class 5 contains 128 members Mstep: Class 7 contains 103 members Mstep: Class 10 contains 3113 members Mstep: Class 12 contains 468 members Mstep: Class 19 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -2851741.500000 Penalty: 3991.525635 Iteration 16Q: 9 clusters Score -2851742 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 363 members Mstep: Class 4 contains 48847 members Mstep: Class 5 contains 128 members Mstep: Class 7 contains 117 members Mstep: Class 10 contains 3100 members Mstep: Class 12 contains 457 members Mstep: Class 19 contains 556 members Entering Unmasked Estep ConsiderDeletion Score: -2851782.500000 Penalty: 3991.525635 Iteration 17Q: 9 clusters Score -2851782 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 367 members Mstep: Class 4 contains 48851 members Mstep: Class 5 contains 128 members Mstep: Class 7 contains 123 members Mstep: Class 10 contains 3104 members Mstep: Class 12 contains 444 members Mstep: Class 19 contains 553 members Entering Unmasked Estep ConsiderDeletion Score: -2851806.750000 Penalty: 3991.525635 Iteration 18Q: 9 clusters Score -2851807 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 371 members Mstep: Class 4 contains 48852 members Mstep: Class 5 contains 128 members Mstep: Class 7 contains 125 members Mstep: Class 10 contains 3103 members Mstep: Class 12 contains 437 members Mstep: Class 19 contains 553 members Entering Unmasked Estep ConsiderDeletion Score: -2851812.750000 Penalty: 3991.525635 Iteration 19Q: 9 clusters Score -2851813 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 375 members Mstep: Class 4 contains 48853 members Mstep: Class 5 contains 128 members Mstep: Class 7 contains 125 members Mstep: Class 10 contains 3099 members Mstep: Class 12 contains 431 members Mstep: Class 19 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2851866.750000 Penalty: 3991.525635 Iteration 20F: 9 clusters Score -2851867 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 375 members Mstep: Class 4 contains 48852 members Mstep: Class 5 contains 132 members Mstep: Class 7 contains 133 members Mstep: Class 10 contains 3089 members Mstep: Class 12 contains 421 members Mstep: Class 19 contains 569 members Entering Unmasked Estep ConsiderDeletion Score: -2851905.500000 Penalty: 3991.525635 Iteration 21Q: 9 clusters Score -2851906 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 48851 members Mstep: Class 5 contains 136 members Mstep: Class 7 contains 137 members Mstep: Class 10 contains 3083 members Mstep: Class 12 contains 419 members Mstep: Class 19 contains 572 members Entering Unmasked Estep ConsiderDeletion Score: -2851917.500000 Penalty: 3991.525635 Iteration 22Q: 9 clusters Score -2851918 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48855 members Mstep: Class 5 contains 140 members Mstep: Class 7 contains 142 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 416 members Mstep: Class 19 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -2851930.250000 Penalty: 3991.525635 Iteration 23Q: 9 clusters Score -2851930 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48856 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3074 members Mstep: Class 12 contains 415 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851947.000000 Penalty: 3991.525635 Iteration 24Q: 9 clusters Score -2851947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48858 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 147 members Mstep: Class 10 contains 3074 members Mstep: Class 12 contains 414 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851959.500000 Penalty: 3991.525635 Iteration 25Q: 9 clusters Score -2851960 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 149 members Mstep: Class 10 contains 3073 members Mstep: Class 12 contains 412 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851965.000000 Penalty: 3991.525635 Iteration 26Q: 9 clusters Score -2851965 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 149 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 408 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851965.000000 Penalty: 3991.525635 Iteration 27Q: 9 clusters Score -2851965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 149 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 410 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.000000 Penalty: 3991.525635 Iteration 28Q: 9 clusters Score -2851966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 149 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 410 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.000000 Penalty: 3991.525635 Iteration 29Q: 9 clusters Score -2851966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 372 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 409 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851965.750000 Penalty: 3991.525635 Iteration 30Q: 9 clusters Score -2851966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3078 members Mstep: Class 12 contains 407 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.750000 Penalty: 3991.525635 Iteration 31Q: 9 clusters Score -2851967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3079 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851966.000000 Penalty: 3991.525635 Iteration 32Q: 9 clusters Score -2851966 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3079 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851985.250000 Penalty: 3991.525635 Iteration 33F: 9 clusters Score -2851985 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 142 members Mstep: Class 7 contains 149 members Mstep: Class 10 contains 3078 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2851990.250000 Penalty: 3991.525635 Iteration 34Q: 9 clusters Score -2851990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 143 members Mstep: Class 7 contains 150 members Mstep: Class 10 contains 3076 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 577 members Entering Unmasked Estep ConsiderDeletion Score: -2852003.750000 Penalty: 3991.525635 Iteration 35Q: 9 clusters Score -2852004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 374 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 145 members Mstep: Class 7 contains 150 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 577 members Entering Unmasked Estep ConsiderDeletion Score: -2852010.000000 Penalty: 3991.525635 Iteration 36Q: 9 clusters Score -2852010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 374 members Mstep: Class 4 contains 48859 members Mstep: Class 5 contains 146 members Mstep: Class 7 contains 150 members Mstep: Class 10 contains 3076 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 577 members Entering Unmasked Estep ConsiderDeletion Score: -2852009.750000 Penalty: 3991.525635 Iteration 37Q: 9 clusters Score -2852010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 374 members Mstep: Class 4 contains 48861 members Mstep: Class 5 contains 148 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 406 members Mstep: Class 19 contains 577 members Entering Unmasked Estep ConsiderDeletion Score: -2852013.500000 Penalty: 3991.525635 Iteration 38Q: 9 clusters Score -2852014 nChanged 8 Entering ConstructFrom: Score: -2852013.500000 Penalty: 3991.525635 Entering ConstructFrom: Trying to split cluster 1 (4217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Entering Unmasked Estep Score: -201930.921875 Penalty: 379.782990 Iteration 0F: 2 clusters Score -201930.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -199075.312500 Penalty: 759.565979 Iteration 0F: 3 clusters Score -199075.3 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -200161.796875 Penalty: 759.565979 Iteration 1F: 3 clusters Score -200161.8 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -200374.640625 Penalty: 759.565979 Iteration 2F: 3 clusters Score -200374.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -200516.359375 Penalty: 759.565979 Iteration 3F: 3 clusters Score -200516.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -200632.203125 Penalty: 759.565979 Iteration 4F: 3 clusters Score -200632.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -200719.562500 Penalty: 759.565979 Iteration 5Q: 3 clusters Score -200719.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -200798.546875 Penalty: 759.565979 Iteration 6Q: 3 clusters Score -200798.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -200877.890625 Penalty: 759.565979 Iteration 7Q: 3 clusters Score -200877.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -200972.140625 Penalty: 759.565979 Iteration 8Q: 3 clusters Score -200972.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -201068.406250 Penalty: 759.565979 Iteration 9Q: 3 clusters Score -201068.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -201170.265625 Penalty: 759.565979 Iteration 10Q: 3 clusters Score -201170.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -201246.125000 Penalty: 759.565979 Iteration 11Q: 3 clusters Score -201246.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -201312.843750 Penalty: 759.565979 Iteration 12Q: 3 clusters Score -201312.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -201360.093750 Penalty: 759.565979 Iteration 13Q: 3 clusters Score -201360.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -201407.296875 Penalty: 759.565979 Iteration 14Q: 3 clusters Score -201407.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -201454.734375 Penalty: 759.565979 Iteration 15Q: 3 clusters Score -201454.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -201501.265625 Penalty: 759.565979 Iteration 16Q: 3 clusters Score -201501.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -201536.968750 Penalty: 759.565979 Iteration 17Q: 3 clusters Score -201537 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -201559.906250 Penalty: 759.565979 Iteration 18Q: 3 clusters Score -201559.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -201575.718750 Penalty: 759.565979 Iteration 19Q: 3 clusters Score -201575.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -201584.453125 Penalty: 759.565979 Iteration 20F: 3 clusters Score -201584.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -201589.703125 Penalty: 759.565979 Iteration 21Q: 3 clusters Score -201589.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -201594.953125 Penalty: 759.565979 Iteration 22Q: 3 clusters Score -201595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -201597.015625 Penalty: 759.565979 Iteration 23Q: 3 clusters Score -201597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -201600.265625 Penalty: 759.565979 Iteration 24Q: 3 clusters Score -201600.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -201602.375000 Penalty: 759.565979 Iteration 25Q: 3 clusters Score -201602.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -201604.937500 Penalty: 759.565979 Iteration 26Q: 3 clusters Score -201604.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -201608.328125 Penalty: 759.565979 Iteration 27Q: 3 clusters Score -201608.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -201611.171875 Penalty: 759.565979 Iteration 28Q: 3 clusters Score -201611.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -201612.578125 Penalty: 759.565979 Iteration 29Q: 3 clusters Score -201612.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -201614.296875 Penalty: 759.565979 Iteration 30Q: 3 clusters Score -201614.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -201615.328125 Penalty: 759.565979 Iteration 31Q: 3 clusters Score -201615.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -201617.343750 Penalty: 759.565979 Iteration 32Q: 3 clusters Score -201617.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -201617.421875 Penalty: 759.565979 Iteration 33Q: 3 clusters Score -201617.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -201618.375000 Penalty: 759.565979 Iteration 34Q: 3 clusters Score -201618.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -201619.156250 Penalty: 759.565979 Iteration 35Q: 3 clusters Score -201619.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -201619.734375 Penalty: 759.565979 Iteration 36Q: 3 clusters Score -201619.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -201620.593750 Penalty: 759.565979 Iteration 37Q: 3 clusters Score -201620.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -201621.015625 Penalty: 759.565979 Iteration 38Q: 3 clusters Score -201621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -201622.093750 Penalty: 759.565979 Iteration 39Q: 3 clusters Score -201622.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -201623.359375 Penalty: 759.565979 Iteration 40F: 3 clusters Score -201623.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -201624.671875 Penalty: 759.565979 Iteration 41Q: 3 clusters Score -201624.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -201626.828125 Penalty: 759.565979 Iteration 42Q: 3 clusters Score -201626.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -201627.546875 Penalty: 759.565979 Iteration 43Q: 3 clusters Score -201627.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -201627.546875 Penalty: 759.565979 Iteration 44F: 3 clusters Score -201627.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Entering Unmasked Estep Score: -18008.542969 Penalty: 269.553650 Iteration 0F: 2 clusters Score -18008.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -17604.988281 Penalty: 539.107300 Iteration 0F: 3 clusters Score -17604.99 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -17704.031250 Penalty: 539.107300 Iteration 1F: 3 clusters Score -17704.03 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -17723.804688 Penalty: 539.107300 Iteration 2F: 3 clusters Score -17723.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -17735.248047 Penalty: 539.107300 Iteration 3Q: 3 clusters Score -17735.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -17741.935547 Penalty: 539.107300 Iteration 4Q: 3 clusters Score -17741.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -17744.638672 Penalty: 539.107300 Iteration 5Q: 3 clusters Score -17744.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -17745.240234 Penalty: 539.107300 Iteration 6Q: 3 clusters Score -17745.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -17745.886719 Penalty: 539.107300 Iteration 7Q: 3 clusters Score -17745.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -17746.183594 Penalty: 539.107300 Iteration 8Q: 3 clusters Score -17746.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -17746.183594 Penalty: 539.107300 Iteration 9F: 3 clusters Score -17746.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (48862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48862 members Entering Unmasked Estep Score: -2485233.000000 Penalty: 491.252350 Iteration 0F: 2 clusters Score -2485233 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24327 members Mstep: Class 2 contains 24535 members Entering Unmasked Estep Score: -2452285.500000 Penalty: 982.504700 Iteration 0F: 3 clusters Score -2452286 nChanged 23755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 25778 members Entering Unmasked Estep Score: -2467117.750000 Penalty: 982.504700 Iteration 1F: 3 clusters Score -2467118 nChanged 2869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22791 members Mstep: Class 2 contains 26071 members Entering Unmasked Estep Score: -2468755.000000 Penalty: 982.504700 Iteration 2F: 3 clusters Score -2468755 nChanged 3189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22484 members Mstep: Class 2 contains 26378 members Entering Unmasked Estep Score: -2471074.750000 Penalty: 982.504700 Iteration 3F: 3 clusters Score -2471075 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 26725 members Entering Unmasked Estep Score: -2473959.250000 Penalty: 982.504700 Iteration 4F: 3 clusters Score -2473959 nChanged 3347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21900 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -2476473.500000 Penalty: 982.504700 Iteration 5F: 3 clusters Score -2476474 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21673 members Mstep: Class 2 contains 27189 members Entering Unmasked Estep Score: -2477883.000000 Penalty: 982.504700 Iteration 6F: 3 clusters Score -2477883 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21453 members Mstep: Class 2 contains 27409 members Entering Unmasked Estep Score: -2478567.750000 Penalty: 982.504700 Iteration 7Q: 3 clusters Score -2478568 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 27607 members Entering Unmasked Estep Score: -2478974.750000 Penalty: 982.504700 Iteration 8Q: 3 clusters Score -2478975 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21032 members Mstep: Class 2 contains 27830 members Entering Unmasked Estep Score: -2479299.750000 Penalty: 982.504700 Iteration 9Q: 3 clusters Score -2479300 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20737 members Mstep: Class 2 contains 28125 members Entering Unmasked Estep Score: -2479591.250000 Penalty: 982.504700 Iteration 10Q: 3 clusters Score -2479591 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20392 members Mstep: Class 2 contains 28470 members Entering Unmasked Estep Score: -2479814.750000 Penalty: 982.504700 Iteration 11Q: 3 clusters Score -2479815 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20023 members Mstep: Class 2 contains 28839 members Entering Unmasked Estep Score: -2480014.000000 Penalty: 982.504700 Iteration 12Q: 3 clusters Score -2480014 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19661 members Mstep: Class 2 contains 29201 members Entering Unmasked Estep Score: -2480203.000000 Penalty: 982.504700 Iteration 13Q: 3 clusters Score -2480203 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19250 members Mstep: Class 2 contains 29612 members Entering Unmasked Estep Score: -2480387.250000 Penalty: 982.504700 Iteration 14Q: 3 clusters Score -2480387 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18840 members Mstep: Class 2 contains 30022 members Entering Unmasked Estep Score: -2480555.750000 Penalty: 982.504700 Iteration 15Q: 3 clusters Score -2480556 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18353 members Mstep: Class 2 contains 30509 members Entering Unmasked Estep Score: -2480783.250000 Penalty: 982.504700 Iteration 16Q: 3 clusters Score -2480783 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17773 members Mstep: Class 2 contains 31089 members Entering Unmasked Estep Score: -2481084.000000 Penalty: 982.504700 Iteration 17Q: 3 clusters Score -2481084 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 31751 members Entering Unmasked Estep Score: -2481504.750000 Penalty: 982.504700 Iteration 18Q: 3 clusters Score -2481505 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16350 members Mstep: Class 2 contains 32512 members Entering Unmasked Estep Score: -2482056.000000 Penalty: 982.504700 Iteration 19Q: 3 clusters Score -2482056 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15506 members Mstep: Class 2 contains 33356 members Entering Unmasked Estep Score: -2482791.250000 Penalty: 982.504700 Iteration 20F: 3 clusters Score -2482791 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14617 members Mstep: Class 2 contains 34245 members Entering Unmasked Estep Score: -2483592.750000 Penalty: 982.504700 Iteration 21Q: 3 clusters Score -2483593 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 35083 members Entering Unmasked Estep Score: -2484313.500000 Penalty: 982.504700 Iteration 22Q: 3 clusters Score -2484314 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 35823 members Entering Unmasked Estep Score: -2484789.000000 Penalty: 982.504700 Iteration 23Q: 3 clusters Score -2484789 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 36462 members Entering Unmasked Estep Score: -2485107.000000 Penalty: 982.504700 Iteration 24Q: 3 clusters Score -2485107 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11797 members Mstep: Class 2 contains 37065 members Entering Unmasked Estep Score: -2485327.750000 Penalty: 982.504700 Iteration 25Q: 3 clusters Score -2485328 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 37598 members Entering Unmasked Estep Score: -2485491.000000 Penalty: 982.504700 Iteration 26Q: 3 clusters Score -2485491 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 38115 members Entering Unmasked Estep Score: -2485648.250000 Penalty: 982.504700 Iteration 27Q: 3 clusters Score -2485648 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 38590 members Entering Unmasked Estep Score: -2485754.750000 Penalty: 982.504700 Iteration 28Q: 3 clusters Score -2485755 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 39015 members Entering Unmasked Estep Score: -2485855.250000 Penalty: 982.504700 Iteration 29Q: 3 clusters Score -2485855 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 39413 members Entering Unmasked Estep Score: -2485947.000000 Penalty: 982.504700 Iteration 30Q: 3 clusters Score -2485947 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9078 members Mstep: Class 2 contains 39784 members Entering Unmasked Estep Score: -2486027.250000 Penalty: 982.504700 Iteration 31Q: 3 clusters Score -2486027 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 40156 members Entering Unmasked Estep Score: -2486110.000000 Penalty: 982.504700 Iteration 32Q: 3 clusters Score -2486110 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 40519 members Entering Unmasked Estep Score: -2486201.250000 Penalty: 982.504700 Iteration 33Q: 3 clusters Score -2486201 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 40858 members Entering Unmasked Estep Score: -2486250.750000 Penalty: 982.504700 Iteration 34Q: 3 clusters Score -2486251 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 41161 members Entering Unmasked Estep Score: -2486311.750000 Penalty: 982.504700 Iteration 35Q: 3 clusters Score -2486312 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 41413 members Entering Unmasked Estep Score: -2486338.000000 Penalty: 982.504700 Iteration 36Q: 3 clusters Score -2486338 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 41658 members Entering Unmasked Estep Score: -2486381.250000 Penalty: 982.504700 Iteration 37Q: 3 clusters Score -2486381 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 41877 members Entering Unmasked Estep Score: -2486411.000000 Penalty: 982.504700 Iteration 38Q: 3 clusters Score -2486411 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 42098 members Entering Unmasked Estep Score: -2486459.250000 Penalty: 982.504700 Iteration 39Q: 3 clusters Score -2486459 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 42294 members Entering Unmasked Estep Score: -2486477.500000 Penalty: 982.504700 Iteration 40F: 3 clusters Score -2486478 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 42477 members Entering Unmasked Estep Score: -2486509.500000 Penalty: 982.504700 Iteration 41Q: 3 clusters Score -2486510 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 42625 members Entering Unmasked Estep Score: -2486521.250000 Penalty: 982.504700 Iteration 42Q: 3 clusters Score -2486521 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 42763 members Entering Unmasked Estep Score: -2486525.500000 Penalty: 982.504700 Iteration 43Q: 3 clusters Score -2486526 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 42889 members Entering Unmasked Estep Score: -2486541.000000 Penalty: 982.504700 Iteration 44Q: 3 clusters Score -2486541 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 43001 members Entering Unmasked Estep Score: -2486558.000000 Penalty: 982.504700 Iteration 45Q: 3 clusters Score -2486558 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 43095 members Entering Unmasked Estep Score: -2486557.250000 Penalty: 982.504700 Iteration 46Q: 3 clusters Score -2486557 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 43178 members Entering Unmasked Estep Score: -2486560.250000 Penalty: 982.504700 Iteration 47Q: 3 clusters Score -2486560 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 43241 members Entering Unmasked Estep Score: -2486570.250000 Penalty: 982.504700 Iteration 48Q: 3 clusters Score -2486570 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 43297 members Entering Unmasked Estep Score: -2486576.750000 Penalty: 982.504700 Iteration 49Q: 3 clusters Score -2486577 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 43344 members Entering Unmasked Estep Score: -2486579.750000 Penalty: 982.504700 Iteration 50Q: 3 clusters Score -2486580 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 43394 members Entering Unmasked Estep Score: -2486580.750000 Penalty: 982.504700 Iteration 51Q: 3 clusters Score -2486581 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 43452 members Entering Unmasked Estep Score: -2486582.750000 Penalty: 982.504700 Iteration 52Q: 3 clusters Score -2486583 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 43494 members Entering Unmasked Estep Score: -2486580.250000 Penalty: 982.504700 Iteration 53Q: 3 clusters Score -2486580 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 43528 members Entering Unmasked Estep Score: -2486583.000000 Penalty: 982.504700 Iteration 54Q: 3 clusters Score -2486583 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 43559 members Entering Unmasked Estep Score: -2486581.750000 Penalty: 982.504700 Iteration 55Q: 3 clusters Score -2486582 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 43590 members Entering Unmasked Estep Score: -2486586.250000 Penalty: 982.504700 Iteration 56Q: 3 clusters Score -2486586 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 43613 members Entering Unmasked Estep Score: -2486585.750000 Penalty: 982.504700 Iteration 57Q: 3 clusters Score -2486586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 43638 members Entering Unmasked Estep Score: -2486591.000000 Penalty: 982.504700 Iteration 58Q: 3 clusters Score -2486591 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 43667 members Entering Unmasked Estep Score: -2486588.500000 Penalty: 982.504700 Iteration 59Q: 3 clusters Score -2486588 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 43692 members Entering Unmasked Estep Score: -2486589.750000 Penalty: 982.504700 Iteration 60F: 3 clusters Score -2486590 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 43706 members Entering Unmasked Estep Score: -2486595.000000 Penalty: 982.504700 Iteration 61Q: 3 clusters Score -2486595 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 43721 members Entering Unmasked Estep Score: -2486598.250000 Penalty: 982.504700 Iteration 62Q: 3 clusters Score -2486598 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 43741 members Entering Unmasked Estep Score: -2486599.000000 Penalty: 982.504700 Iteration 63Q: 3 clusters Score -2486599 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 43755 members Entering Unmasked Estep Score: -2486592.750000 Penalty: 982.504700 Iteration 64Q: 3 clusters Score -2486593 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 43766 members Entering Unmasked Estep Score: -2486592.500000 Penalty: 982.504700 Iteration 65Q: 3 clusters Score -2486592 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 43782 members Entering Unmasked Estep Score: -2486592.250000 Penalty: 982.504700 Iteration 66Q: 3 clusters Score -2486592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 43791 members Entering Unmasked Estep Score: -2486593.000000 Penalty: 982.504700 Iteration 67Q: 3 clusters Score -2486593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 43797 members Entering Unmasked Estep Score: -2486594.000000 Penalty: 982.504700 Iteration 68Q: 3 clusters Score -2486594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 43806 members Entering Unmasked Estep Score: -2486593.250000 Penalty: 982.504700 Iteration 69Q: 3 clusters Score -2486593 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 43816 members Entering Unmasked Estep Score: -2486598.500000 Penalty: 982.504700 Iteration 70Q: 3 clusters Score -2486598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 43824 members Entering Unmasked Estep Score: -2486597.250000 Penalty: 982.504700 Iteration 71Q: 3 clusters Score -2486597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 43831 members Entering Unmasked Estep Score: -2486599.250000 Penalty: 982.504700 Iteration 72Q: 3 clusters Score -2486599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 43836 members Entering Unmasked Estep Score: -2486600.750000 Penalty: 982.504700 Iteration 73Q: 3 clusters Score -2486601 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 43845 members Entering Unmasked Estep Score: -2486605.000000 Penalty: 982.504700 Iteration 74Q: 3 clusters Score -2486605 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 43854 members Entering Unmasked Estep Score: -2486602.750000 Penalty: 982.504700 Iteration 75Q: 3 clusters Score -2486603 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 43868 members Entering Unmasked Estep Score: -2486601.500000 Penalty: 982.504700 Iteration 76Q: 3 clusters Score -2486602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 43878 members Entering Unmasked Estep Score: -2486605.750000 Penalty: 982.504700 Iteration 77Q: 3 clusters Score -2486606 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 43889 members Entering Unmasked Estep Score: -2486605.250000 Penalty: 982.504700 Iteration 78Q: 3 clusters Score -2486605 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 43893 members Entering Unmasked Estep Score: -2486602.500000 Penalty: 982.504700 Iteration 79Q: 3 clusters Score -2486602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 43897 members Entering Unmasked Estep Score: -2486602.750000 Penalty: 982.504700 Iteration 80F: 3 clusters Score -2486603 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 43903 members Entering Unmasked Estep Score: -2486600.750000 Penalty: 982.504700 Iteration 81Q: 3 clusters Score -2486601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 43905 members Entering Unmasked Estep Score: -2486601.750000 Penalty: 982.504700 Iteration 82Q: 3 clusters Score -2486602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 43906 members Entering Unmasked Estep Score: -2486602.250000 Penalty: 982.504700 Iteration 83Q: 3 clusters Score -2486602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 43907 members Entering Unmasked Estep Score: -2486600.750000 Penalty: 982.504700 Iteration 84Q: 3 clusters Score -2486601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 43907 members Entering Unmasked Estep Score: -2486600.750000 Penalty: 982.504700 Iteration 85F: 3 clusters Score -2486601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 43907 members Mstep: Class 4 contains 4955 members Mstep: Class 5 contains 152 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 405 members Mstep: Class 19 contains 576 members Entering Unmasked Estep Score: -2853382.250000 Penalty: 4490.466309 Splitting cluster 4 changes total score from -2852013.500000 to -2853382.250000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 5 (152 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Entering Unmasked Estep Score: -6961.959961 Penalty: 228.586563 Iteration 0F: 2 clusters Score -6961.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6734.437988 Penalty: 457.173126 Iteration 0F: 3 clusters Score -6734.438 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6763.566406 Penalty: 457.173126 Iteration 1F: 3 clusters Score -6763.566 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6777.421875 Penalty: 457.173126 Iteration 2F: 3 clusters Score -6777.422 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6780.874023 Penalty: 457.173126 Iteration 3Q: 3 clusters Score -6780.874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6782.845703 Penalty: 457.173126 Iteration 4Q: 3 clusters Score -6782.846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6785.953125 Penalty: 457.173126 Iteration 5Q: 3 clusters Score -6785.953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6785.953125 Penalty: 457.173126 Iteration 6F: 3 clusters Score -6785.953 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -5486.422852 Penalty: 227.373169 Iteration 0F: 2 clusters Score -5486.423 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 68 members Entering Unmasked Estep Score: -5266.584961 Penalty: 454.746338 Iteration 0F: 3 clusters Score -5266.585 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5319.960938 Penalty: 454.746338 Iteration 1F: 3 clusters Score -5319.961 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -5346.805176 Penalty: 454.746338 Iteration 2F: 3 clusters Score -5346.805 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -5370.654297 Penalty: 454.746338 Iteration 3F: 3 clusters Score -5370.654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5372.195801 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -5372.196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5372.697754 Penalty: 454.746338 Iteration 5Q: 3 clusters Score -5372.698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5375.292969 Penalty: 454.746338 Iteration 6Q: 3 clusters Score -5375.293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5375.292969 Penalty: 454.746338 Iteration 7F: 3 clusters Score -5375.293 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Entering Unmasked Estep Score: -126424.359375 Penalty: 365.442841 Iteration 0F: 2 clusters Score -126424.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -124316.765625 Penalty: 730.885681 Iteration 0F: 3 clusters Score -124316.8 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -125118.843750 Penalty: 730.885681 Iteration 1F: 3 clusters Score -125118.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -125260.484375 Penalty: 730.885681 Iteration 2F: 3 clusters Score -125260.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -125378.218750 Penalty: 730.885681 Iteration 3F: 3 clusters Score -125378.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -125499.859375 Penalty: 730.885681 Iteration 4F: 3 clusters Score -125499.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -125615.890625 Penalty: 730.885681 Iteration 5F: 3 clusters Score -125615.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -125719.015625 Penalty: 730.885681 Iteration 6F: 3 clusters Score -125719 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -125807.687500 Penalty: 730.885681 Iteration 7Q: 3 clusters Score -125807.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -125869.773438 Penalty: 730.885681 Iteration 8Q: 3 clusters Score -125869.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -125932.367188 Penalty: 730.885681 Iteration 9Q: 3 clusters Score -125932.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -125983.734375 Penalty: 730.885681 Iteration 10Q: 3 clusters Score -125983.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -126025.648438 Penalty: 730.885681 Iteration 11Q: 3 clusters Score -126025.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -126060.820312 Penalty: 730.885681 Iteration 12Q: 3 clusters Score -126060.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -126092.476562 Penalty: 730.885681 Iteration 13Q: 3 clusters Score -126092.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -126112.625000 Penalty: 730.885681 Iteration 14Q: 3 clusters Score -126112.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -126120.351562 Penalty: 730.885681 Iteration 15Q: 3 clusters Score -126120.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -126124.796875 Penalty: 730.885681 Iteration 16Q: 3 clusters Score -126124.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -126128.023438 Penalty: 730.885681 Iteration 17Q: 3 clusters Score -126128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -126129.453125 Penalty: 730.885681 Iteration 18Q: 3 clusters Score -126129.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -126129.453125 Penalty: 730.885681 Iteration 19F: 3 clusters Score -126129.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -18897.898438 Penalty: 273.176880 Iteration 0F: 2 clusters Score -18897.9 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 191 members Entering Unmasked Estep Score: -18476.574219 Penalty: 546.353760 Iteration 0F: 3 clusters Score -18476.57 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -18550.830078 Penalty: 546.353760 Iteration 1F: 3 clusters Score -18550.83 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -18567.544922 Penalty: 546.353760 Iteration 2F: 3 clusters Score -18567.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -18577.207031 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -18577.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -18583.095703 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -18583.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -18588.414062 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -18588.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18591.488281 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -18591.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -18593.359375 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -18593.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18596.304688 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -18596.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18597.562500 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -18597.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18597.562500 Penalty: 546.353760 Iteration 10F: 3 clusters Score -18597.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Entering Unmasked Estep Score: -27537.736328 Penalty: 289.202911 Iteration 0F: 2 clusters Score -27537.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -27012.201172 Penalty: 578.405823 Iteration 0F: 3 clusters Score -27012.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -27131.054688 Penalty: 578.405823 Iteration 1F: 3 clusters Score -27131.05 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27154.089844 Penalty: 578.405823 Iteration 2F: 3 clusters Score -27154.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27168.802734 Penalty: 578.405823 Iteration 3Q: 3 clusters Score -27168.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27182.089844 Penalty: 578.405823 Iteration 4Q: 3 clusters Score -27182.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27189.867188 Penalty: 578.405823 Iteration 5Q: 3 clusters Score -27189.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27200.843750 Penalty: 578.405823 Iteration 6Q: 3 clusters Score -27200.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27206.273438 Penalty: 578.405823 Iteration 7Q: 3 clusters Score -27206.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27208.382812 Penalty: 578.405823 Iteration 8Q: 3 clusters Score -27208.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -27209.218750 Penalty: 578.405823 Iteration 9Q: 3 clusters Score -27209.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -27212.691406 Penalty: 578.405823 Iteration 10Q: 3 clusters Score -27212.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -27216.443359 Penalty: 578.405823 Iteration 11Q: 3 clusters Score -27216.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -27219.617188 Penalty: 578.405823 Iteration 12Q: 3 clusters Score -27219.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27222.798828 Penalty: 578.405823 Iteration 13Q: 3 clusters Score -27222.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -27224.767578 Penalty: 578.405823 Iteration 14Q: 3 clusters Score -27224.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -27224.767578 Penalty: 578.405823 Iteration 15F: 3 clusters Score -27224.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 374 members Mstep: Class 4 contains 4955 members Mstep: Class 5 contains 152 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 405 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2853389.250000 Penalty: 4490.466309 Iteration 39Q: 10 clusters Score -2853389 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 43894 members Mstep: Class 4 contains 4955 members Mstep: Class 5 contains 154 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3077 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 580 members Entering Unmasked Estep ConsiderDeletion Score: -2853459.250000 Penalty: 4490.466309 Iteration 40F: 10 clusters Score -2853459 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 44187 members Mstep: Class 4 contains 4955 members Mstep: Class 5 contains 151 members Mstep: Class 7 contains 148 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -2853519.500000 Penalty: 4490.466309 Iteration 41Q: 10 clusters Score -2853520 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 44379 members Mstep: Class 4 contains 4963 members Mstep: Class 5 contains 151 members Mstep: Class 7 contains 147 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 577 members Entering Unmasked Estep ConsiderDeletion Score: -2853551.000000 Penalty: 4490.466309 Iteration 42Q: 10 clusters Score -2853551 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 44484 members Mstep: Class 4 contains 4969 members Mstep: Class 5 contains 151 members Mstep: Class 7 contains 147 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -2853566.500000 Penalty: 4490.466309 Iteration 43Q: 10 clusters Score -2853566 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44552 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 151 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3074 members Mstep: Class 12 contains 404 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -2853575.250000 Penalty: 4490.466309 Iteration 44Q: 10 clusters Score -2853575 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44594 members Mstep: Class 4 contains 4987 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853589.250000 Penalty: 4490.466309 Iteration 45Q: 10 clusters Score -2853589 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44630 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3074 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853599.500000 Penalty: 4490.466309 Iteration 46Q: 10 clusters Score -2853600 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44649 members Mstep: Class 4 contains 5015 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853600.000000 Penalty: 4490.466309 Iteration 47Q: 10 clusters Score -2853600 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44666 members Mstep: Class 4 contains 5029 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853596.000000 Penalty: 4490.466309 Iteration 48Q: 10 clusters Score -2853596 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44673 members Mstep: Class 4 contains 5038 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 403 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853597.000000 Penalty: 4490.466309 Iteration 49Q: 10 clusters Score -2853597 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44672 members Mstep: Class 4 contains 5045 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853598.500000 Penalty: 4490.466309 Iteration 50Q: 10 clusters Score -2853598 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44675 members Mstep: Class 4 contains 5052 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853596.250000 Penalty: 4490.466309 Iteration 51Q: 10 clusters Score -2853596 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44680 members Mstep: Class 4 contains 5059 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853598.500000 Penalty: 4490.466309 Iteration 52Q: 10 clusters Score -2853598 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44683 members Mstep: Class 4 contains 5065 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853600.000000 Penalty: 4490.466309 Iteration 53Q: 10 clusters Score -2853600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44686 members Mstep: Class 4 contains 5067 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853598.000000 Penalty: 4490.466309 Iteration 54Q: 10 clusters Score -2853598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44689 members Mstep: Class 4 contains 5068 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853603.250000 Penalty: 4490.466309 Iteration 55Q: 10 clusters Score -2853603 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44690 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853607.250000 Penalty: 4490.466309 Iteration 56Q: 10 clusters Score -2853607 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44689 members Mstep: Class 4 contains 5072 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853608.250000 Penalty: 4490.466309 Iteration 57Q: 10 clusters Score -2853608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 44689 members Mstep: Class 4 contains 5072 members Mstep: Class 5 contains 155 members Mstep: Class 7 contains 146 members Mstep: Class 10 contains 3075 members Mstep: Class 12 contains 402 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -2853608.250000 Penalty: 4490.466309 Iteration 58F: 10 clusters Score -2853608 nChanged 0 Entering ConstructFrom: Score: -2853608.250000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 1 (3323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Entering Unmasked Estep Score: -158385.031250 Penalty: 368.942383 Iteration 0F: 2 clusters Score -158385 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -156090.390625 Penalty: 737.884766 Iteration 0F: 3 clusters Score -156090.4 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -156984.812500 Penalty: 737.884766 Iteration 1F: 3 clusters Score -156984.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -157112.375000 Penalty: 737.884766 Iteration 2F: 3 clusters Score -157112.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -157220.156250 Penalty: 737.884766 Iteration 3F: 3 clusters Score -157220.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -157323.812500 Penalty: 737.884766 Iteration 4Q: 3 clusters Score -157323.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -157423.828125 Penalty: 737.884766 Iteration 5Q: 3 clusters Score -157423.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -157520.421875 Penalty: 737.884766 Iteration 6Q: 3 clusters Score -157520.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -157616.468750 Penalty: 737.884766 Iteration 7Q: 3 clusters Score -157616.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -157699.406250 Penalty: 737.884766 Iteration 8Q: 3 clusters Score -157699.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -157768.203125 Penalty: 737.884766 Iteration 9Q: 3 clusters Score -157768.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -157825.359375 Penalty: 737.884766 Iteration 10Q: 3 clusters Score -157825.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -157870.468750 Penalty: 737.884766 Iteration 11Q: 3 clusters Score -157870.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -157912.734375 Penalty: 737.884766 Iteration 12Q: 3 clusters Score -157912.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -157945.609375 Penalty: 737.884766 Iteration 13Q: 3 clusters Score -157945.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -157973.203125 Penalty: 737.884766 Iteration 14Q: 3 clusters Score -157973.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -158002.640625 Penalty: 737.884766 Iteration 15Q: 3 clusters Score -158002.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -158027.750000 Penalty: 737.884766 Iteration 16Q: 3 clusters Score -158027.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -158046.578125 Penalty: 737.884766 Iteration 17Q: 3 clusters Score -158046.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -158061.531250 Penalty: 737.884766 Iteration 18Q: 3 clusters Score -158061.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -158071.703125 Penalty: 737.884766 Iteration 19Q: 3 clusters Score -158071.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -158077.656250 Penalty: 737.884766 Iteration 20F: 3 clusters Score -158077.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -158083.390625 Penalty: 737.884766 Iteration 21Q: 3 clusters Score -158083.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -158087.968750 Penalty: 737.884766 Iteration 22Q: 3 clusters Score -158088 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -158091.421875 Penalty: 737.884766 Iteration 23Q: 3 clusters Score -158091.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -158092.640625 Penalty: 737.884766 Iteration 24Q: 3 clusters Score -158092.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -158094.218750 Penalty: 737.884766 Iteration 25Q: 3 clusters Score -158094.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -158096.296875 Penalty: 737.884766 Iteration 26Q: 3 clusters Score -158096.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -158098.687500 Penalty: 737.884766 Iteration 27Q: 3 clusters Score -158098.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -158099.828125 Penalty: 737.884766 Iteration 28Q: 3 clusters Score -158099.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -158101.296875 Penalty: 737.884766 Iteration 29Q: 3 clusters Score -158101.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -158102.453125 Penalty: 737.884766 Iteration 30Q: 3 clusters Score -158102.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -158104.296875 Penalty: 737.884766 Iteration 31Q: 3 clusters Score -158104.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -158107.156250 Penalty: 737.884766 Iteration 32Q: 3 clusters Score -158107.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -158108.375000 Penalty: 737.884766 Iteration 33Q: 3 clusters Score -158108.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -158108.718750 Penalty: 737.884766 Iteration 34Q: 3 clusters Score -158108.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -158109.500000 Penalty: 737.884766 Iteration 35Q: 3 clusters Score -158109.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -158109.500000 Penalty: 737.884766 Iteration 36F: 3 clusters Score -158109.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Entering Unmasked Estep Score: -18052.835938 Penalty: 269.675140 Iteration 0F: 2 clusters Score -18052.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -17633.326172 Penalty: 539.350281 Iteration 0F: 3 clusters Score -17633.33 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -17714.445312 Penalty: 539.350281 Iteration 1F: 3 clusters Score -17714.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -17737.148438 Penalty: 539.350281 Iteration 2F: 3 clusters Score -17737.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -17746.666016 Penalty: 539.350281 Iteration 3Q: 3 clusters Score -17746.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -17751.427734 Penalty: 539.350281 Iteration 4Q: 3 clusters Score -17751.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -17755.378906 Penalty: 539.350281 Iteration 5Q: 3 clusters Score -17755.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -17764.689453 Penalty: 539.350281 Iteration 6Q: 3 clusters Score -17764.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -17771.148438 Penalty: 539.350281 Iteration 7Q: 3 clusters Score -17771.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -17776.353516 Penalty: 539.350281 Iteration 8Q: 3 clusters Score -17776.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -17777.609375 Penalty: 539.350281 Iteration 9Q: 3 clusters Score -17777.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -17777.609375 Penalty: 539.350281 Iteration 10F: 3 clusters Score -17777.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (44689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44689 members Entering Unmasked Estep Score: -2268512.750000 Penalty: 487.190460 Iteration 0F: 2 clusters Score -2268513 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22170 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -2238662.500000 Penalty: 974.380920 Iteration 0F: 3 clusters Score -2238662 nChanged 21491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 26952 members Entering Unmasked Estep Score: -2252481.500000 Penalty: 974.380920 Iteration 1F: 3 clusters Score -2252482 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 29509 members Entering Unmasked Estep Score: -2254272.500000 Penalty: 974.380920 Iteration 2F: 3 clusters Score -2254272 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 32773 members Entering Unmasked Estep Score: -2256897.500000 Penalty: 974.380920 Iteration 3F: 3 clusters Score -2256898 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 36305 members Entering Unmasked Estep Score: -2260019.250000 Penalty: 974.380920 Iteration 4F: 3 clusters Score -2260019 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 39568 members Entering Unmasked Estep Score: -2263098.500000 Penalty: 974.380920 Iteration 5F: 3 clusters Score -2263098 nChanged 2482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 42044 members Entering Unmasked Estep Score: -2265514.250000 Penalty: 974.380920 Iteration 6F: 3 clusters Score -2265514 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 43540 members Entering Unmasked Estep Score: -2266981.000000 Penalty: 974.380920 Iteration 7Q: 3 clusters Score -2266981 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 44251 members Entering Unmasked Estep Score: -2267665.250000 Penalty: 974.380920 Iteration 8Q: 3 clusters Score -2267665 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 44531 members Entering Unmasked Estep Score: -2267948.750000 Penalty: 974.380920 Iteration 9Q: 3 clusters Score -2267949 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 44606 members Entering Unmasked Estep Score: -2268029.250000 Penalty: 974.380920 Iteration 10Q: 3 clusters Score -2268029 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 44617 members Entering Unmasked Estep Score: -2268046.750000 Penalty: 974.380920 Iteration 11Q: 3 clusters Score -2268047 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 44626 members Entering Unmasked Estep Score: -2268065.500000 Penalty: 974.380920 Iteration 12Q: 3 clusters Score -2268066 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 44631 members Entering Unmasked Estep Score: -2268080.250000 Penalty: 974.380920 Iteration 13Q: 3 clusters Score -2268080 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 44635 members Entering Unmasked Estep Score: -2268092.000000 Penalty: 974.380920 Iteration 14Q: 3 clusters Score -2268092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 44635 members Entering Unmasked Estep Score: -2268098.250000 Penalty: 974.380920 Iteration 15Q: 3 clusters Score -2268098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 44636 members Entering Unmasked Estep Score: -2268101.000000 Penalty: 974.380920 Iteration 16Q: 3 clusters Score -2268101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 44636 members Entering Unmasked Estep Score: -2268102.500000 Penalty: 974.380920 Iteration 17Q: 3 clusters Score -2268102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 44637 members Entering Unmasked Estep Score: -2268105.000000 Penalty: 974.380920 Iteration 18Q: 3 clusters Score -2268105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 44637 members Entering Unmasked Estep Score: -2268104.000000 Penalty: 974.380920 Iteration 19Q: 3 clusters Score -2268104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 44637 members Entering Unmasked Estep Score: -2268104.000000 Penalty: 974.380920 Iteration 20F: 3 clusters Score -2268104 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Entering Unmasked Estep Score: -276244.968750 Penalty: 388.182800 Iteration 0F: 2 clusters Score -276245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -272817.281250 Penalty: 776.365601 Iteration 0F: 3 clusters Score -272817.3 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -274298.406250 Penalty: 776.365601 Iteration 1F: 3 clusters Score -274298.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -274504.968750 Penalty: 776.365601 Iteration 2F: 3 clusters Score -274505 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -274675.781250 Penalty: 776.365601 Iteration 3F: 3 clusters Score -274675.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -274896.062500 Penalty: 776.365601 Iteration 4F: 3 clusters Score -274896.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -275134.437500 Penalty: 776.365601 Iteration 5F: 3 clusters Score -275134.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -275354.343750 Penalty: 776.365601 Iteration 6F: 3 clusters Score -275354.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -275522.562500 Penalty: 776.365601 Iteration 7Q: 3 clusters Score -275522.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -275656.312500 Penalty: 776.365601 Iteration 8Q: 3 clusters Score -275656.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -275747.093750 Penalty: 776.365601 Iteration 9Q: 3 clusters Score -275747.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -275807.187500 Penalty: 776.365601 Iteration 10Q: 3 clusters Score -275807.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -275862.750000 Penalty: 776.365601 Iteration 11Q: 3 clusters Score -275862.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -275907.218750 Penalty: 776.365601 Iteration 12Q: 3 clusters Score -275907.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -275936.312500 Penalty: 776.365601 Iteration 13Q: 3 clusters Score -275936.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -275949.562500 Penalty: 776.365601 Iteration 14Q: 3 clusters Score -275949.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -275955.656250 Penalty: 776.365601 Iteration 15Q: 3 clusters Score -275955.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -275957.937500 Penalty: 776.365601 Iteration 16Q: 3 clusters Score -275957.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -275960.156250 Penalty: 776.365601 Iteration 17Q: 3 clusters Score -275960.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -275962.625000 Penalty: 776.365601 Iteration 18Q: 3 clusters Score -275962.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -275966.031250 Penalty: 776.365601 Iteration 19Q: 3 clusters Score -275966 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -275969.406250 Penalty: 776.365601 Iteration 20F: 3 clusters Score -275969.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -275971.312500 Penalty: 776.365601 Iteration 21Q: 3 clusters Score -275971.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -275971.531250 Penalty: 776.365601 Iteration 22Q: 3 clusters Score -275971.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -275971.937500 Penalty: 776.365601 Iteration 23Q: 3 clusters Score -275971.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -275973.062500 Penalty: 776.365601 Iteration 24Q: 3 clusters Score -275973.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -275973.312500 Penalty: 776.365601 Iteration 25Q: 3 clusters Score -275973.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -275973.406250 Penalty: 776.365601 Iteration 26Q: 3 clusters Score -275973.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -275973.406250 Penalty: 776.365601 Iteration 27F: 3 clusters Score -275973.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Entering Unmasked Estep Score: -7064.771973 Penalty: 229.475845 Iteration 0F: 2 clusters Score -7064.772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6801.636719 Penalty: 458.951691 Iteration 0F: 3 clusters Score -6801.637 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6854.010254 Penalty: 458.951691 Iteration 1F: 3 clusters Score -6854.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6876.302734 Penalty: 458.951691 Iteration 2F: 3 clusters Score -6876.303 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6884.999023 Penalty: 458.951691 Iteration 3Q: 3 clusters Score -6884.999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6886.211426 Penalty: 458.951691 Iteration 4Q: 3 clusters Score -6886.211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6886.211426 Penalty: 458.951691 Iteration 5F: 3 clusters Score -6886.211 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5412.069336 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5412.069 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5183.534180 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5183.534 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5227.130859 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5227.131 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5235.545898 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5235.546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5236.001465 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -5236.001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5236.001465 Penalty: 453.508209 Iteration 4F: 3 clusters Score -5236.001 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Entering Unmasked Estep Score: -126351.335938 Penalty: 365.413239 Iteration 0F: 2 clusters Score -126351.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -124231.742188 Penalty: 730.826477 Iteration 0F: 3 clusters Score -124231.7 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -124937.179688 Penalty: 730.826477 Iteration 1F: 3 clusters Score -124937.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -125044.203125 Penalty: 730.826477 Iteration 2F: 3 clusters Score -125044.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -125135.906250 Penalty: 730.826477 Iteration 3F: 3 clusters Score -125135.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -125215.921875 Penalty: 730.826477 Iteration 4Q: 3 clusters Score -125215.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -125285.617188 Penalty: 730.826477 Iteration 5Q: 3 clusters Score -125285.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -125355.132812 Penalty: 730.826477 Iteration 6Q: 3 clusters Score -125355.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -125447.539062 Penalty: 730.826477 Iteration 7Q: 3 clusters Score -125447.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -125540.312500 Penalty: 730.826477 Iteration 8Q: 3 clusters Score -125540.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -125619.968750 Penalty: 730.826477 Iteration 9Q: 3 clusters Score -125620 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -125691.937500 Penalty: 730.826477 Iteration 10Q: 3 clusters Score -125691.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -125768.000000 Penalty: 730.826477 Iteration 11Q: 3 clusters Score -125768 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -125839.007812 Penalty: 730.826477 Iteration 12Q: 3 clusters Score -125839 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -125896.195312 Penalty: 730.826477 Iteration 13Q: 3 clusters Score -125896.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -125947.078125 Penalty: 730.826477 Iteration 14Q: 3 clusters Score -125947.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -125970.148438 Penalty: 730.826477 Iteration 15Q: 3 clusters Score -125970.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -125992.093750 Penalty: 730.826477 Iteration 16Q: 3 clusters Score -125992.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -126005.273438 Penalty: 730.826477 Iteration 17Q: 3 clusters Score -126005.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -126012.859375 Penalty: 730.826477 Iteration 18Q: 3 clusters Score -126012.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -126022.765625 Penalty: 730.826477 Iteration 19Q: 3 clusters Score -126022.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -126035.812500 Penalty: 730.826477 Iteration 20F: 3 clusters Score -126035.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -126045.984375 Penalty: 730.826477 Iteration 21Q: 3 clusters Score -126046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -126053.101562 Penalty: 730.826477 Iteration 22Q: 3 clusters Score -126053.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -126055.937500 Penalty: 730.826477 Iteration 23Q: 3 clusters Score -126055.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -126059.117188 Penalty: 730.826477 Iteration 24Q: 3 clusters Score -126059.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -126061.921875 Penalty: 730.826477 Iteration 25Q: 3 clusters Score -126061.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -126063.812500 Penalty: 730.826477 Iteration 26Q: 3 clusters Score -126063.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -126063.968750 Penalty: 730.826477 Iteration 27Q: 3 clusters Score -126064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -126065.203125 Penalty: 730.826477 Iteration 28Q: 3 clusters Score -126065.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -126065.203125 Penalty: 730.826477 Iteration 29F: 3 clusters Score -126065.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Entering Unmasked Estep Score: -18773.695312 Penalty: 272.838593 Iteration 0F: 2 clusters Score -18773.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -18332.546875 Penalty: 545.677185 Iteration 0F: 3 clusters Score -18332.55 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -18453.367188 Penalty: 545.677185 Iteration 1F: 3 clusters Score -18453.37 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -18480.130859 Penalty: 545.677185 Iteration 2F: 3 clusters Score -18480.13 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18500.367188 Penalty: 545.677185 Iteration 3Q: 3 clusters Score -18500.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -18510.576172 Penalty: 545.677185 Iteration 4Q: 3 clusters Score -18510.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -18512.814453 Penalty: 545.677185 Iteration 5Q: 3 clusters Score -18512.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -18515.814453 Penalty: 545.677185 Iteration 6Q: 3 clusters Score -18515.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -18516.085938 Penalty: 545.677185 Iteration 7Q: 3 clusters Score -18516.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -18516.085938 Penalty: 545.677185 Iteration 8F: 3 clusters Score -18516.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Entering Unmasked Estep Score: -27437.707031 Penalty: 289.044617 Iteration 0F: 2 clusters Score -27437.71 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 281 members Entering Unmasked Estep Score: -26893.662109 Penalty: 578.089233 Iteration 0F: 3 clusters Score -26893.66 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -27032.556641 Penalty: 578.089233 Iteration 1F: 3 clusters Score -27032.56 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -27049.992188 Penalty: 578.089233 Iteration 2F: 3 clusters Score -27049.99 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -27066.925781 Penalty: 578.089233 Iteration 3Q: 3 clusters Score -27066.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -27080.443359 Penalty: 578.089233 Iteration 4Q: 3 clusters Score -27080.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -27098.507812 Penalty: 578.089233 Iteration 5Q: 3 clusters Score -27098.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -27110.115234 Penalty: 578.089233 Iteration 6Q: 3 clusters Score -27110.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27115.792969 Penalty: 578.089233 Iteration 7Q: 3 clusters Score -27115.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27121.666016 Penalty: 578.089233 Iteration 8Q: 3 clusters Score -27121.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27124.900391 Penalty: 578.089233 Iteration 9Q: 3 clusters Score -27124.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -27130.339844 Penalty: 578.089233 Iteration 10Q: 3 clusters Score -27130.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27131.507812 Penalty: 578.089233 Iteration 11Q: 3 clusters Score -27131.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27131.507812 Penalty: 578.089233 Iteration 12F: 3 clusters Score -27131.51 nChanged 0 --- Evaluating fit on full set of 173571 points --- Entering Unmasked Estep Score: -8271418.500000 Penalty: 4940.348145 24->10 Clusters: Score -8271418.500000, best is -8563044.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 57857 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2393 members Mstep: Class 3 contains 2374 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 2512 members Mstep: Class 6 contains 2404 members Mstep: Class 7 contains 2470 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 2428 members Mstep: Class 10 contains 2421 members Mstep: Class 11 contains 2352 members Mstep: Class 12 contains 2442 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2397 members Mstep: Class 15 contains 2369 members Mstep: Class 16 contains 2459 members Mstep: Class 17 contains 2418 members Mstep: Class 18 contains 2377 members Mstep: Class 19 contains 2407 members Mstep: Class 20 contains 2443 members Mstep: Class 21 contains 2387 members Mstep: Class 22 contains 2329 members Mstep: Class 23 contains 2387 members Mstep: Class 24 contains 2463 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 5.434090 but Gain 498.941406 Score: -2471045.750000 Penalty: 11475.635742 Iteration 0F: 24 clusters Score -2471046 nChanged 55168 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 141 members Mstep: Class 3 contains 1254 members Mstep: Class 4 contains 165 members Mstep: Class 5 contains 1099 members Mstep: Class 6 contains 182 members Mstep: Class 7 contains 195 members Mstep: Class 8 contains 297 members Mstep: Class 9 contains 1050 members Mstep: Class 10 contains 762 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 216 members Mstep: Class 14 contains 6116 members Mstep: Class 15 contains 1611 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2229 members Mstep: Class 18 contains 1367 members Mstep: Class 19 contains 1104 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 2547 members Mstep: Class 22 contains 403 members Mstep: Class 23 contains 1843 members Mstep: Class 24 contains 31249 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 23.856796 but Gain 498.940430 Score: -2805742.750000 Penalty: 10976.695312 Iteration 1F: 23 clusters Score -2805743 nChanged 17624 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 50 members Mstep: Class 3 contains 396 members Mstep: Class 4 contains 143 members Mstep: Class 5 contains 360 members Mstep: Class 7 contains 168 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 487 members Mstep: Class 10 contains 285 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 43 members Mstep: Class 14 contains 4351 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 257 members Mstep: Class 17 contains 540 members Mstep: Class 18 contains 729 members Mstep: Class 19 contains 1625 members Mstep: Class 20 contains 798 members Mstep: Class 21 contains 1198 members Mstep: Class 22 contains 124 members Mstep: Class 23 contains 441 members Mstep: Class 24 contains 42339 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 40.031010 but Gain 498.940430 Score: -2832567.500000 Penalty: 10477.754883 Iteration 2F: 22 clusters Score -2832568 nChanged 6598 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 91 members Mstep: Class 3 contains 174 members Mstep: Class 4 contains 91 members Mstep: Class 5 contains 375 members Mstep: Class 7 contains 128 members Mstep: Class 8 contains 282 members Mstep: Class 9 contains 388 members Mstep: Class 10 contains 158 members Mstep: Class 12 contains 425 members Mstep: Class 13 contains 35 members Mstep: Class 14 contains 2201 members Mstep: Class 15 contains 2875 members Mstep: Class 16 contains 98 members Mstep: Class 17 contains 231 members Mstep: Class 18 contains 433 members Mstep: Class 19 contains 2185 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 472 members Mstep: Class 22 contains 56 members Mstep: Class 23 contains 255 members Mstep: Class 24 contains 46546 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 85.006256 but Gain 498.940430 Score: -2840852.500000 Penalty: 9978.814453 Iteration 3F: 21 clusters Score -2840852 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 86 members Mstep: Class 3 contains 112 members Mstep: Class 4 contains 58 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 99 members Mstep: Class 8 contains 299 members Mstep: Class 9 contains 331 members Mstep: Class 10 contains 112 members Mstep: Class 12 contains 328 members Mstep: Class 14 contains 1209 members Mstep: Class 15 contains 3000 members Mstep: Class 16 contains 63 members Mstep: Class 17 contains 140 members Mstep: Class 18 contains 292 members Mstep: Class 19 contains 2519 members Mstep: Class 20 contains 138 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 45 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 48010 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 140.275757 but Gain 498.941406 Score: -2843937.500000 Penalty: 9479.873047 Iteration 4Q: 20 clusters Score -2843938 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 87 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 43 members Mstep: Class 5 contains 489 members Mstep: Class 7 contains 76 members Mstep: Class 8 contains 316 members Mstep: Class 9 contains 312 members Mstep: Class 10 contains 95 members Mstep: Class 12 contains 272 members Mstep: Class 14 contains 764 members Mstep: Class 15 contains 3054 members Mstep: Class 16 contains 54 members Mstep: Class 17 contains 111 members Mstep: Class 18 contains 239 members Mstep: Class 19 contains 2745 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 36 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 48546 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 154.255249 but Gain 498.940430 Score: -2845549.000000 Penalty: 8980.932617 Iteration 5Q: 19 clusters Score -2845549 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 95 members Mstep: Class 4 contains 32 members Mstep: Class 5 contains 532 members Mstep: Class 7 contains 67 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 290 members Mstep: Class 10 contains 88 members Mstep: Class 12 contains 245 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 3074 members Mstep: Class 16 contains 58 members Mstep: Class 17 contains 99 members Mstep: Class 18 contains 207 members Mstep: Class 19 contains 2922 members Mstep: Class 21 contains 263 members Mstep: Class 22 contains 38 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 48733 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 186.164200 but Gain 498.940430 Score: -2846551.250000 Penalty: 8481.992188 Iteration 6Q: 18 clusters Score -2846551 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 97 members Mstep: Class 4 contains 30 members Mstep: Class 5 contains 569 members Mstep: Class 8 contains 317 members Mstep: Class 9 contains 268 members Mstep: Class 10 contains 81 members Mstep: Class 12 contains 226 members Mstep: Class 14 contains 429 members Mstep: Class 15 contains 3132 members Mstep: Class 16 contains 59 members Mstep: Class 17 contains 95 members Mstep: Class 18 contains 186 members Mstep: Class 19 contains 3062 members Mstep: Class 21 contains 252 members Mstep: Class 22 contains 37 members Mstep: Class 23 contains 188 members Mstep: Class 24 contains 48776 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 193.429977 but Gain 498.940918 Score: -2847324.000000 Penalty: 7983.051270 Iteration 7Q: 17 clusters Score -2847324 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 98 members Mstep: Class 5 contains 603 members Mstep: Class 8 contains 318 members Mstep: Class 9 contains 259 members Mstep: Class 10 contains 77 members Mstep: Class 12 contains 208 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 3139 members Mstep: Class 16 contains 61 members Mstep: Class 17 contains 90 members Mstep: Class 18 contains 173 members Mstep: Class 19 contains 3167 members Mstep: Class 21 contains 251 members Mstep: Class 22 contains 38 members Mstep: Class 23 contains 179 members Mstep: Class 24 contains 48770 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 202.932022 but Gain 498.940918 Score: -2847890.500000 Penalty: 7484.110352 Iteration 8Q: 16 clusters Score -2847890 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 102 members Mstep: Class 5 contains 647 members Mstep: Class 8 contains 312 members Mstep: Class 9 contains 254 members Mstep: Class 10 contains 73 members Mstep: Class 12 contains 199 members Mstep: Class 14 contains 355 members Mstep: Class 15 contains 3135 members Mstep: Class 16 contains 61 members Mstep: Class 18 contains 164 members Mstep: Class 19 contains 3240 members Mstep: Class 21 contains 257 members Mstep: Class 22 contains 37 members Mstep: Class 23 contains 182 members Mstep: Class 24 contains 48786 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 217.627151 but Gain 498.940430 Score: -2848463.250000 Penalty: 6985.169922 Iteration 9Q: 15 clusters Score -2848463 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 105 members Mstep: Class 5 contains 678 members Mstep: Class 8 contains 302 members Mstep: Class 9 contains 257 members Mstep: Class 10 contains 68 members Mstep: Class 12 contains 194 members Mstep: Class 14 contains 355 members Mstep: Class 15 contains 3156 members Mstep: Class 16 contains 68 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 3279 members Mstep: Class 21 contains 254 members Mstep: Class 23 contains 179 members Mstep: Class 24 contains 48757 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 240.849854 but Gain 498.940918 Score: -2848960.000000 Penalty: 6486.229004 Iteration 10Q: 14 clusters Score -2848960 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 117 members Mstep: Class 5 contains 711 members Mstep: Class 8 contains 299 members Mstep: Class 9 contains 255 members Mstep: Class 12 contains 178 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 3173 members Mstep: Class 16 contains 73 members Mstep: Class 18 contains 140 members Mstep: Class 19 contains 3320 members Mstep: Class 21 contains 254 members Mstep: Class 23 contains 183 members Mstep: Class 24 contains 48727 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 250.971375 but Gain 498.940430 Score: -2849453.000000 Penalty: 5987.288574 Iteration 11Q: 13 clusters Score -2849453 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 121 members Mstep: Class 5 contains 742 members Mstep: Class 8 contains 294 members Mstep: Class 9 contains 265 members Mstep: Class 12 contains 177 members Mstep: Class 14 contains 435 members Mstep: Class 15 contains 3162 members Mstep: Class 16 contains 72 members Mstep: Class 19 contains 3365 members Mstep: Class 21 contains 259 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 48730 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 388.615082 but Gain 498.940918 Score: -2849856.500000 Penalty: 5488.347656 Iteration 12Q: 12 clusters Score -2849856 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 146 members Mstep: Class 5 contains 804 members Mstep: Class 8 contains 303 members Mstep: Class 9 contains 266 members Mstep: Class 12 contains 185 members Mstep: Class 14 contains 495 members Mstep: Class 15 contains 3175 members Mstep: Class 16 contains 77 members Mstep: Class 19 contains 3390 members Mstep: Class 21 contains 262 members Mstep: Class 24 contains 48700 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 417.090729 but Gain 498.940430 Score: -2850312.750000 Penalty: 4989.407227 Iteration 13Q: 11 clusters Score -2850313 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 171 members Mstep: Class 5 contains 848 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 272 members Mstep: Class 12 contains 194 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 3188 members Mstep: Class 19 contains 3404 members Mstep: Class 21 contains 254 members Mstep: Class 24 contains 48612 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 440.728210 but Gain 498.940918 Score: -2850608.500000 Penalty: 4490.466309 Iteration 14Q: 10 clusters Score -2850608 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 189 members Mstep: Class 5 contains 871 members Mstep: Class 8 contains 296 members Mstep: Class 9 contains 275 members Mstep: Class 12 contains 180 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 3182 members Mstep: Class 19 contains 3520 members Mstep: Class 24 contains 48651 members Entering Unmasked Estep ConsiderDeletion Score: -2851018.000000 Penalty: 4490.466309 Iteration 15Q: 10 clusters Score -2851018 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 199 members Mstep: Class 5 contains 883 members Mstep: Class 8 contains 291 members Mstep: Class 9 contains 265 members Mstep: Class 12 contains 176 members Mstep: Class 14 contains 684 members Mstep: Class 15 contains 3181 members Mstep: Class 19 contains 3559 members Mstep: Class 24 contains 48564 members Entering Unmasked Estep ConsiderDeletion Score: -2851076.000000 Penalty: 4490.466309 Iteration 16Q: 10 clusters Score -2851076 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 201 members Mstep: Class 5 contains 894 members Mstep: Class 8 contains 287 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 175 members Mstep: Class 14 contains 712 members Mstep: Class 15 contains 3179 members Mstep: Class 19 contains 3596 members Mstep: Class 24 contains 48496 members Entering Unmasked Estep ConsiderDeletion Score: -2851112.500000 Penalty: 4490.466309 Iteration 17Q: 10 clusters Score -2851112 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 206 members Mstep: Class 5 contains 901 members Mstep: Class 8 contains 286 members Mstep: Class 9 contains 259 members Mstep: Class 12 contains 175 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 3174 members Mstep: Class 19 contains 3644 members Mstep: Class 24 contains 48420 members Entering Unmasked Estep ConsiderDeletion Score: -2851137.250000 Penalty: 4490.466309 Iteration 18Q: 10 clusters Score -2851137 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 209 members Mstep: Class 5 contains 904 members Mstep: Class 8 contains 284 members Mstep: Class 9 contains 259 members Mstep: Class 12 contains 175 members Mstep: Class 14 contains 752 members Mstep: Class 15 contains 3171 members Mstep: Class 19 contains 3685 members Mstep: Class 24 contains 48363 members Entering Unmasked Estep ConsiderDeletion Score: -2851159.000000 Penalty: 4490.466309 Iteration 19Q: 10 clusters Score -2851159 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 208 members Mstep: Class 5 contains 904 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 260 members Mstep: Class 12 contains 175 members Mstep: Class 14 contains 763 members Mstep: Class 15 contains 3173 members Mstep: Class 19 contains 3699 members Mstep: Class 24 contains 48337 members Entering Unmasked Estep ConsiderDeletion Score: -2851234.000000 Penalty: 4490.466309 Iteration 20F: 10 clusters Score -2851234 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 213 members Mstep: Class 5 contains 925 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 261 members Mstep: Class 12 contains 178 members Mstep: Class 14 contains 771 members Mstep: Class 15 contains 3153 members Mstep: Class 19 contains 3712 members Mstep: Class 24 contains 48312 members Entering Unmasked Estep ConsiderDeletion Score: -2851270.750000 Penalty: 4490.466309 Iteration 21Q: 10 clusters Score -2851271 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 215 members Mstep: Class 5 contains 933 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 259 members Mstep: Class 12 contains 174 members Mstep: Class 14 contains 780 members Mstep: Class 15 contains 3147 members Mstep: Class 19 contains 3720 members Mstep: Class 24 contains 48296 members Entering Unmasked Estep ConsiderDeletion Score: -2851286.250000 Penalty: 4490.466309 Iteration 22Q: 10 clusters Score -2851286 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 221 members Mstep: Class 5 contains 937 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 259 members Mstep: Class 12 contains 169 members Mstep: Class 14 contains 790 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3718 members Mstep: Class 24 contains 48285 members Entering Unmasked Estep ConsiderDeletion Score: -2851303.000000 Penalty: 4490.466309 Iteration 23Q: 10 clusters Score -2851303 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 224 members Mstep: Class 5 contains 934 members Mstep: Class 8 contains 285 members Mstep: Class 9 contains 261 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 800 members Mstep: Class 15 contains 3142 members Mstep: Class 19 contains 3713 members Mstep: Class 24 contains 48279 members Entering Unmasked Estep ConsiderDeletion Score: -2851308.000000 Penalty: 4490.466309 Iteration 24Q: 10 clusters Score -2851308 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 223 members Mstep: Class 5 contains 937 members Mstep: Class 8 contains 285 members Mstep: Class 9 contains 261 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 3140 members Mstep: Class 19 contains 3709 members Mstep: Class 24 contains 48268 members Entering Unmasked Estep ConsiderDeletion Score: -2851311.750000 Penalty: 4490.466309 Iteration 25Q: 10 clusters Score -2851312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 223 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 284 members Mstep: Class 9 contains 260 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 824 members Mstep: Class 15 contains 3141 members Mstep: Class 19 contains 3708 members Mstep: Class 24 contains 48260 members Entering Unmasked Estep ConsiderDeletion Score: -2851318.750000 Penalty: 4490.466309 Iteration 26Q: 10 clusters Score -2851319 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 224 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 284 members Mstep: Class 9 contains 259 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 832 members Mstep: Class 15 contains 3140 members Mstep: Class 19 contains 3703 members Mstep: Class 24 contains 48258 members Entering Unmasked Estep ConsiderDeletion Score: -2851322.250000 Penalty: 4490.466309 Iteration 27Q: 10 clusters Score -2851322 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 260 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 842 members Mstep: Class 15 contains 3140 members Mstep: Class 19 contains 3696 members Mstep: Class 24 contains 48254 members Entering Unmasked Estep ConsiderDeletion Score: -2851325.250000 Penalty: 4490.466309 Iteration 28Q: 10 clusters Score -2851325 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 851 members Mstep: Class 15 contains 3142 members Mstep: Class 19 contains 3686 members Mstep: Class 24 contains 48253 members Entering Unmasked Estep ConsiderDeletion Score: -2851331.750000 Penalty: 4490.466309 Iteration 29Q: 10 clusters Score -2851332 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 266 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 857 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3681 members Mstep: Class 24 contains 48248 members Entering Unmasked Estep ConsiderDeletion Score: -2851327.500000 Penalty: 4490.466309 Iteration 30Q: 10 clusters Score -2851328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 266 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 863 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3677 members Mstep: Class 24 contains 48246 members Entering Unmasked Estep ConsiderDeletion Score: -2851331.000000 Penalty: 4490.466309 Iteration 31Q: 10 clusters Score -2851331 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 266 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 865 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3675 members Mstep: Class 24 contains 48246 members Entering Unmasked Estep ConsiderDeletion Score: -2851331.250000 Penalty: 4490.466309 Iteration 32Q: 10 clusters Score -2851331 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 266 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3671 members Mstep: Class 24 contains 48247 members Entering Unmasked Estep ConsiderDeletion Score: -2851329.500000 Penalty: 4490.466309 Iteration 33Q: 10 clusters Score -2851330 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 266 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 872 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3670 members Mstep: Class 24 contains 48244 members Entering Unmasked Estep ConsiderDeletion Score: -2851331.250000 Penalty: 4490.466309 Iteration 34Q: 10 clusters Score -2851331 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 878 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3669 members Mstep: Class 24 contains 48238 members Entering Unmasked Estep ConsiderDeletion Score: -2851335.500000 Penalty: 4490.466309 Iteration 35Q: 10 clusters Score -2851336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 884 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3668 members Mstep: Class 24 contains 48233 members Entering Unmasked Estep ConsiderDeletion Score: -2851334.500000 Penalty: 4490.466309 Iteration 36Q: 10 clusters Score -2851334 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 225 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 48230 members Entering Unmasked Estep ConsiderDeletion Score: -2851336.750000 Penalty: 4490.466309 Iteration 37Q: 10 clusters Score -2851337 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 226 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 892 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3664 members Mstep: Class 24 contains 48228 members Entering Unmasked Estep ConsiderDeletion Score: -2851335.750000 Penalty: 4490.466309 Iteration 38Q: 10 clusters Score -2851336 nChanged 8 Entering ConstructFrom: Score: -2851335.750000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 1 (228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Entering Unmasked Estep Score: -10292.889648 Penalty: 247.035233 Iteration 0F: 2 clusters Score -10292.89 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 120 members Entering Unmasked Estep Score: -10021.191406 Penalty: 494.070465 Iteration 0F: 3 clusters Score -10021.19 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -10068.416016 Penalty: 494.070465 Iteration 1F: 3 clusters Score -10068.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10086.809570 Penalty: 494.070465 Iteration 2F: 3 clusters Score -10086.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -10091.248047 Penalty: 494.070465 Iteration 3Q: 3 clusters Score -10091.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -10092.323242 Penalty: 494.070465 Iteration 4Q: 3 clusters Score -10092.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -10097.773438 Penalty: 494.070465 Iteration 5Q: 3 clusters Score -10097.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -10102.817383 Penalty: 494.070465 Iteration 6Q: 3 clusters Score -10102.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -10105.863281 Penalty: 494.070465 Iteration 7Q: 3 clusters Score -10105.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -10109.305664 Penalty: 494.070465 Iteration 8Q: 3 clusters Score -10109.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -10112.145508 Penalty: 494.070465 Iteration 9Q: 3 clusters Score -10112.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -10112.145508 Penalty: 494.070465 Iteration 10F: 3 clusters Score -10112.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Entering Unmasked Estep Score: -44621.011719 Penalty: 311.390625 Iteration 0F: 2 clusters Score -44621.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -43864.140625 Penalty: 622.781250 Iteration 0F: 3 clusters Score -43864.14 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -44069.871094 Penalty: 622.781250 Iteration 1F: 3 clusters Score -44069.87 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -44099.914062 Penalty: 622.781250 Iteration 2F: 3 clusters Score -44099.91 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -44119.851562 Penalty: 622.781250 Iteration 3Q: 3 clusters Score -44119.85 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -44135.726562 Penalty: 622.781250 Iteration 4Q: 3 clusters Score -44135.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -44156.613281 Penalty: 622.781250 Iteration 5Q: 3 clusters Score -44156.61 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -44175.957031 Penalty: 622.781250 Iteration 6Q: 3 clusters Score -44175.96 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -44195.730469 Penalty: 622.781250 Iteration 7Q: 3 clusters Score -44195.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -44204.980469 Penalty: 622.781250 Iteration 8Q: 3 clusters Score -44204.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -44209.046875 Penalty: 622.781250 Iteration 9Q: 3 clusters Score -44209.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -44212.324219 Penalty: 622.781250 Iteration 10Q: 3 clusters Score -44212.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -44217.863281 Penalty: 622.781250 Iteration 11Q: 3 clusters Score -44217.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -44224.558594 Penalty: 622.781250 Iteration 12Q: 3 clusters Score -44224.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -44232.949219 Penalty: 622.781250 Iteration 13Q: 3 clusters Score -44232.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -44236.414062 Penalty: 622.781250 Iteration 14Q: 3 clusters Score -44236.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -44238.441406 Penalty: 622.781250 Iteration 15Q: 3 clusters Score -44238.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -44240.773438 Penalty: 622.781250 Iteration 16Q: 3 clusters Score -44240.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -44244.460938 Penalty: 622.781250 Iteration 17Q: 3 clusters Score -44244.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -44246.628906 Penalty: 622.781250 Iteration 18Q: 3 clusters Score -44246.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -44250.964844 Penalty: 622.781250 Iteration 19Q: 3 clusters Score -44250.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -44253.109375 Penalty: 622.781250 Iteration 20F: 3 clusters Score -44253.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -44255.035156 Penalty: 622.781250 Iteration 21Q: 3 clusters Score -44255.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -44256.824219 Penalty: 622.781250 Iteration 22Q: 3 clusters Score -44256.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -44259.285156 Penalty: 622.781250 Iteration 23Q: 3 clusters Score -44259.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -44261.003906 Penalty: 622.781250 Iteration 24Q: 3 clusters Score -44261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -44262.726562 Penalty: 622.781250 Iteration 25Q: 3 clusters Score -44262.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -44264.855469 Penalty: 622.781250 Iteration 26Q: 3 clusters Score -44264.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -44268.214844 Penalty: 622.781250 Iteration 27Q: 3 clusters Score -44268.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -44270.300781 Penalty: 622.781250 Iteration 28Q: 3 clusters Score -44270.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -44271.195312 Penalty: 622.781250 Iteration 29Q: 3 clusters Score -44271.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -44272.058594 Penalty: 622.781250 Iteration 30Q: 3 clusters Score -44272.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -44272.058594 Penalty: 622.781250 Iteration 31F: 3 clusters Score -44272.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Entering Unmasked Estep Score: -13561.893555 Penalty: 256.545135 Iteration 0F: 2 clusters Score -13561.89 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 137 members Entering Unmasked Estep Score: -13200.056641 Penalty: 513.090271 Iteration 0F: 3 clusters Score -13200.06 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13274.538086 Penalty: 513.090271 Iteration 1F: 3 clusters Score -13274.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13290.900391 Penalty: 513.090271 Iteration 2F: 3 clusters Score -13290.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13298.134766 Penalty: 513.090271 Iteration 3Q: 3 clusters Score -13298.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13302.752930 Penalty: 513.090271 Iteration 4Q: 3 clusters Score -13302.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13305.982422 Penalty: 513.090271 Iteration 5Q: 3 clusters Score -13305.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13308.762695 Penalty: 513.090271 Iteration 6Q: 3 clusters Score -13308.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13309.777344 Penalty: 513.090271 Iteration 7Q: 3 clusters Score -13309.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13309.777344 Penalty: 513.090271 Iteration 8F: 3 clusters Score -13309.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -12022.287109 Penalty: 254.219818 Iteration 0F: 2 clusters Score -12022.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -11691.468750 Penalty: 508.439636 Iteration 0F: 3 clusters Score -11691.47 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -11761.925781 Penalty: 508.439636 Iteration 1F: 3 clusters Score -11761.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -11791.445312 Penalty: 508.439636 Iteration 2F: 3 clusters Score -11791.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -11810.858398 Penalty: 508.439636 Iteration 3Q: 3 clusters Score -11810.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -11817.031250 Penalty: 508.439636 Iteration 4Q: 3 clusters Score -11817.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -11818.258789 Penalty: 508.439636 Iteration 5Q: 3 clusters Score -11818.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -11819.550781 Penalty: 508.439636 Iteration 6Q: 3 clusters Score -11819.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -11822.020508 Penalty: 508.439636 Iteration 7Q: 3 clusters Score -11822.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -11823.029297 Penalty: 508.439636 Iteration 8Q: 3 clusters Score -11823.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -11824.127930 Penalty: 508.439636 Iteration 9Q: 3 clusters Score -11824.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -11824.127930 Penalty: 508.439636 Iteration 10F: 3 clusters Score -11824.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -6659.634766 Penalty: 232.595428 Iteration 0F: 2 clusters Score -6659.635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6438.341797 Penalty: 465.190857 Iteration 0F: 3 clusters Score -6438.342 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6517.360352 Penalty: 465.190857 Iteration 1F: 3 clusters Score -6517.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6544.948730 Penalty: 465.190857 Iteration 2F: 3 clusters Score -6544.949 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6567.647461 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -6567.647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6580.214844 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -6580.215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6582.676758 Penalty: 465.190857 Iteration 5Q: 3 clusters Score -6582.677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6583.768066 Penalty: 465.190857 Iteration 6Q: 3 clusters Score -6583.768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6583.768066 Penalty: 465.190857 Iteration 7F: 3 clusters Score -6583.768 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -44484.464844 Penalty: 309.204620 Iteration 0F: 2 clusters Score -44484.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -43729.101562 Penalty: 618.409241 Iteration 0F: 3 clusters Score -43729.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -43926.859375 Penalty: 618.409241 Iteration 1F: 3 clusters Score -43926.86 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -43978.695312 Penalty: 618.409241 Iteration 2F: 3 clusters Score -43978.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -44014.312500 Penalty: 618.409241 Iteration 3F: 3 clusters Score -44014.31 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -44051.746094 Penalty: 618.409241 Iteration 4Q: 3 clusters Score -44051.75 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -44076.214844 Penalty: 618.409241 Iteration 5Q: 3 clusters Score -44076.21 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -44093.031250 Penalty: 618.409241 Iteration 6Q: 3 clusters Score -44093.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -44108.378906 Penalty: 618.409241 Iteration 7Q: 3 clusters Score -44108.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -44119.578125 Penalty: 618.409241 Iteration 8Q: 3 clusters Score -44119.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -44127.226562 Penalty: 618.409241 Iteration 9Q: 3 clusters Score -44127.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -44133.007812 Penalty: 618.409241 Iteration 10Q: 3 clusters Score -44133.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -44148.085938 Penalty: 618.409241 Iteration 11Q: 3 clusters Score -44148.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -44157.128906 Penalty: 618.409241 Iteration 12Q: 3 clusters Score -44157.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -44163.859375 Penalty: 618.409241 Iteration 13Q: 3 clusters Score -44163.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -44169.128906 Penalty: 618.409241 Iteration 14Q: 3 clusters Score -44169.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -44170.414062 Penalty: 618.409241 Iteration 15Q: 3 clusters Score -44170.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -44175.136719 Penalty: 618.409241 Iteration 16Q: 3 clusters Score -44175.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -44179.128906 Penalty: 618.409241 Iteration 17Q: 3 clusters Score -44179.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44180.574219 Penalty: 618.409241 Iteration 18Q: 3 clusters Score -44180.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -44182.203125 Penalty: 618.409241 Iteration 19Q: 3 clusters Score -44182.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -44182.601562 Penalty: 618.409241 Iteration 20F: 3 clusters Score -44182.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Entering Unmasked Estep Score: -128611.109375 Penalty: 366.408447 Iteration 0F: 2 clusters Score -128611.1 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 1611 members Entering Unmasked Estep Score: -126432.390625 Penalty: 732.816895 Iteration 0F: 3 clusters Score -126432.4 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -127239.328125 Penalty: 732.816895 Iteration 1F: 3 clusters Score -127239.3 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -127414.656250 Penalty: 732.816895 Iteration 2F: 3 clusters Score -127414.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -127633.914062 Penalty: 732.816895 Iteration 3F: 3 clusters Score -127633.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -127847.625000 Penalty: 732.816895 Iteration 4F: 3 clusters Score -127847.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -128017.820312 Penalty: 732.816895 Iteration 5F: 3 clusters Score -128017.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -128164.335938 Penalty: 732.816895 Iteration 6F: 3 clusters Score -128164.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -128246.992188 Penalty: 732.816895 Iteration 7Q: 3 clusters Score -128247 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -128312.710938 Penalty: 732.816895 Iteration 8Q: 3 clusters Score -128312.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -128354.296875 Penalty: 732.816895 Iteration 9Q: 3 clusters Score -128354.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -128379.125000 Penalty: 732.816895 Iteration 10Q: 3 clusters Score -128379.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -128395.843750 Penalty: 732.816895 Iteration 11Q: 3 clusters Score -128395.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -128406.085938 Penalty: 732.816895 Iteration 12Q: 3 clusters Score -128406.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -128409.085938 Penalty: 732.816895 Iteration 13Q: 3 clusters Score -128409.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -128411.578125 Penalty: 732.816895 Iteration 14Q: 3 clusters Score -128411.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -128414.203125 Penalty: 732.816895 Iteration 15Q: 3 clusters Score -128414.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -128417.476562 Penalty: 732.816895 Iteration 16Q: 3 clusters Score -128417.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -128419.242188 Penalty: 732.816895 Iteration 17Q: 3 clusters Score -128419.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -128419.242188 Penalty: 732.816895 Iteration 18F: 3 clusters Score -128419.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Entering Unmasked Estep Score: -178524.125000 Penalty: 373.374695 Iteration 0F: 2 clusters Score -178524.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -175992.640625 Penalty: 746.749390 Iteration 0F: 3 clusters Score -175992.6 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -176905.640625 Penalty: 746.749390 Iteration 1F: 3 clusters Score -176905.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -177020.781250 Penalty: 746.749390 Iteration 2F: 3 clusters Score -177020.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -177114.140625 Penalty: 746.749390 Iteration 3F: 3 clusters Score -177114.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -177204.265625 Penalty: 746.749390 Iteration 4Q: 3 clusters Score -177204.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -177298.109375 Penalty: 746.749390 Iteration 5F: 3 clusters Score -177298.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -177398.484375 Penalty: 746.749390 Iteration 6Q: 3 clusters Score -177398.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -177509.421875 Penalty: 746.749390 Iteration 7F: 3 clusters Score -177509.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -177640.562500 Penalty: 746.749390 Iteration 8F: 3 clusters Score -177640.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -177778.703125 Penalty: 746.749390 Iteration 9F: 3 clusters Score -177778.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -177910.031250 Penalty: 746.749390 Iteration 10Q: 3 clusters Score -177910 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -178029.968750 Penalty: 746.749390 Iteration 11Q: 3 clusters Score -178030 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -178132.406250 Penalty: 746.749390 Iteration 12Q: 3 clusters Score -178132.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -178185.796875 Penalty: 746.749390 Iteration 13Q: 3 clusters Score -178185.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -178207.171875 Penalty: 746.749390 Iteration 14Q: 3 clusters Score -178207.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -178216.515625 Penalty: 746.749390 Iteration 15Q: 3 clusters Score -178216.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -178221.156250 Penalty: 746.749390 Iteration 16Q: 3 clusters Score -178221.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -178224.859375 Penalty: 746.749390 Iteration 17Q: 3 clusters Score -178224.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -178226.984375 Penalty: 746.749390 Iteration 18Q: 3 clusters Score -178227 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -178229.921875 Penalty: 746.749390 Iteration 19Q: 3 clusters Score -178229.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -178233.375000 Penalty: 746.749390 Iteration 20F: 3 clusters Score -178233.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -178235.093750 Penalty: 746.749390 Iteration 21Q: 3 clusters Score -178235.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -178236.156250 Penalty: 746.749390 Iteration 22Q: 3 clusters Score -178236.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -178236.828125 Penalty: 746.749390 Iteration 23Q: 3 clusters Score -178236.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -178237.781250 Penalty: 746.749390 Iteration 24Q: 3 clusters Score -178237.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -178239.171875 Penalty: 746.749390 Iteration 25Q: 3 clusters Score -178239.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -178241.187500 Penalty: 746.749390 Iteration 26Q: 3 clusters Score -178241.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -178241.437500 Penalty: 746.749390 Iteration 27Q: 3 clusters Score -178241.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -178241.437500 Penalty: 746.749390 Iteration 28F: 3 clusters Score -178241.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (48225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48225 members Entering Unmasked Estep Score: -2455380.750000 Penalty: 490.655304 Iteration 0F: 2 clusters Score -2455381 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 24110 members Entering Unmasked Estep Score: -2422964.250000 Penalty: 981.310608 Iteration 0F: 3 clusters Score -2422964 nChanged 23610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25319 members Mstep: Class 2 contains 22906 members Entering Unmasked Estep Score: -2437482.750000 Penalty: 981.310608 Iteration 1F: 3 clusters Score -2437483 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26068 members Mstep: Class 2 contains 22157 members Entering Unmasked Estep Score: -2439004.000000 Penalty: 981.310608 Iteration 2F: 3 clusters Score -2439004 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27105 members Mstep: Class 2 contains 21120 members Entering Unmasked Estep Score: -2441398.000000 Penalty: 981.310608 Iteration 3F: 3 clusters Score -2441398 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28091 members Mstep: Class 2 contains 20134 members Entering Unmasked Estep Score: -2444555.500000 Penalty: 981.310608 Iteration 4F: 3 clusters Score -2444556 nChanged 3560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28869 members Mstep: Class 2 contains 19356 members Entering Unmasked Estep Score: -2447773.500000 Penalty: 981.310608 Iteration 5F: 3 clusters Score -2447774 nChanged 3010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29179 members Mstep: Class 2 contains 19046 members Entering Unmasked Estep Score: -2449799.750000 Penalty: 981.310608 Iteration 6F: 3 clusters Score -2449800 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29278 members Mstep: Class 2 contains 18947 members Entering Unmasked Estep Score: -2450623.000000 Penalty: 981.310608 Iteration 7Q: 3 clusters Score -2450623 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29360 members Mstep: Class 2 contains 18865 members Entering Unmasked Estep Score: -2451004.000000 Penalty: 981.310608 Iteration 8Q: 3 clusters Score -2451004 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29428 members Mstep: Class 2 contains 18797 members Entering Unmasked Estep Score: -2451230.750000 Penalty: 981.310608 Iteration 9Q: 3 clusters Score -2451231 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29461 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -2451388.000000 Penalty: 981.310608 Iteration 10Q: 3 clusters Score -2451388 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29524 members Mstep: Class 2 contains 18701 members Entering Unmasked Estep Score: -2451493.500000 Penalty: 981.310608 Iteration 11Q: 3 clusters Score -2451494 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29540 members Mstep: Class 2 contains 18685 members Entering Unmasked Estep Score: -2451569.250000 Penalty: 981.310608 Iteration 12Q: 3 clusters Score -2451569 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29533 members Mstep: Class 2 contains 18692 members Entering Unmasked Estep Score: -2451634.750000 Penalty: 981.310608 Iteration 13Q: 3 clusters Score -2451635 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29513 members Mstep: Class 2 contains 18712 members Entering Unmasked Estep Score: -2451684.000000 Penalty: 981.310608 Iteration 14Q: 3 clusters Score -2451684 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29498 members Mstep: Class 2 contains 18727 members Entering Unmasked Estep Score: -2451733.000000 Penalty: 981.310608 Iteration 15Q: 3 clusters Score -2451733 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29487 members Mstep: Class 2 contains 18738 members Entering Unmasked Estep Score: -2451780.750000 Penalty: 981.310608 Iteration 16Q: 3 clusters Score -2451781 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29470 members Mstep: Class 2 contains 18755 members Entering Unmasked Estep Score: -2451805.500000 Penalty: 981.310608 Iteration 17Q: 3 clusters Score -2451806 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29460 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -2451836.000000 Penalty: 981.310608 Iteration 18Q: 3 clusters Score -2451836 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29468 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -2451879.250000 Penalty: 981.310608 Iteration 19Q: 3 clusters Score -2451879 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29473 members Mstep: Class 2 contains 18752 members Entering Unmasked Estep Score: -2451907.750000 Penalty: 981.310608 Iteration 20F: 3 clusters Score -2451908 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29486 members Mstep: Class 2 contains 18739 members Entering Unmasked Estep Score: -2451921.250000 Penalty: 981.310608 Iteration 21Q: 3 clusters Score -2451921 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29499 members Mstep: Class 2 contains 18726 members Entering Unmasked Estep Score: -2451928.250000 Penalty: 981.310608 Iteration 22Q: 3 clusters Score -2451928 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29512 members Mstep: Class 2 contains 18713 members Entering Unmasked Estep Score: -2451939.250000 Penalty: 981.310608 Iteration 23Q: 3 clusters Score -2451939 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29538 members Mstep: Class 2 contains 18687 members Entering Unmasked Estep Score: -2451948.500000 Penalty: 981.310608 Iteration 24Q: 3 clusters Score -2451948 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 18654 members Entering Unmasked Estep Score: -2451964.750000 Penalty: 981.310608 Iteration 25Q: 3 clusters Score -2451965 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29598 members Mstep: Class 2 contains 18627 members Entering Unmasked Estep Score: -2451968.250000 Penalty: 981.310608 Iteration 26Q: 3 clusters Score -2451968 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29639 members Mstep: Class 2 contains 18586 members Entering Unmasked Estep Score: -2451966.750000 Penalty: 981.310608 Iteration 27Q: 3 clusters Score -2451967 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29681 members Mstep: Class 2 contains 18544 members Entering Unmasked Estep Score: -2451971.750000 Penalty: 981.310608 Iteration 28Q: 3 clusters Score -2451972 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29726 members Mstep: Class 2 contains 18499 members Entering Unmasked Estep Score: -2451983.500000 Penalty: 981.310608 Iteration 29Q: 3 clusters Score -2451984 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29784 members Mstep: Class 2 contains 18441 members Entering Unmasked Estep Score: -2452001.750000 Penalty: 981.310608 Iteration 30Q: 3 clusters Score -2452002 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29847 members Mstep: Class 2 contains 18378 members Entering Unmasked Estep Score: -2452008.500000 Penalty: 981.310608 Iteration 31Q: 3 clusters Score -2452008 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29900 members Mstep: Class 2 contains 18325 members Entering Unmasked Estep Score: -2452019.000000 Penalty: 981.310608 Iteration 32Q: 3 clusters Score -2452019 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29951 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -2452021.000000 Penalty: 981.310608 Iteration 33Q: 3 clusters Score -2452021 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29992 members Mstep: Class 2 contains 18233 members Entering Unmasked Estep Score: -2452032.250000 Penalty: 981.310608 Iteration 34Q: 3 clusters Score -2452032 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30030 members Mstep: Class 2 contains 18195 members Entering Unmasked Estep Score: -2452024.250000 Penalty: 981.310608 Iteration 35Q: 3 clusters Score -2452024 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30065 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -2452027.500000 Penalty: 981.310608 Iteration 36Q: 3 clusters Score -2452028 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30108 members Mstep: Class 2 contains 18117 members Entering Unmasked Estep Score: -2452029.000000 Penalty: 981.310608 Iteration 37Q: 3 clusters Score -2452029 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30161 members Mstep: Class 2 contains 18064 members Entering Unmasked Estep Score: -2452030.750000 Penalty: 981.310608 Iteration 38Q: 3 clusters Score -2452031 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30198 members Mstep: Class 2 contains 18027 members Entering Unmasked Estep Score: -2452034.500000 Penalty: 981.310608 Iteration 39Q: 3 clusters Score -2452034 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30238 members Mstep: Class 2 contains 17987 members Entering Unmasked Estep Score: -2452042.000000 Penalty: 981.310608 Iteration 40F: 3 clusters Score -2452042 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30264 members Mstep: Class 2 contains 17961 members Entering Unmasked Estep Score: -2452050.000000 Penalty: 981.310608 Iteration 41Q: 3 clusters Score -2452050 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30290 members Mstep: Class 2 contains 17935 members Entering Unmasked Estep Score: -2452043.000000 Penalty: 981.310608 Iteration 42Q: 3 clusters Score -2452043 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30315 members Mstep: Class 2 contains 17910 members Entering Unmasked Estep Score: -2452050.000000 Penalty: 981.310608 Iteration 43Q: 3 clusters Score -2452050 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30335 members Mstep: Class 2 contains 17890 members Entering Unmasked Estep Score: -2452053.000000 Penalty: 981.310608 Iteration 44Q: 3 clusters Score -2452053 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30357 members Mstep: Class 2 contains 17868 members Entering Unmasked Estep Score: -2452050.250000 Penalty: 981.310608 Iteration 45Q: 3 clusters Score -2452050 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30379 members Mstep: Class 2 contains 17846 members Entering Unmasked Estep Score: -2452052.000000 Penalty: 981.310608 Iteration 46Q: 3 clusters Score -2452052 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30399 members Mstep: Class 2 contains 17826 members Entering Unmasked Estep Score: -2452058.000000 Penalty: 981.310608 Iteration 47Q: 3 clusters Score -2452058 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30421 members Mstep: Class 2 contains 17804 members Entering Unmasked Estep Score: -2452062.250000 Penalty: 981.310608 Iteration 48Q: 3 clusters Score -2452062 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30442 members Mstep: Class 2 contains 17783 members Entering Unmasked Estep Score: -2452055.250000 Penalty: 981.310608 Iteration 49Q: 3 clusters Score -2452055 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30467 members Mstep: Class 2 contains 17758 members Entering Unmasked Estep Score: -2452053.750000 Penalty: 981.310608 Iteration 50Q: 3 clusters Score -2452054 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30486 members Mstep: Class 2 contains 17739 members Entering Unmasked Estep Score: -2452055.250000 Penalty: 981.310608 Iteration 51Q: 3 clusters Score -2452055 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30499 members Mstep: Class 2 contains 17726 members Entering Unmasked Estep Score: -2452057.000000 Penalty: 981.310608 Iteration 52Q: 3 clusters Score -2452057 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30513 members Mstep: Class 2 contains 17712 members Entering Unmasked Estep Score: -2452062.750000 Penalty: 981.310608 Iteration 53Q: 3 clusters Score -2452063 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30529 members Mstep: Class 2 contains 17696 members Entering Unmasked Estep Score: -2452066.000000 Penalty: 981.310608 Iteration 54Q: 3 clusters Score -2452066 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30546 members Mstep: Class 2 contains 17679 members Entering Unmasked Estep Score: -2452066.750000 Penalty: 981.310608 Iteration 55Q: 3 clusters Score -2452067 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30571 members Mstep: Class 2 contains 17654 members Entering Unmasked Estep Score: -2452066.500000 Penalty: 981.310608 Iteration 56Q: 3 clusters Score -2452066 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30596 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -2452061.000000 Penalty: 981.310608 Iteration 57Q: 3 clusters Score -2452061 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30615 members Mstep: Class 2 contains 17610 members Entering Unmasked Estep Score: -2452059.500000 Penalty: 981.310608 Iteration 58Q: 3 clusters Score -2452060 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30642 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -2452064.250000 Penalty: 981.310608 Iteration 59Q: 3 clusters Score -2452064 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30675 members Mstep: Class 2 contains 17550 members Entering Unmasked Estep Score: -2452057.000000 Penalty: 981.310608 Iteration 60F: 3 clusters Score -2452057 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30702 members Mstep: Class 2 contains 17523 members Entering Unmasked Estep Score: -2452059.500000 Penalty: 981.310608 Iteration 61Q: 3 clusters Score -2452060 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30736 members Mstep: Class 2 contains 17489 members Entering Unmasked Estep Score: -2452060.500000 Penalty: 981.310608 Iteration 62Q: 3 clusters Score -2452060 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30770 members Mstep: Class 2 contains 17455 members Entering Unmasked Estep Score: -2452063.250000 Penalty: 981.310608 Iteration 63Q: 3 clusters Score -2452063 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30800 members Mstep: Class 2 contains 17425 members Entering Unmasked Estep Score: -2452066.000000 Penalty: 981.310608 Iteration 64Q: 3 clusters Score -2452066 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30835 members Mstep: Class 2 contains 17390 members Entering Unmasked Estep Score: -2452064.750000 Penalty: 981.310608 Iteration 65Q: 3 clusters Score -2452065 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30875 members Mstep: Class 2 contains 17350 members Entering Unmasked Estep Score: -2452061.250000 Penalty: 981.310608 Iteration 66Q: 3 clusters Score -2452061 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30902 members Mstep: Class 2 contains 17323 members Entering Unmasked Estep Score: -2452066.500000 Penalty: 981.310608 Iteration 67Q: 3 clusters Score -2452066 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30934 members Mstep: Class 2 contains 17291 members Entering Unmasked Estep Score: -2452066.500000 Penalty: 981.310608 Iteration 68Q: 3 clusters Score -2452066 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30966 members Mstep: Class 2 contains 17259 members Entering Unmasked Estep Score: -2452068.250000 Penalty: 981.310608 Iteration 69Q: 3 clusters Score -2452068 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30990 members Mstep: Class 2 contains 17235 members Entering Unmasked Estep Score: -2452069.250000 Penalty: 981.310608 Iteration 70Q: 3 clusters Score -2452069 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31001 members Mstep: Class 2 contains 17224 members Entering Unmasked Estep Score: -2452076.250000 Penalty: 981.310608 Iteration 71Q: 3 clusters Score -2452076 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31007 members Mstep: Class 2 contains 17218 members Entering Unmasked Estep Score: -2452076.000000 Penalty: 981.310608 Iteration 72Q: 3 clusters Score -2452076 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31017 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -2452076.750000 Penalty: 981.310608 Iteration 73Q: 3 clusters Score -2452077 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31026 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -2452070.000000 Penalty: 981.310608 Iteration 74Q: 3 clusters Score -2452070 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31039 members Mstep: Class 2 contains 17186 members Entering Unmasked Estep Score: -2452068.000000 Penalty: 981.310608 Iteration 75Q: 3 clusters Score -2452068 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31055 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -2452062.000000 Penalty: 981.310608 Iteration 76Q: 3 clusters Score -2452062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31076 members Mstep: Class 2 contains 17149 members Entering Unmasked Estep Score: -2452064.750000 Penalty: 981.310608 Iteration 77Q: 3 clusters Score -2452065 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31107 members Mstep: Class 2 contains 17118 members Entering Unmasked Estep Score: -2452073.250000 Penalty: 981.310608 Iteration 78Q: 3 clusters Score -2452073 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31139 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -2452074.500000 Penalty: 981.310608 Iteration 79Q: 3 clusters Score -2452074 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31175 members Mstep: Class 2 contains 17050 members Entering Unmasked Estep Score: -2452078.750000 Penalty: 981.310608 Iteration 80F: 3 clusters Score -2452079 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 16992 members Entering Unmasked Estep Score: -2452079.250000 Penalty: 981.310608 Iteration 81Q: 3 clusters Score -2452079 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31290 members Mstep: Class 2 contains 16935 members Entering Unmasked Estep Score: -2452083.500000 Penalty: 981.310608 Iteration 82Q: 3 clusters Score -2452084 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31340 members Mstep: Class 2 contains 16885 members Entering Unmasked Estep Score: -2452080.500000 Penalty: 981.310608 Iteration 83Q: 3 clusters Score -2452080 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31373 members Mstep: Class 2 contains 16852 members Entering Unmasked Estep Score: -2452083.000000 Penalty: 981.310608 Iteration 84Q: 3 clusters Score -2452083 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31413 members Mstep: Class 2 contains 16812 members Entering Unmasked Estep Score: -2452080.250000 Penalty: 981.310608 Iteration 85Q: 3 clusters Score -2452080 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31469 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -2452081.250000 Penalty: 981.310608 Iteration 86Q: 3 clusters Score -2452081 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31526 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -2452085.500000 Penalty: 981.310608 Iteration 87Q: 3 clusters Score -2452086 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31584 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -2452094.250000 Penalty: 981.310608 Iteration 88Q: 3 clusters Score -2452094 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31641 members Mstep: Class 2 contains 16584 members Entering Unmasked Estep Score: -2452101.000000 Penalty: 981.310608 Iteration 89Q: 3 clusters Score -2452101 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31696 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -2452104.000000 Penalty: 981.310608 Iteration 90Q: 3 clusters Score -2452104 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 16476 members Entering Unmasked Estep Score: -2452105.500000 Penalty: 981.310608 Iteration 91Q: 3 clusters Score -2452106 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31806 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -2452110.000000 Penalty: 981.310608 Iteration 92Q: 3 clusters Score -2452110 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31862 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -2452114.000000 Penalty: 981.310608 Iteration 93Q: 3 clusters Score -2452114 nChanged 60 Entering Unmasked Mstep 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32196 members Mstep: Class 2 contains 16029 members Entering Unmasked Estep Score: -2452109.500000 Penalty: 981.310608 Iteration 98Q: 3 clusters Score -2452110 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32266 members Mstep: Class 2 contains 15959 members Entering Unmasked Estep Score: -2452108.750000 Penalty: 981.310608 Iteration 99Q: 3 clusters Score -2452109 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32341 members Mstep: Class 2 contains 15884 members Entering Unmasked Estep Score: -2452109.500000 Penalty: 981.310608 Iteration 100F: 3 clusters Score -2452110 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32409 members Mstep: Class 2 contains 15816 members Entering Unmasked Estep Score: -2452119.000000 Penalty: 981.310608 Iteration 101Q: 3 clusters Score -2452119 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32486 members Mstep: Class 2 contains 15739 members Entering Unmasked Estep Score: -2452122.750000 Penalty: 981.310608 Iteration 102Q: 3 clusters Score -2452123 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32562 members Mstep: Class 2 contains 15663 members Entering Unmasked Estep Score: -2452125.000000 Penalty: 981.310608 Iteration 103Q: 3 clusters Score -2452125 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32641 members Mstep: Class 2 contains 15584 members Entering Unmasked Estep Score: -2452133.750000 Penalty: 981.310608 Iteration 104Q: 3 clusters Score -2452134 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32725 members Mstep: Class 2 contains 15500 members Entering Unmasked Estep Score: -2452143.250000 Penalty: 981.310608 Iteration 105Q: 3 clusters Score -2452143 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32815 members Mstep: Class 2 contains 15410 members Entering Unmasked Estep Score: -2452145.250000 Penalty: 981.310608 Iteration 106Q: 3 clusters Score -2452145 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32901 members Mstep: Class 2 contains 15324 members Entering Unmasked Estep Score: -2452148.500000 Penalty: 981.310608 Iteration 107Q: 3 clusters Score -2452148 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32991 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -2452156.500000 Penalty: 981.310608 Iteration 108Q: 3 clusters Score -2452156 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33072 members Mstep: Class 2 contains 15153 members Entering Unmasked Estep Score: -2452156.500000 Penalty: 981.310608 Iteration 109Q: 3 clusters Score -2452156 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33158 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -2452154.000000 Penalty: 981.310608 Iteration 110Q: 3 clusters Score -2452154 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33264 members Mstep: Class 2 contains 14961 members Entering Unmasked Estep Score: -2452155.250000 Penalty: 981.310608 Iteration 111Q: 3 clusters Score -2452155 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33364 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -2452158.750000 Penalty: 981.310608 Iteration 112Q: 3 clusters Score -2452159 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33462 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2452191.500000 Penalty: 981.310608 Iteration 117Q: 3 clusters Score -2452192 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33882 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -2452199.000000 Penalty: 981.310608 Iteration 118Q: 3 clusters Score -2452199 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33950 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -2452194.500000 Penalty: 981.310608 Iteration 119Q: 3 clusters Score -2452194 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34009 members Mstep: Class 2 contains 14216 members Entering Unmasked Estep Score: -2452195.750000 Penalty: 981.310608 Iteration 120F: 3 clusters Score -2452196 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34075 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -2452201.750000 Penalty: 981.310608 Iteration 121Q: 3 clusters Score -2452202 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34144 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -2452199.000000 Penalty: 981.310608 Iteration 122Q: 3 clusters Score -2452199 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34210 members Mstep: Class 2 contains 14015 members Entering Unmasked Estep Score: -2452209.500000 Penalty: 981.310608 Iteration 123Q: 3 clusters Score -2452210 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34295 members Mstep: Class 2 contains 13930 members Entering Unmasked Estep Score: -2452213.000000 Penalty: 981.310608 Iteration 124Q: 3 clusters Score -2452213 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34374 members 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-2452553.250000 Penalty: 981.310608 Iteration 152Q: 3 clusters Score -2452553 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38753 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -2452593.750000 Penalty: 981.310608 Iteration 153Q: 3 clusters Score -2452594 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38982 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -2452634.250000 Penalty: 981.310608 Iteration 154Q: 3 clusters Score -2452634 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39218 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -2452672.750000 Penalty: 981.310608 Iteration 155Q: 3 clusters Score -2452673 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39460 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -2452702.750000 Penalty: 981.310608 Iteration 156Q: 3 clusters Score -2452703 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39709 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -2452743.750000 Penalty: 981.310608 Iteration 157Q: 3 clusters Score -2452744 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39970 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -2452789.000000 Penalty: 981.310608 Iteration 158Q: 3 clusters Score -2452789 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40254 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -2452831.000000 Penalty: 981.310608 Iteration 159Q: 3 clusters Score -2452831 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40522 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -2452881.750000 Penalty: 981.310608 Iteration 160F: 3 clusters Score -2452882 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40791 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -2452935.250000 Penalty: 981.310608 Iteration 161Q: 3 clusters Score -2452935 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41109 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -2452989.750000 Penalty: 981.310608 Iteration 162Q: 3 clusters Score -2452990 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41444 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -2453067.250000 Penalty: 981.310608 Iteration 163Q: 3 clusters Score -2453067 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41787 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -2453132.500000 Penalty: 981.310608 Iteration 164Q: 3 clusters Score -2453132 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42117 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -2453196.750000 Penalty: 981.310608 Iteration 165Q: 3 clusters Score -2453197 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42473 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -2453284.250000 Penalty: 981.310608 Iteration 166Q: 3 clusters Score -2453284 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42828 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -2453360.750000 Penalty: 981.310608 Iteration 167Q: 3 clusters Score -2453361 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43164 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -2453441.250000 Penalty: 981.310608 Iteration 168Q: 3 clusters Score -2453441 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43491 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -2453538.250000 Penalty: 981.310608 Iteration 169Q: 3 clusters Score -2453538 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43819 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -2453624.750000 Penalty: 981.310608 Iteration 170Q: 3 clusters Score -2453625 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44177 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -2453725.500000 Penalty: 981.310608 Iteration 171Q: 3 clusters Score -2453726 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44551 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -2453831.500000 Penalty: 981.310608 Iteration 172Q: 3 clusters Score -2453832 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44919 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -2453956.000000 Penalty: 981.310608 Iteration 173Q: 3 clusters Score -2453956 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45272 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -2454083.000000 Penalty: 981.310608 Iteration 174Q: 3 clusters Score -2454083 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45616 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -2454206.250000 Penalty: 981.310608 Iteration 175Q: 3 clusters Score -2454206 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45955 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -2454364.000000 Penalty: 981.310608 Iteration 176Q: 3 clusters Score -2454364 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46257 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -2454468.500000 Penalty: 981.310608 Iteration 177Q: 3 clusters Score -2454468 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46498 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -2454576.750000 Penalty: 981.310608 Iteration 178Q: 3 clusters Score -2454577 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46722 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -2454668.500000 Penalty: 981.310608 Iteration 179Q: 3 clusters Score -2454668 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46898 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -2454727.250000 Penalty: 981.310608 Iteration 180F: 3 clusters Score -2454727 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47041 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2454793.500000 Penalty: 981.310608 Iteration 181Q: 3 clusters Score -2454794 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47166 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -2454846.750000 Penalty: 981.310608 Iteration 182Q: 3 clusters Score -2454847 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47255 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -2454882.500000 Penalty: 981.310608 Iteration 183Q: 3 clusters Score -2454882 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47341 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -2454909.000000 Penalty: 981.310608 Iteration 184Q: 3 clusters Score -2454909 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47405 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -2454919.500000 Penalty: 981.310608 Iteration 185Q: 3 clusters Score -2454920 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47455 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -2454930.500000 Penalty: 981.310608 Iteration 186Q: 3 clusters Score -2454930 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47507 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -2454961.750000 Penalty: 981.310608 Iteration 187Q: 3 clusters Score -2454962 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47559 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -2454979.000000 Penalty: 981.310608 Iteration 188Q: 3 clusters Score -2454979 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47605 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -2455001.750000 Penalty: 981.310608 Iteration 189Q: 3 clusters Score -2455002 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47635 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -2455007.750000 Penalty: 981.310608 Iteration 190Q: 3 clusters Score -2455008 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47664 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -2455018.750000 Penalty: 981.310608 Iteration 191Q: 3 clusters Score -2455019 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47686 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -2455025.250000 Penalty: 981.310608 Iteration 192Q: 3 clusters Score -2455025 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47704 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -2455030.750000 Penalty: 981.310608 Iteration 193Q: 3 clusters Score -2455031 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47727 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -2455035.500000 Penalty: 981.310608 Iteration 194Q: 3 clusters Score -2455036 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47740 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -2455035.750000 Penalty: 981.310608 Iteration 195Q: 3 clusters Score -2455036 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47751 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -2455045.750000 Penalty: 981.310608 Iteration 196Q: 3 clusters Score -2455046 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47757 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -2455044.750000 Penalty: 981.310608 Iteration 197Q: 3 clusters Score -2455045 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47758 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -2455047.500000 Penalty: 981.310608 Iteration 198Q: 3 clusters Score -2455048 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47761 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -2455051.000000 Penalty: 981.310608 Iteration 199Q: 3 clusters Score -2455051 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47767 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -2455051.250000 Penalty: 981.310608 Iteration 200F: 3 clusters Score -2455051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47772 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -2455053.750000 Penalty: 981.310608 Iteration 201Q: 3 clusters Score -2455054 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47775 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -2455053.500000 Penalty: 981.310608 Iteration 202Q: 3 clusters Score -2455054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47782 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -2455053.750000 Penalty: 981.310608 Iteration 203Q: 3 clusters Score -2455054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47790 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -2455057.250000 Penalty: 981.310608 Iteration 204Q: 3 clusters Score -2455057 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47802 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -2455062.000000 Penalty: 981.310608 Iteration 205Q: 3 clusters Score -2455062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47806 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -2455064.250000 Penalty: 981.310608 Iteration 206Q: 3 clusters Score -2455064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47807 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2455068.500000 Penalty: 981.310608 Iteration 207Q: 3 clusters Score -2455068 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47811 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -2455062.750000 Penalty: 981.310608 Iteration 208Q: 3 clusters Score -2455063 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47814 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -2455063.750000 Penalty: 981.310608 Iteration 209Q: 3 clusters Score -2455064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47820 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -2455066.500000 Penalty: 981.310608 Iteration 210Q: 3 clusters Score -2455066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47826 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -2455066.250000 Penalty: 981.310608 Iteration 211Q: 3 clusters Score -2455066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47828 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -2455066.000000 Penalty: 981.310608 Iteration 212Q: 3 clusters Score -2455066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47832 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -2455067.000000 Penalty: 981.310608 Iteration 213Q: 3 clusters Score -2455067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47837 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -2455067.500000 Penalty: 981.310608 Iteration 214Q: 3 clusters Score -2455068 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47842 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -2455072.500000 Penalty: 981.310608 Iteration 215Q: 3 clusters Score -2455072 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47843 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -2455074.000000 Penalty: 981.310608 Iteration 216Q: 3 clusters Score -2455074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47846 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -2455080.250000 Penalty: 981.310608 Iteration 217Q: 3 clusters Score -2455080 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47849 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -2455079.250000 Penalty: 981.310608 Iteration 218Q: 3 clusters Score -2455079 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47852 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -2455085.000000 Penalty: 981.310608 Iteration 219Q: 3 clusters Score -2455085 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47856 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -2455089.500000 Penalty: 981.310608 Iteration 220F: 3 clusters Score -2455090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47861 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -2455089.750000 Penalty: 981.310608 Iteration 221Q: 3 clusters Score -2455090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47868 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -2455096.500000 Penalty: 981.310608 Iteration 222Q: 3 clusters Score -2455096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47874 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -2455100.750000 Penalty: 981.310608 Iteration 223Q: 3 clusters Score -2455101 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47879 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -2455110.000000 Penalty: 981.310608 Iteration 224Q: 3 clusters Score -2455110 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47877 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2455114.250000 Penalty: 981.310608 Iteration 225Q: 3 clusters Score -2455114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47876 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -2455118.000000 Penalty: 981.310608 Iteration 226Q: 3 clusters Score -2455118 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47875 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -2455118.500000 Penalty: 981.310608 Iteration 227Q: 3 clusters Score -2455118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47875 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -2455118.500000 Penalty: 981.310608 Iteration 228F: 3 clusters Score -2455118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 228 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 894 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3663 members Mstep: Class 24 contains 48225 members Entering Unmasked Estep ConsiderDeletion Score: -2851336.500000 Penalty: 4490.466309 Iteration 39Q: 10 clusters Score -2851336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 229 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3664 members Mstep: Class 24 contains 48220 members Entering Unmasked Estep ConsiderDeletion Score: -2851347.250000 Penalty: 4490.466309 Iteration 40F: 10 clusters Score -2851347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 229 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 167 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 3143 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 48219 members Entering Unmasked Estep ConsiderDeletion Score: -2851354.500000 Penalty: 4490.466309 Iteration 41Q: 10 clusters Score -2851354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 229 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 166 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 3144 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 48219 members Entering Unmasked Estep ConsiderDeletion Score: -2851360.250000 Penalty: 4490.466309 Iteration 42Q: 10 clusters Score -2851360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 229 members Mstep: Class 5 contains 939 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 48219 members Entering Unmasked Estep ConsiderDeletion Score: -2851362.500000 Penalty: 4490.466309 Iteration 43Q: 10 clusters Score -2851362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 229 members Mstep: Class 5 contains 939 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 48219 members Entering Unmasked Estep ConsiderDeletion Score: -2851362.500000 Penalty: 4490.466309 Iteration 44F: 10 clusters Score -2851362 nChanged 0 Entering ConstructFrom: Score: -2851362.500000 Penalty: 4490.466309 Entering ConstructFrom: Trying to split cluster 1 (229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Entering Unmasked Estep Score: -10341.928711 Penalty: 247.234344 Iteration 0F: 2 clusters Score -10341.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -10050.445312 Penalty: 494.468689 Iteration 0F: 3 clusters Score -10050.45 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -10126.127930 Penalty: 494.468689 Iteration 1F: 3 clusters Score -10126.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -10146.330078 Penalty: 494.468689 Iteration 2F: 3 clusters Score -10146.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10158.738281 Penalty: 494.468689 Iteration 3Q: 3 clusters Score -10158.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10161.114258 Penalty: 494.468689 Iteration 4Q: 3 clusters Score -10161.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10163.160156 Penalty: 494.468689 Iteration 5Q: 3 clusters Score -10163.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10166.128906 Penalty: 494.468689 Iteration 6Q: 3 clusters Score -10166.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -10168.692383 Penalty: 494.468689 Iteration 7Q: 3 clusters Score -10168.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -10169.443359 Penalty: 494.468689 Iteration 8Q: 3 clusters Score -10169.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10170.193359 Penalty: 494.468689 Iteration 9Q: 3 clusters Score -10170.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10170.193359 Penalty: 494.468689 Iteration 10F: 3 clusters Score -10170.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Entering Unmasked Estep Score: -44661.832031 Penalty: 311.439087 Iteration 0F: 2 clusters Score -44661.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -43887.761719 Penalty: 622.878174 Iteration 0F: 3 clusters Score -43887.76 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -44106.164062 Penalty: 622.878174 Iteration 1F: 3 clusters Score -44106.16 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -44155.464844 Penalty: 622.878174 Iteration 2F: 3 clusters Score -44155.46 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -44184.074219 Penalty: 622.878174 Iteration 3F: 3 clusters Score -44184.07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -44195.972656 Penalty: 622.878174 Iteration 4Q: 3 clusters Score -44195.97 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -44202.378906 Penalty: 622.878174 Iteration 5Q: 3 clusters Score -44202.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -44208.410156 Penalty: 622.878174 Iteration 6Q: 3 clusters Score -44208.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -44215.101562 Penalty: 622.878174 Iteration 7Q: 3 clusters Score -44215.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -44219.164062 Penalty: 622.878174 Iteration 8Q: 3 clusters Score -44219.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -44224.320312 Penalty: 622.878174 Iteration 9Q: 3 clusters Score -44224.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -44226.109375 Penalty: 622.878174 Iteration 10Q: 3 clusters Score -44226.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -44227.136719 Penalty: 622.878174 Iteration 11Q: 3 clusters Score -44227.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -44227.726562 Penalty: 622.878174 Iteration 12Q: 3 clusters Score -44227.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -44229.441406 Penalty: 622.878174 Iteration 13Q: 3 clusters Score -44229.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -44232.117188 Penalty: 622.878174 Iteration 14Q: 3 clusters Score -44232.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -44232.625000 Penalty: 622.878174 Iteration 15Q: 3 clusters Score -44232.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -44233.042969 Penalty: 622.878174 Iteration 16Q: 3 clusters Score -44233.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -44233.234375 Penalty: 622.878174 Iteration 17Q: 3 clusters Score -44233.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -44233.234375 Penalty: 622.878174 Iteration 18F: 3 clusters Score -44233.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Entering Unmasked Estep Score: -13561.893555 Penalty: 256.545135 Iteration 0F: 2 clusters Score -13561.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -13227.510742 Penalty: 513.090271 Iteration 0F: 3 clusters Score -13227.51 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13295.342773 Penalty: 513.090271 Iteration 1F: 3 clusters Score -13295.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13302.323242 Penalty: 513.090271 Iteration 2Q: 3 clusters Score -13302.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13307.763672 Penalty: 513.090271 Iteration 3Q: 3 clusters Score -13307.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13313.540039 Penalty: 513.090271 Iteration 4Q: 3 clusters Score -13313.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13316.566406 Penalty: 513.090271 Iteration 5Q: 3 clusters Score -13316.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13317.342773 Penalty: 513.090271 Iteration 6Q: 3 clusters Score -13317.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13317.342773 Penalty: 513.090271 Iteration 7F: 3 clusters Score -13317.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -12022.287109 Penalty: 254.219818 Iteration 0F: 2 clusters Score -12022.29 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 125 members Entering Unmasked Estep Score: -11675.808594 Penalty: 508.439636 Iteration 0F: 3 clusters Score -11675.81 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -11751.160156 Penalty: 508.439636 Iteration 1F: 3 clusters Score -11751.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -11774.544922 Penalty: 508.439636 Iteration 2F: 3 clusters Score -11774.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -11783.950195 Penalty: 508.439636 Iteration 3Q: 3 clusters Score -11783.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -11788.616211 Penalty: 508.439636 Iteration 4Q: 3 clusters Score -11788.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -11791.572266 Penalty: 508.439636 Iteration 5Q: 3 clusters Score -11791.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11792.321289 Penalty: 508.439636 Iteration 6Q: 3 clusters Score -11792.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11792.321289 Penalty: 508.439636 Iteration 7F: 3 clusters Score -11792.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -6476.880859 Penalty: 231.765625 Iteration 0F: 2 clusters Score -6476.881 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6232.929688 Penalty: 463.531250 Iteration 0F: 3 clusters Score -6232.93 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6300.445801 Penalty: 463.531250 Iteration 1F: 3 clusters Score -6300.446 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6330.399902 Penalty: 463.531250 Iteration 2F: 3 clusters Score -6330.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -6352.809082 Penalty: 463.531250 Iteration 3F: 3 clusters Score -6352.809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -6358.967773 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -6358.968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -6362.018066 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -6362.018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6365.197754 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -6365.198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6365.197754 Penalty: 463.531250 Iteration 7F: 3 clusters Score -6365.198 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Entering Unmasked Estep Score: -44574.992188 Penalty: 309.306274 Iteration 0F: 2 clusters Score -44574.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -43835.906250 Penalty: 618.612549 Iteration 0F: 3 clusters Score -43835.91 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -44029.730469 Penalty: 618.612549 Iteration 1F: 3 clusters Score -44029.73 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -44067.542969 Penalty: 618.612549 Iteration 2F: 3 clusters Score -44067.54 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -44086.312500 Penalty: 618.612549 Iteration 3Q: 3 clusters Score -44086.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -44104.191406 Penalty: 618.612549 Iteration 4Q: 3 clusters Score -44104.19 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -44122.394531 Penalty: 618.612549 Iteration 5Q: 3 clusters Score -44122.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -44138.558594 Penalty: 618.612549 Iteration 6Q: 3 clusters Score -44138.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -44155.378906 Penalty: 618.612549 Iteration 7Q: 3 clusters Score -44155.38 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -44174.082031 Penalty: 618.612549 Iteration 8Q: 3 clusters Score -44174.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -44195.585938 Penalty: 618.612549 Iteration 9Q: 3 clusters Score -44195.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -44212.433594 Penalty: 618.612549 Iteration 10Q: 3 clusters Score -44212.43 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -44227.328125 Penalty: 618.612549 Iteration 11Q: 3 clusters Score -44227.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -44237.460938 Penalty: 618.612549 Iteration 12Q: 3 clusters Score -44237.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -44245.832031 Penalty: 618.612549 Iteration 13Q: 3 clusters Score -44245.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -44253.605469 Penalty: 618.612549 Iteration 14Q: 3 clusters Score -44253.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -44258.796875 Penalty: 618.612549 Iteration 15Q: 3 clusters Score -44258.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44264.039062 Penalty: 618.612549 Iteration 16Q: 3 clusters Score -44264.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -44267.781250 Penalty: 618.612549 Iteration 17Q: 3 clusters Score -44267.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -44271.625000 Penalty: 618.612549 Iteration 18Q: 3 clusters Score -44271.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -44273.773438 Penalty: 618.612549 Iteration 19Q: 3 clusters Score -44273.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -44276.078125 Penalty: 618.612549 Iteration 20F: 3 clusters Score -44276.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -44279.171875 Penalty: 618.612549 Iteration 21Q: 3 clusters Score -44279.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -44281.859375 Penalty: 618.612549 Iteration 22Q: 3 clusters Score -44281.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -44288.644531 Penalty: 618.612549 Iteration 23Q: 3 clusters Score -44288.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -44299.140625 Penalty: 618.612549 Iteration 24Q: 3 clusters Score -44299.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -44311.675781 Penalty: 618.612549 Iteration 25Q: 3 clusters Score -44311.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -44317.328125 Penalty: 618.612549 Iteration 26Q: 3 clusters Score -44317.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -44320.054688 Penalty: 618.612549 Iteration 27Q: 3 clusters Score -44320.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -44321.339844 Penalty: 618.612549 Iteration 28Q: 3 clusters Score -44321.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -44322.113281 Penalty: 618.612549 Iteration 29Q: 3 clusters Score -44322.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -44322.113281 Penalty: 618.612549 Iteration 30F: 3 clusters Score -44322.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Entering Unmasked Estep Score: -128765.585938 Penalty: 366.451874 Iteration 0F: 2 clusters Score -128765.6 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 1609 members Entering Unmasked Estep Score: -126603.460938 Penalty: 732.903748 Iteration 0F: 3 clusters Score -126603.5 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -127427.906250 Penalty: 732.903748 Iteration 1F: 3 clusters Score -127427.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -127651.570312 Penalty: 732.903748 Iteration 2F: 3 clusters Score -127651.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -127917.265625 Penalty: 732.903748 Iteration 3F: 3 clusters Score -127917.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -128118.117188 Penalty: 732.903748 Iteration 4F: 3 clusters Score -128118.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -128259.929688 Penalty: 732.903748 Iteration 5F: 3 clusters Score -128259.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -128344.703125 Penalty: 732.903748 Iteration 6Q: 3 clusters Score -128344.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -128383.703125 Penalty: 732.903748 Iteration 7Q: 3 clusters Score -128383.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -128404.859375 Penalty: 732.903748 Iteration 8Q: 3 clusters Score -128404.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -128420.539062 Penalty: 732.903748 Iteration 9Q: 3 clusters Score -128420.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -128437.382812 Penalty: 732.903748 Iteration 10Q: 3 clusters Score -128437.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -128453.843750 Penalty: 732.903748 Iteration 11Q: 3 clusters Score -128453.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -128469.757812 Penalty: 732.903748 Iteration 12Q: 3 clusters Score -128469.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -128485.242188 Penalty: 732.903748 Iteration 13Q: 3 clusters Score -128485.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -128496.812500 Penalty: 732.903748 Iteration 14Q: 3 clusters Score -128496.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -128507.718750 Penalty: 732.903748 Iteration 15Q: 3 clusters Score -128507.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -128519.632812 Penalty: 732.903748 Iteration 16Q: 3 clusters Score -128519.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -128532.382812 Penalty: 732.903748 Iteration 17Q: 3 clusters Score -128532.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -128540.484375 Penalty: 732.903748 Iteration 18Q: 3 clusters Score -128540.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -128549.664062 Penalty: 732.903748 Iteration 19Q: 3 clusters Score -128549.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -128554.835938 Penalty: 732.903748 Iteration 20F: 3 clusters Score -128554.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -128557.351562 Penalty: 732.903748 Iteration 21Q: 3 clusters Score -128557.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -128561.468750 Penalty: 732.903748 Iteration 22Q: 3 clusters Score -128561.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -128562.976562 Penalty: 732.903748 Iteration 23Q: 3 clusters Score -128563 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -128563.750000 Penalty: 732.903748 Iteration 24Q: 3 clusters Score -128563.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -128565.046875 Penalty: 732.903748 Iteration 25Q: 3 clusters Score -128565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -128565.109375 Penalty: 732.903748 Iteration 26Q: 3 clusters Score -128565.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -128565.453125 Penalty: 732.903748 Iteration 27Q: 3 clusters Score -128565.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -128565.453125 Penalty: 732.903748 Iteration 28F: 3 clusters Score -128565.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Entering Unmasked Estep Score: -178672.109375 Penalty: 373.411987 Iteration 0F: 2 clusters Score -178672.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -176134.531250 Penalty: 746.823975 Iteration 0F: 3 clusters Score -176134.5 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -177094.171875 Penalty: 746.823975 Iteration 1F: 3 clusters Score -177094.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -177193.515625 Penalty: 746.823975 Iteration 2F: 3 clusters Score -177193.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -177306.750000 Penalty: 746.823975 Iteration 3Q: 3 clusters Score -177306.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -177441.156250 Penalty: 746.823975 Iteration 4F: 3 clusters Score -177441.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -177567.250000 Penalty: 746.823975 Iteration 5F: 3 clusters Score -177567.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -177658.000000 Penalty: 746.823975 Iteration 6Q: 3 clusters Score -177658 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -177735.390625 Penalty: 746.823975 Iteration 7Q: 3 clusters Score -177735.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -177788.375000 Penalty: 746.823975 Iteration 8Q: 3 clusters Score -177788.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -177822.703125 Penalty: 746.823975 Iteration 9Q: 3 clusters Score -177822.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -177844.281250 Penalty: 746.823975 Iteration 10Q: 3 clusters Score -177844.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -177859.812500 Penalty: 746.823975 Iteration 11Q: 3 clusters Score -177859.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -177869.875000 Penalty: 746.823975 Iteration 12Q: 3 clusters Score -177869.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -177880.187500 Penalty: 746.823975 Iteration 13Q: 3 clusters Score -177880.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -177888.531250 Penalty: 746.823975 Iteration 14Q: 3 clusters Score -177888.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -177896.953125 Penalty: 746.823975 Iteration 15Q: 3 clusters Score -177897 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -177913.171875 Penalty: 746.823975 Iteration 16Q: 3 clusters Score -177913.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -177933.593750 Penalty: 746.823975 Iteration 17Q: 3 clusters Score -177933.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -177952.375000 Penalty: 746.823975 Iteration 18Q: 3 clusters Score -177952.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -177976.375000 Penalty: 746.823975 Iteration 19Q: 3 clusters Score -177976.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -177993.781250 Penalty: 746.823975 Iteration 20F: 3 clusters Score -177993.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -178006.234375 Penalty: 746.823975 Iteration 21Q: 3 clusters Score -178006.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -178018.593750 Penalty: 746.823975 Iteration 22Q: 3 clusters Score -178018.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -178029.531250 Penalty: 746.823975 Iteration 23Q: 3 clusters Score -178029.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -178039.812500 Penalty: 746.823975 Iteration 24Q: 3 clusters Score -178039.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -178052.640625 Penalty: 746.823975 Iteration 25Q: 3 clusters Score -178052.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -178057.765625 Penalty: 746.823975 Iteration 26Q: 3 clusters Score -178057.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -178059.375000 Penalty: 746.823975 Iteration 27Q: 3 clusters Score -178059.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -178062.234375 Penalty: 746.823975 Iteration 28Q: 3 clusters Score -178062.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -178063.968750 Penalty: 746.823975 Iteration 29Q: 3 clusters Score -178064 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -178066.531250 Penalty: 746.823975 Iteration 30Q: 3 clusters Score -178066.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -178070.796875 Penalty: 746.823975 Iteration 31Q: 3 clusters Score -178070.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -178073.265625 Penalty: 746.823975 Iteration 32Q: 3 clusters Score -178073.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -178075.156250 Penalty: 746.823975 Iteration 33Q: 3 clusters Score -178075.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -178078.078125 Penalty: 746.823975 Iteration 34Q: 3 clusters Score -178078.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -178079.359375 Penalty: 746.823975 Iteration 35Q: 3 clusters Score -178079.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -178080.562500 Penalty: 746.823975 Iteration 36Q: 3 clusters Score -178080.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -178081.671875 Penalty: 746.823975 Iteration 37Q: 3 clusters Score -178081.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -178082.437500 Penalty: 746.823975 Iteration 38Q: 3 clusters Score -178082.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -178082.125000 Penalty: 746.823975 Iteration 39Q: 3 clusters Score -178082.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -178082.468750 Penalty: 746.823975 Iteration 40F: 3 clusters Score -178082.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -178083.187500 Penalty: 746.823975 Iteration 41Q: 3 clusters Score -178083.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -178084.203125 Penalty: 746.823975 Iteration 42Q: 3 clusters Score -178084.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -178085.171875 Penalty: 746.823975 Iteration 43Q: 3 clusters Score -178085.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -178086.359375 Penalty: 746.823975 Iteration 44Q: 3 clusters Score -178086.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -178087.093750 Penalty: 746.823975 Iteration 45Q: 3 clusters Score -178087.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -178087.453125 Penalty: 746.823975 Iteration 46Q: 3 clusters Score -178087.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -178087.921875 Penalty: 746.823975 Iteration 47Q: 3 clusters Score -178087.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -178088.156250 Penalty: 746.823975 Iteration 48Q: 3 clusters Score -178088.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -178088.921875 Penalty: 746.823975 Iteration 49Q: 3 clusters Score -178088.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -178088.859375 Penalty: 746.823975 Iteration 50Q: 3 clusters Score -178088.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -178089.437500 Penalty: 746.823975 Iteration 51Q: 3 clusters Score -178089.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -178090.625000 Penalty: 746.823975 Iteration 52Q: 3 clusters Score -178090.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -178092.484375 Penalty: 746.823975 Iteration 53Q: 3 clusters Score -178092.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -178093.296875 Penalty: 746.823975 Iteration 54Q: 3 clusters Score -178093.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -178093.890625 Penalty: 746.823975 Iteration 55Q: 3 clusters Score -178093.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -178094.140625 Penalty: 746.823975 Iteration 56Q: 3 clusters Score -178094.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -178094.484375 Penalty: 746.823975 Iteration 57Q: 3 clusters Score -178094.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -178094.875000 Penalty: 746.823975 Iteration 58Q: 3 clusters Score -178094.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -178096.031250 Penalty: 746.823975 Iteration 59Q: 3 clusters Score -178096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -178096.187500 Penalty: 746.823975 Iteration 60F: 3 clusters Score -178096.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -178098.546875 Penalty: 746.823975 Iteration 61Q: 3 clusters Score -178098.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -178100.203125 Penalty: 746.823975 Iteration 62Q: 3 clusters Score -178100.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -178100.578125 Penalty: 746.823975 Iteration 63Q: 3 clusters Score -178100.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -178102.000000 Penalty: 746.823975 Iteration 64Q: 3 clusters Score -178102 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -178102.500000 Penalty: 746.823975 Iteration 65Q: 3 clusters Score -178102.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -178104.593750 Penalty: 746.823975 Iteration 66Q: 3 clusters Score -178104.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -178107.984375 Penalty: 746.823975 Iteration 67Q: 3 clusters Score -178108 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -178109.500000 Penalty: 746.823975 Iteration 68Q: 3 clusters Score -178109.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -178112.031250 Penalty: 746.823975 Iteration 69Q: 3 clusters Score -178112 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -178113.625000 Penalty: 746.823975 Iteration 70Q: 3 clusters Score -178113.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -178115.859375 Penalty: 746.823975 Iteration 71Q: 3 clusters Score -178115.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -178117.781250 Penalty: 746.823975 Iteration 72Q: 3 clusters Score -178117.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -178120.531250 Penalty: 746.823975 Iteration 73Q: 3 clusters Score -178120.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -178123.656250 Penalty: 746.823975 Iteration 74Q: 3 clusters Score -178123.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -178126.031250 Penalty: 746.823975 Iteration 75Q: 3 clusters Score -178126 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -178129.781250 Penalty: 746.823975 Iteration 76Q: 3 clusters Score -178129.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -178132.421875 Penalty: 746.823975 Iteration 77Q: 3 clusters Score -178132.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -178137.000000 Penalty: 746.823975 Iteration 78Q: 3 clusters Score -178137 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -178140.843750 Penalty: 746.823975 Iteration 79Q: 3 clusters Score -178140.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -178143.203125 Penalty: 746.823975 Iteration 80F: 3 clusters Score -178143.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -178144.421875 Penalty: 746.823975 Iteration 81Q: 3 clusters Score -178144.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -178146.656250 Penalty: 746.823975 Iteration 82Q: 3 clusters Score -178146.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -178151.750000 Penalty: 746.823975 Iteration 83Q: 3 clusters Score -178151.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -178160.500000 Penalty: 746.823975 Iteration 84Q: 3 clusters Score -178160.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -178169.671875 Penalty: 746.823975 Iteration 85Q: 3 clusters Score -178169.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -178178.875000 Penalty: 746.823975 Iteration 86Q: 3 clusters Score -178178.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -178185.703125 Penalty: 746.823975 Iteration 87Q: 3 clusters Score -178185.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -178190.687500 Penalty: 746.823975 Iteration 88Q: 3 clusters Score -178190.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -178196.781250 Penalty: 746.823975 Iteration 89Q: 3 clusters Score -178196.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -178206.265625 Penalty: 746.823975 Iteration 90Q: 3 clusters Score -178206.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -178214.984375 Penalty: 746.823975 Iteration 91Q: 3 clusters Score -178215 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -178221.171875 Penalty: 746.823975 Iteration 92Q: 3 clusters Score -178221.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -178224.515625 Penalty: 746.823975 Iteration 93Q: 3 clusters Score -178224.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -178231.375000 Penalty: 746.823975 Iteration 94Q: 3 clusters Score -178231.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -178239.812500 Penalty: 746.823975 Iteration 95Q: 3 clusters Score -178239.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -178246.546875 Penalty: 746.823975 Iteration 96Q: 3 clusters Score -178246.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -178253.875000 Penalty: 746.823975 Iteration 97Q: 3 clusters Score -178253.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -178263.406250 Penalty: 746.823975 Iteration 98Q: 3 clusters Score -178263.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -178268.265625 Penalty: 746.823975 Iteration 99Q: 3 clusters Score -178268.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -178271.140625 Penalty: 746.823975 Iteration 100F: 3 clusters Score -178271.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -178272.109375 Penalty: 746.823975 Iteration 101Q: 3 clusters Score -178272.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -178276.734375 Penalty: 746.823975 Iteration 102Q: 3 clusters Score -178276.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -178281.359375 Penalty: 746.823975 Iteration 103Q: 3 clusters Score -178281.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -178286.484375 Penalty: 746.823975 Iteration 104Q: 3 clusters Score -178286.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -178294.421875 Penalty: 746.823975 Iteration 105Q: 3 clusters Score -178294.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -178296.046875 Penalty: 746.823975 Iteration 106Q: 3 clusters Score -178296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -178296.734375 Penalty: 746.823975 Iteration 107Q: 3 clusters Score -178296.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -178299.234375 Penalty: 746.823975 Iteration 108Q: 3 clusters Score -178299.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -178302.515625 Penalty: 746.823975 Iteration 109Q: 3 clusters Score -178302.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -178305.296875 Penalty: 746.823975 Iteration 110Q: 3 clusters Score -178305.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -178308.375000 Penalty: 746.823975 Iteration 111Q: 3 clusters Score -178308.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -178310.093750 Penalty: 746.823975 Iteration 112Q: 3 clusters Score -178310.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -178310.859375 Penalty: 746.823975 Iteration 113Q: 3 clusters Score -178310.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -178311.531250 Penalty: 746.823975 Iteration 114Q: 3 clusters Score -178311.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -178312.281250 Penalty: 746.823975 Iteration 115Q: 3 clusters Score -178312.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -178314.062500 Penalty: 746.823975 Iteration 116Q: 3 clusters Score -178314.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -178315.093750 Penalty: 746.823975 Iteration 117Q: 3 clusters Score -178315.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -178317.421875 Penalty: 746.823975 Iteration 118Q: 3 clusters Score -178317.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -178323.796875 Penalty: 746.823975 Iteration 119Q: 3 clusters Score -178323.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -178330.875000 Penalty: 746.823975 Iteration 120F: 3 clusters Score -178330.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -178334.859375 Penalty: 746.823975 Iteration 121Q: 3 clusters Score -178334.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -178339.734375 Penalty: 746.823975 Iteration 122Q: 3 clusters Score -178339.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -178344.171875 Penalty: 746.823975 Iteration 123Q: 3 clusters Score -178344.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -178349.578125 Penalty: 746.823975 Iteration 124Q: 3 clusters Score -178349.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -178349.968750 Penalty: 746.823975 Iteration 125Q: 3 clusters Score -178350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -178350.531250 Penalty: 746.823975 Iteration 126Q: 3 clusters Score -178350.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -178351.421875 Penalty: 746.823975 Iteration 127Q: 3 clusters Score -178351.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -178351.812500 Penalty: 746.823975 Iteration 128Q: 3 clusters Score -178351.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -178351.968750 Penalty: 746.823975 Iteration 129Q: 3 clusters Score -178352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -178351.968750 Penalty: 746.823975 Iteration 130F: 3 clusters Score -178352 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (48219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48219 members Entering Unmasked Estep Score: -2455112.750000 Penalty: 490.649628 Iteration 0F: 2 clusters Score -2455113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24017 members Mstep: Class 2 contains 24202 members Entering Unmasked Estep Score: -2422762.750000 Penalty: 981.299255 Iteration 0F: 3 clusters Score -2422763 nChanged 23335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21894 members Mstep: Class 2 contains 26325 members Entering Unmasked Estep Score: -2436952.500000 Penalty: 981.299255 Iteration 1F: 3 clusters Score -2436952 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Mstep: Class 2 contains 27449 members Entering Unmasked Estep Score: -2438168.500000 Penalty: 981.299255 Iteration 2F: 3 clusters Score -2438168 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19270 members Mstep: Class 2 contains 28949 members Entering Unmasked Estep Score: -2439944.250000 Penalty: 981.299255 Iteration 3F: 3 clusters Score -2439944 nChanged 3382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17348 members Mstep: Class 2 contains 30871 members Entering Unmasked Estep Score: -2442653.500000 Penalty: 981.299255 Iteration 4F: 3 clusters Score -2442654 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15176 members Mstep: Class 2 contains 33043 members Entering Unmasked Estep Score: -2446592.250000 Penalty: 981.299255 Iteration 5F: 3 clusters Score -2446592 nChanged 3500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13396 members Mstep: Class 2 contains 34823 members Entering Unmasked Estep Score: -2450597.000000 Penalty: 981.299255 Iteration 6F: 3 clusters Score -2450597 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12203 members Mstep: Class 2 contains 36016 members Entering Unmasked Estep Score: -2453030.500000 Penalty: 981.299255 Iteration 7F: 3 clusters Score -2453030 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 36886 members Entering Unmasked Estep Score: -2454267.500000 Penalty: 981.299255 Iteration 8Q: 3 clusters Score -2454268 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 37599 members Entering Unmasked Estep Score: -2454937.000000 Penalty: 981.299255 Iteration 9Q: 3 clusters Score -2454937 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 38134 members Entering Unmasked Estep Score: -2455275.750000 Penalty: 981.299255 Iteration 10Q: 3 clusters Score -2455276 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 38566 members Entering Unmasked Estep Score: -2455458.500000 Penalty: 981.299255 Iteration 11Q: 3 clusters Score -2455458 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 38944 members Entering Unmasked Estep Score: -2455599.000000 Penalty: 981.299255 Iteration 12Q: 3 clusters Score -2455599 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 39289 members Entering Unmasked Estep Score: -2455674.500000 Penalty: 981.299255 Iteration 13Q: 3 clusters Score -2455674 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 39590 members Entering Unmasked Estep Score: -2455741.500000 Penalty: 981.299255 Iteration 14Q: 3 clusters Score -2455742 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 39876 members Entering Unmasked Estep Score: -2455799.000000 Penalty: 981.299255 Iteration 15Q: 3 clusters Score -2455799 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 40164 members Entering Unmasked Estep Score: -2455845.250000 Penalty: 981.299255 Iteration 16Q: 3 clusters Score -2455845 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 40433 members Entering Unmasked Estep Score: -2455904.500000 Penalty: 981.299255 Iteration 17Q: 3 clusters Score -2455904 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 40672 members Entering Unmasked Estep Score: -2455952.750000 Penalty: 981.299255 Iteration 18Q: 3 clusters Score -2455953 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 40925 members Entering Unmasked Estep Score: -2455981.000000 Penalty: 981.299255 Iteration 19Q: 3 clusters Score -2455981 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 41140 members Entering Unmasked Estep Score: -2456012.000000 Penalty: 981.299255 Iteration 20F: 3 clusters Score -2456012 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 41339 members Entering Unmasked Estep Score: -2456041.000000 Penalty: 981.299255 Iteration 21Q: 3 clusters Score -2456041 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 41548 members Entering Unmasked Estep Score: -2456075.750000 Penalty: 981.299255 Iteration 22Q: 3 clusters Score -2456076 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 41727 members Entering Unmasked Estep Score: -2456109.000000 Penalty: 981.299255 Iteration 23Q: 3 clusters Score -2456109 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 41887 members Entering Unmasked Estep Score: -2456112.750000 Penalty: 981.299255 Iteration 24Q: 3 clusters Score -2456113 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 42027 members Entering Unmasked Estep Score: -2456132.250000 Penalty: 981.299255 Iteration 25Q: 3 clusters Score -2456132 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 42158 members Entering Unmasked Estep Score: -2456152.500000 Penalty: 981.299255 Iteration 26Q: 3 clusters Score -2456152 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 42289 members Entering Unmasked Estep Score: -2456175.000000 Penalty: 981.299255 Iteration 27Q: 3 clusters Score -2456175 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 42402 members Entering Unmasked Estep Score: -2456177.000000 Penalty: 981.299255 Iteration 28Q: 3 clusters Score -2456177 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 42523 members Entering Unmasked Estep Score: -2456192.000000 Penalty: 981.299255 Iteration 29Q: 3 clusters Score -2456192 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 42637 members Entering Unmasked Estep Score: -2456207.250000 Penalty: 981.299255 Iteration 30Q: 3 clusters Score -2456207 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 42737 members Entering Unmasked Estep Score: -2456212.500000 Penalty: 981.299255 Iteration 31Q: 3 clusters Score -2456212 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 42829 members Entering Unmasked Estep Score: -2456218.500000 Penalty: 981.299255 Iteration 32Q: 3 clusters Score -2456218 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 42909 members Entering Unmasked Estep Score: -2456220.500000 Penalty: 981.299255 Iteration 33Q: 3 clusters Score -2456220 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 42974 members Entering Unmasked Estep Score: -2456223.750000 Penalty: 981.299255 Iteration 34Q: 3 clusters Score -2456224 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 43022 members Entering Unmasked Estep Score: -2456225.250000 Penalty: 981.299255 Iteration 35Q: 3 clusters Score -2456225 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 43069 members Entering Unmasked Estep Score: -2456231.250000 Penalty: 981.299255 Iteration 36Q: 3 clusters Score -2456231 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 43114 members Entering Unmasked Estep Score: -2456228.250000 Penalty: 981.299255 Iteration 37Q: 3 clusters Score -2456228 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 43161 members Entering Unmasked Estep Score: -2456234.000000 Penalty: 981.299255 Iteration 38Q: 3 clusters Score -2456234 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 43201 members Entering Unmasked Estep Score: -2456233.750000 Penalty: 981.299255 Iteration 39Q: 3 clusters Score -2456234 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 43231 members Entering Unmasked Estep Score: -2456235.500000 Penalty: 981.299255 Iteration 40F: 3 clusters Score -2456236 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 43258 members Entering Unmasked Estep Score: -2456239.000000 Penalty: 981.299255 Iteration 41Q: 3 clusters Score -2456239 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 43279 members Entering Unmasked Estep Score: -2456240.000000 Penalty: 981.299255 Iteration 42Q: 3 clusters Score -2456240 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 43292 members Entering Unmasked Estep Score: -2456239.750000 Penalty: 981.299255 Iteration 43Q: 3 clusters Score -2456240 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 43304 members Entering Unmasked Estep Score: -2456240.250000 Penalty: 981.299255 Iteration 44Q: 3 clusters Score -2456240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 43311 members Entering Unmasked Estep Score: -2456240.500000 Penalty: 981.299255 Iteration 45Q: 3 clusters Score -2456240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 43318 members Entering Unmasked Estep Score: -2456241.250000 Penalty: 981.299255 Iteration 46Q: 3 clusters Score -2456241 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 43326 members Entering Unmasked Estep Score: -2456244.250000 Penalty: 981.299255 Iteration 47Q: 3 clusters Score -2456244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 43334 members Entering Unmasked Estep Score: -2456244.750000 Penalty: 981.299255 Iteration 48Q: 3 clusters Score -2456245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 43338 members Entering Unmasked Estep Score: -2456245.000000 Penalty: 981.299255 Iteration 49Q: 3 clusters Score -2456245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 43342 members Entering Unmasked Estep Score: -2456245.250000 Penalty: 981.299255 Iteration 50Q: 3 clusters Score -2456245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 43344 members Entering Unmasked Estep Score: -2456245.500000 Penalty: 981.299255 Iteration 51Q: 3 clusters Score -2456246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 43344 members Entering Unmasked Estep Score: -2456245.500000 Penalty: 981.299255 Iteration 52F: 3 clusters Score -2456246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 43344 members Mstep: Class 5 contains 939 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 4875 members Entering Unmasked Estep Score: -2852475.500000 Penalty: 4989.407227 Splitting cluster 24 changes total score from -2851362.500000 to -2852475.500000 So it's getting split into cluster 2. Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 229 members Mstep: Class 5 contains 939 members Mstep: Class 8 contains 281 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 3666 members Mstep: Class 24 contains 4875 members Entering Unmasked Estep ConsiderDeletion Score: -2852534.000000 Penalty: 4989.407227 Iteration 45F: 11 clusters Score -2852534 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 43601 members Mstep: Class 5 contains 939 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 834 members Mstep: Class 15 contains 3147 members Mstep: Class 19 contains 3477 members Mstep: Class 24 contains 4876 members Entering Unmasked Estep ConsiderDeletion Score: -2852602.750000 Penalty: 4989.407227 Iteration 46Q: 11 clusters Score -2852603 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 43772 members Mstep: Class 5 contains 937 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 267 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 805 members Mstep: Class 15 contains 3147 members Mstep: Class 19 contains 3337 members Mstep: Class 24 contains 4880 members Entering Unmasked Estep ConsiderDeletion Score: -2852641.000000 Penalty: 4989.407227 Iteration 47Q: 11 clusters Score -2852641 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 43904 members Mstep: Class 5 contains 936 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 265 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 782 members Mstep: Class 15 contains 3147 members Mstep: Class 19 contains 3227 members Mstep: Class 24 contains 4885 members Entering Unmasked Estep ConsiderDeletion Score: -2852652.000000 Penalty: 4989.407227 Iteration 48Q: 11 clusters Score -2852652 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 43991 members Mstep: Class 5 contains 937 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 264 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 764 members Mstep: Class 15 contains 3145 members Mstep: Class 19 contains 3152 members Mstep: Class 24 contains 4893 members Entering Unmasked Estep ConsiderDeletion Score: -2852662.750000 Penalty: 4989.407227 Iteration 49Q: 11 clusters Score -2852663 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 44048 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 752 members Mstep: Class 15 contains 3145 members Mstep: Class 19 contains 3097 members Mstep: Class 24 contains 4905 members Entering Unmasked Estep ConsiderDeletion Score: -2852673.250000 Penalty: 4989.407227 Iteration 50Q: 11 clusters Score -2852673 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 44094 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 3145 members Mstep: Class 19 contains 3048 members Mstep: Class 24 contains 4913 members Entering Unmasked Estep ConsiderDeletion Score: -2852677.750000 Penalty: 4989.407227 Iteration 51Q: 11 clusters Score -2852678 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 44124 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 746 members Mstep: Class 15 contains 3145 members Mstep: Class 19 contains 3013 members Mstep: Class 24 contains 4919 members Entering Unmasked Estep ConsiderDeletion Score: -2852684.500000 Penalty: 4989.407227 Iteration 52Q: 11 clusters Score -2852684 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 44150 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3145 members Mstep: Class 19 contains 2985 members Mstep: Class 24 contains 4925 members Entering Unmasked Estep ConsiderDeletion Score: -2852683.000000 Penalty: 4989.407227 Iteration 53Q: 11 clusters Score -2852683 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 44155 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 3145 members Mstep: Class 19 contains 2974 members Mstep: Class 24 contains 4933 members Entering Unmasked Estep ConsiderDeletion Score: -2852687.500000 Penalty: 4989.407227 Iteration 54Q: 11 clusters Score -2852688 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 44159 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 262 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 738 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2964 members Mstep: Class 24 contains 4941 members Entering Unmasked Estep ConsiderDeletion Score: -2852692.750000 Penalty: 4989.407227 Iteration 55Q: 11 clusters Score -2852693 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 44165 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 261 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 739 members Mstep: Class 15 contains 3147 members Mstep: Class 19 contains 2953 members Mstep: Class 24 contains 4947 members Entering Unmasked Estep ConsiderDeletion Score: -2852691.500000 Penalty: 4989.407227 Iteration 56Q: 11 clusters Score -2852692 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44167 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 282 members Mstep: Class 9 contains 261 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 3147 members Mstep: Class 19 contains 2943 members Mstep: Class 24 contains 4954 members Entering Unmasked Estep ConsiderDeletion Score: -2852692.500000 Penalty: 4989.407227 Iteration 57Q: 11 clusters Score -2852692 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44170 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 261 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2934 members Mstep: Class 24 contains 4960 members Entering Unmasked Estep ConsiderDeletion Score: -2852690.000000 Penalty: 4989.407227 Iteration 58Q: 11 clusters Score -2852690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44173 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 260 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2929 members Mstep: Class 24 contains 4963 members Entering Unmasked Estep ConsiderDeletion Score: -2852694.500000 Penalty: 4989.407227 Iteration 59Q: 11 clusters Score -2852694 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44175 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 260 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2923 members Mstep: Class 24 contains 4967 members Entering Unmasked Estep ConsiderDeletion Score: -2852695.750000 Penalty: 4989.407227 Iteration 60F: 11 clusters Score -2852696 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44177 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 260 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2916 members Mstep: Class 24 contains 4972 members Entering Unmasked Estep ConsiderDeletion Score: -2852693.250000 Penalty: 4989.407227 Iteration 61Q: 11 clusters Score -2852693 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44177 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 259 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2912 members Mstep: Class 24 contains 4976 members Entering Unmasked Estep ConsiderDeletion Score: -2852691.250000 Penalty: 4989.407227 Iteration 62Q: 11 clusters Score -2852691 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44177 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 258 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2907 members Mstep: Class 24 contains 4980 members Entering Unmasked Estep ConsiderDeletion Score: -2852693.750000 Penalty: 4989.407227 Iteration 63Q: 11 clusters Score -2852694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 44178 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 256 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2905 members Mstep: Class 24 contains 4983 members Entering Unmasked Estep ConsiderDeletion Score: -2852693.750000 Penalty: 4989.407227 Iteration 64Q: 11 clusters Score -2852694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44174 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 255 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2904 members Mstep: Class 24 contains 4988 members Entering Unmasked Estep ConsiderDeletion Score: -2852698.250000 Penalty: 4989.407227 Iteration 65Q: 11 clusters Score -2852698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44171 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2904 members Mstep: Class 24 contains 4992 members Entering Unmasked Estep ConsiderDeletion Score: -2852698.250000 Penalty: 4989.407227 Iteration 66Q: 11 clusters Score -2852698 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44166 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 253 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2903 members Mstep: Class 24 contains 4999 members Entering Unmasked Estep ConsiderDeletion Score: -2852697.500000 Penalty: 4989.407227 Iteration 67Q: 11 clusters Score -2852698 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44159 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 742 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2903 members Mstep: Class 24 contains 5008 members Entering Unmasked Estep ConsiderDeletion Score: -2852701.500000 Penalty: 4989.407227 Iteration 68Q: 11 clusters Score -2852702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44157 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2901 members Mstep: Class 24 contains 5013 members Entering Unmasked Estep ConsiderDeletion Score: -2852697.500000 Penalty: 4989.407227 Iteration 69Q: 11 clusters Score -2852698 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44154 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2900 members Mstep: Class 24 contains 5017 members Entering Unmasked Estep ConsiderDeletion Score: -2852697.500000 Penalty: 4989.407227 Iteration 70Q: 11 clusters Score -2852698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44153 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2899 members Mstep: Class 24 contains 5019 members Entering Unmasked Estep ConsiderDeletion Score: -2852697.750000 Penalty: 4989.407227 Iteration 71Q: 11 clusters Score -2852698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 44153 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2898 members Mstep: Class 24 contains 5020 members Entering Unmasked Estep ConsiderDeletion Score: -2852697.750000 Penalty: 4989.407227 Iteration 72Q: 11 clusters Score -2852698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 44152 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2896 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852700.750000 Penalty: 4989.407227 Iteration 73Q: 11 clusters Score -2852701 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 44153 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2895 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852703.750000 Penalty: 4989.407227 Iteration 74Q: 11 clusters Score -2852704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 44154 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2894 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852701.750000 Penalty: 4989.407227 Iteration 75Q: 11 clusters Score -2852702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 44154 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 742 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2893 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852701.750000 Penalty: 4989.407227 Iteration 76Q: 11 clusters Score -2852702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 44153 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2891 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852705.250000 Penalty: 4989.407227 Iteration 77Q: 11 clusters Score -2852705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44154 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 252 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 748 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2886 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852703.750000 Penalty: 4989.407227 Iteration 78Q: 11 clusters Score -2852704 nChanged 11 Entering ConstructFrom: Score: -2852703.750000 Penalty: 4989.407227 Entering ConstructFrom: Trying to split cluster 1 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -9649.650391 Penalty: 244.364029 Iteration 0F: 2 clusters Score -9649.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9366.883789 Penalty: 488.728058 Iteration 0F: 3 clusters Score -9366.884 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9440.041016 Penalty: 488.728058 Iteration 1F: 3 clusters Score -9440.041 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9457.993164 Penalty: 488.728058 Iteration 2F: 3 clusters Score -9457.993 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9464.625000 Penalty: 488.728058 Iteration 3Q: 3 clusters Score -9464.625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9468.561523 Penalty: 488.728058 Iteration 4Q: 3 clusters Score -9468.562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9477.353516 Penalty: 488.728058 Iteration 5Q: 3 clusters Score -9477.354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -9484.621094 Penalty: 488.728058 Iteration 6Q: 3 clusters Score -9484.621 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -9491.364258 Penalty: 488.728058 Iteration 7Q: 3 clusters Score -9491.364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -9498.491211 Penalty: 488.728058 Iteration 8Q: 3 clusters Score -9498.491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -9500.587891 Penalty: 488.728058 Iteration 9Q: 3 clusters Score -9500.588 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -9503.686523 Penalty: 488.728058 Iteration 10Q: 3 clusters Score -9503.687 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -9505.085938 Penalty: 488.728058 Iteration 11Q: 3 clusters Score -9505.086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -9505.601562 Penalty: 488.728058 Iteration 12Q: 3 clusters Score -9505.602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -9506.295898 Penalty: 488.728058 Iteration 13Q: 3 clusters Score -9506.296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -9506.295898 Penalty: 488.728058 Iteration 14F: 3 clusters Score -9506.296 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (44160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44160 members Entering Unmasked Estep Score: -2243789.000000 Penalty: 486.648651 Iteration 0F: 2 clusters Score -2243789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22071 members Mstep: Class 2 contains 22089 members Entering Unmasked Estep Score: -2214197.000000 Penalty: 973.297302 Iteration 0F: 3 clusters Score -2214197 nChanged 21268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21635 members Mstep: Class 2 contains 22525 members Entering Unmasked Estep Score: -2226535.500000 Penalty: 973.297302 Iteration 1F: 3 clusters Score -2226536 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21542 members Mstep: Class 2 contains 22618 members Entering Unmasked Estep Score: -2226929.500000 Penalty: 973.297302 Iteration 2Q: 3 clusters Score -2226930 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21408 members Mstep: Class 2 contains 22752 members Entering Unmasked Estep Score: -2227330.000000 Penalty: 973.297302 Iteration 3Q: 3 clusters Score -2227330 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 22869 members Entering Unmasked Estep Score: -2227774.250000 Penalty: 973.297302 Iteration 4Q: 3 clusters Score -2227774 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21130 members Mstep: Class 2 contains 23030 members Entering Unmasked Estep Score: -2228329.000000 Penalty: 973.297302 Iteration 5Q: 3 clusters Score -2228329 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20961 members Mstep: Class 2 contains 23199 members Entering Unmasked Estep Score: -2229109.000000 Penalty: 973.297302 Iteration 6Q: 3 clusters Score -2229109 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20755 members Mstep: Class 2 contains 23405 members Entering Unmasked Estep Score: -2230257.250000 Penalty: 973.297302 Iteration 7Q: 3 clusters Score -2230257 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20525 members Mstep: Class 2 contains 23635 members Entering Unmasked Estep Score: -2231923.500000 Penalty: 973.297302 Iteration 8F: 3 clusters Score -2231924 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20259 members Mstep: Class 2 contains 23901 members Entering Unmasked Estep Score: -2233961.250000 Penalty: 973.297302 Iteration 9F: 3 clusters Score -2233961 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20023 members Mstep: Class 2 contains 24137 members Entering Unmasked Estep Score: -2235530.500000 Penalty: 973.297302 Iteration 10F: 3 clusters Score -2235530 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19777 members Mstep: Class 2 contains 24383 members Entering Unmasked Estep Score: -2236242.250000 Penalty: 973.297302 Iteration 11Q: 3 clusters Score -2236242 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19475 members Mstep: Class 2 contains 24685 members Entering Unmasked Estep Score: -2236551.000000 Penalty: 973.297302 Iteration 12Q: 3 clusters Score -2236551 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19152 members Mstep: Class 2 contains 25008 members Entering Unmasked Estep Score: -2236741.250000 Penalty: 973.297302 Iteration 13Q: 3 clusters Score -2236741 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18822 members Mstep: Class 2 contains 25338 members Entering Unmasked Estep Score: -2236937.250000 Penalty: 973.297302 Iteration 14Q: 3 clusters Score -2236937 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 25688 members Entering Unmasked Estep Score: -2237110.500000 Penalty: 973.297302 Iteration 15Q: 3 clusters Score -2237110 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18136 members Mstep: Class 2 contains 26024 members Entering Unmasked Estep Score: -2237332.500000 Penalty: 973.297302 Iteration 16Q: 3 clusters Score -2237332 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17713 members Mstep: Class 2 contains 26447 members Entering Unmasked Estep Score: -2237566.250000 Penalty: 973.297302 Iteration 17Q: 3 clusters Score -2237566 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17253 members Mstep: Class 2 contains 26907 members Entering Unmasked Estep Score: -2237802.750000 Penalty: 973.297302 Iteration 18Q: 3 clusters Score -2237803 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16794 members Mstep: Class 2 contains 27366 members Entering Unmasked Estep Score: -2238041.500000 Penalty: 973.297302 Iteration 19Q: 3 clusters Score -2238042 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 27805 members Entering Unmasked Estep Score: -2238223.250000 Penalty: 973.297302 Iteration 20F: 3 clusters Score -2238223 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 28238 members Entering Unmasked Estep Score: -2238398.250000 Penalty: 973.297302 Iteration 21Q: 3 clusters Score -2238398 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15505 members Mstep: Class 2 contains 28655 members Entering Unmasked Estep Score: -2238540.750000 Penalty: 973.297302 Iteration 22Q: 3 clusters Score -2238541 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15105 members Mstep: Class 2 contains 29055 members Entering Unmasked Estep Score: -2238674.000000 Penalty: 973.297302 Iteration 23Q: 3 clusters Score -2238674 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 29445 members Entering Unmasked Estep Score: -2238762.750000 Penalty: 973.297302 Iteration 24Q: 3 clusters Score -2238763 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14374 members Mstep: Class 2 contains 29786 members Entering Unmasked Estep Score: -2238831.250000 Penalty: 973.297302 Iteration 25Q: 3 clusters Score -2238831 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14048 members Mstep: Class 2 contains 30112 members Entering Unmasked Estep Score: -2238877.500000 Penalty: 973.297302 Iteration 26Q: 3 clusters Score -2238878 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 30397 members Entering Unmasked Estep Score: -2238916.000000 Penalty: 973.297302 Iteration 27Q: 3 clusters Score -2238916 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 30676 members Entering Unmasked Estep Score: -2238947.000000 Penalty: 973.297302 Iteration 28Q: 3 clusters Score -2238947 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 30975 members Entering Unmasked Estep Score: -2239008.250000 Penalty: 973.297302 Iteration 29Q: 3 clusters Score -2239008 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12884 members Mstep: Class 2 contains 31276 members Entering Unmasked Estep Score: -2239045.000000 Penalty: 973.297302 Iteration 30Q: 3 clusters Score -2239045 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12612 members Mstep: Class 2 contains 31548 members Entering Unmasked Estep Score: -2239089.000000 Penalty: 973.297302 Iteration 31Q: 3 clusters Score -2239089 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2239119.250000 Penalty: 973.297302 Iteration 32Q: 3 clusters Score -2239119 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 32171 members Entering Unmasked Estep Score: -2239159.000000 Penalty: 973.297302 Iteration 33Q: 3 clusters Score -2239159 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 32497 members Entering Unmasked Estep Score: -2239229.250000 Penalty: 973.297302 Iteration 34Q: 3 clusters Score -2239229 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 32856 members Entering Unmasked Estep Score: -2239287.250000 Penalty: 973.297302 Iteration 35Q: 3 clusters Score -2239287 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 33213 members Entering Unmasked Estep Score: -2239337.000000 Penalty: 973.297302 Iteration 36Q: 3 clusters Score -2239337 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 33600 members Entering Unmasked Estep Score: -2239401.250000 Penalty: 973.297302 Iteration 37Q: 3 clusters Score -2239401 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 33976 members Entering Unmasked Estep Score: -2239467.250000 Penalty: 973.297302 Iteration 38Q: 3 clusters Score -2239467 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 34350 members Entering Unmasked Estep Score: -2239538.000000 Penalty: 973.297302 Iteration 39Q: 3 clusters Score -2239538 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 34741 members Entering Unmasked Estep Score: -2239620.250000 Penalty: 973.297302 Iteration 40F: 3 clusters Score -2239620 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 35128 members Entering Unmasked Estep Score: -2239693.500000 Penalty: 973.297302 Iteration 41Q: 3 clusters Score -2239694 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 35555 members Entering Unmasked Estep Score: -2239789.250000 Penalty: 973.297302 Iteration 42Q: 3 clusters Score -2239789 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 35992 members Entering Unmasked Estep Score: -2239883.000000 Penalty: 973.297302 Iteration 43Q: 3 clusters Score -2239883 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 36471 members Entering Unmasked Estep Score: -2240011.500000 Penalty: 973.297302 Iteration 44Q: 3 clusters Score -2240012 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 36987 members Entering Unmasked Estep Score: -2240142.250000 Penalty: 973.297302 Iteration 45Q: 3 clusters Score -2240142 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 37555 members Entering Unmasked Estep Score: -2240323.000000 Penalty: 973.297302 Iteration 46Q: 3 clusters Score -2240323 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 38146 members Entering Unmasked Estep Score: -2240519.250000 Penalty: 973.297302 Iteration 47Q: 3 clusters Score -2240519 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 38749 members Entering Unmasked Estep Score: -2240755.250000 Penalty: 973.297302 Iteration 48Q: 3 clusters Score -2240755 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 39338 members Entering Unmasked Estep Score: -2240992.250000 Penalty: 973.297302 Iteration 49Q: 3 clusters Score -2240992 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 39933 members Entering Unmasked Estep Score: -2241264.250000 Penalty: 973.297302 Iteration 50Q: 3 clusters Score -2241264 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 40533 members Entering Unmasked Estep Score: -2241552.000000 Penalty: 973.297302 Iteration 51Q: 3 clusters Score -2241552 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 41111 members Entering Unmasked Estep Score: -2241891.750000 Penalty: 973.297302 Iteration 52Q: 3 clusters Score -2241892 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 41681 members Entering Unmasked Estep Score: -2242220.750000 Penalty: 973.297302 Iteration 53Q: 3 clusters Score -2242221 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 42175 members Entering Unmasked Estep Score: -2242515.500000 Penalty: 973.297302 Iteration 54Q: 3 clusters Score -2242516 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 42594 members Entering Unmasked Estep Score: -2242780.500000 Penalty: 973.297302 Iteration 55Q: 3 clusters Score -2242780 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 42914 members Entering Unmasked Estep Score: -2242962.500000 Penalty: 973.297302 Iteration 56Q: 3 clusters Score -2242962 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 43155 members Entering Unmasked Estep Score: -2243095.250000 Penalty: 973.297302 Iteration 57Q: 3 clusters Score -2243095 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 43324 members Entering Unmasked Estep Score: -2243179.500000 Penalty: 973.297302 Iteration 58Q: 3 clusters Score -2243180 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 43470 members Entering Unmasked Estep Score: -2243248.750000 Penalty: 973.297302 Iteration 59Q: 3 clusters Score -2243249 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 43575 members Entering Unmasked Estep Score: -2243297.000000 Penalty: 973.297302 Iteration 60F: 3 clusters Score -2243297 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 43649 members Entering Unmasked Estep Score: -2243331.000000 Penalty: 973.297302 Iteration 61Q: 3 clusters Score -2243331 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 43697 members Entering Unmasked Estep Score: -2243354.000000 Penalty: 973.297302 Iteration 62Q: 3 clusters Score -2243354 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 43727 members Entering Unmasked Estep Score: -2243361.250000 Penalty: 973.297302 Iteration 63Q: 3 clusters Score -2243361 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 43749 members Entering Unmasked Estep Score: -2243374.250000 Penalty: 973.297302 Iteration 64Q: 3 clusters Score -2243374 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 43772 members Entering Unmasked Estep Score: -2243385.500000 Penalty: 973.297302 Iteration 65Q: 3 clusters Score -2243386 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 43786 members Entering Unmasked Estep Score: -2243400.250000 Penalty: 973.297302 Iteration 66Q: 3 clusters Score -2243400 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 43805 members Entering Unmasked Estep Score: -2243415.000000 Penalty: 973.297302 Iteration 67Q: 3 clusters Score -2243415 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 43822 members Entering Unmasked Estep Score: -2243429.250000 Penalty: 973.297302 Iteration 68Q: 3 clusters Score -2243429 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 43833 members Entering Unmasked Estep Score: -2243440.750000 Penalty: 973.297302 Iteration 69Q: 3 clusters Score -2243441 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 43849 members Entering Unmasked Estep Score: -2243456.750000 Penalty: 973.297302 Iteration 70Q: 3 clusters Score -2243457 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 43863 members Entering Unmasked Estep Score: -2243466.250000 Penalty: 973.297302 Iteration 71Q: 3 clusters Score -2243466 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 43874 members Entering Unmasked Estep Score: -2243474.500000 Penalty: 973.297302 Iteration 72Q: 3 clusters Score -2243474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 43873 members Entering Unmasked Estep Score: -2243478.250000 Penalty: 973.297302 Iteration 73Q: 3 clusters Score -2243478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 43875 members Entering Unmasked Estep Score: -2243477.000000 Penalty: 973.297302 Iteration 74Q: 3 clusters Score -2243477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 43877 members Entering Unmasked Estep Score: -2243477.250000 Penalty: 973.297302 Iteration 75Q: 3 clusters Score -2243477 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 43878 members Entering Unmasked Estep Score: -2243476.000000 Penalty: 973.297302 Iteration 76Q: 3 clusters Score -2243476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 43879 members Entering Unmasked Estep Score: -2243479.000000 Penalty: 973.297302 Iteration 77Q: 3 clusters Score -2243479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 43881 members Entering Unmasked Estep Score: -2243482.000000 Penalty: 973.297302 Iteration 78Q: 3 clusters Score -2243482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 43881 members Entering Unmasked Estep Score: -2243483.000000 Penalty: 973.297302 Iteration 79Q: 3 clusters Score -2243483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 43883 members Entering Unmasked Estep Score: -2243484.250000 Penalty: 973.297302 Iteration 80F: 3 clusters Score -2243484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 43883 members Entering Unmasked Estep Score: -2243486.000000 Penalty: 973.297302 Iteration 81Q: 3 clusters Score -2243486 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 43883 members Entering Unmasked Estep Score: -2243486.000000 Penalty: 973.297302 Iteration 82F: 3 clusters Score -2243486 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Entering Unmasked Estep Score: -44597.972656 Penalty: 311.390625 Iteration 0F: 2 clusters Score -44597.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -43806.406250 Penalty: 622.781250 Iteration 0F: 3 clusters Score -43806.41 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -44041.074219 Penalty: 622.781250 Iteration 1F: 3 clusters Score -44041.07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -44092.351562 Penalty: 622.781250 Iteration 2F: 3 clusters Score -44092.35 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -44127.234375 Penalty: 622.781250 Iteration 3F: 3 clusters Score -44127.23 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -44165.613281 Penalty: 622.781250 Iteration 4Q: 3 clusters Score -44165.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -44191.835938 Penalty: 622.781250 Iteration 5Q: 3 clusters Score -44191.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -44217.437500 Penalty: 622.781250 Iteration 6Q: 3 clusters Score -44217.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -44239.218750 Penalty: 622.781250 Iteration 7Q: 3 clusters Score -44239.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -44254.277344 Penalty: 622.781250 Iteration 8Q: 3 clusters Score -44254.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -44264.765625 Penalty: 622.781250 Iteration 9Q: 3 clusters Score -44264.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -44269.925781 Penalty: 622.781250 Iteration 10Q: 3 clusters Score -44269.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -44275.433594 Penalty: 622.781250 Iteration 11Q: 3 clusters Score -44275.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44278.066406 Penalty: 622.781250 Iteration 12Q: 3 clusters Score -44278.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44279.546875 Penalty: 622.781250 Iteration 13Q: 3 clusters Score -44279.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -44280.792969 Penalty: 622.781250 Iteration 14Q: 3 clusters Score -44280.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -44283.398438 Penalty: 622.781250 Iteration 15Q: 3 clusters Score -44283.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -44287.285156 Penalty: 622.781250 Iteration 16Q: 3 clusters Score -44287.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -44289.234375 Penalty: 622.781250 Iteration 17Q: 3 clusters Score -44289.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -44290.480469 Penalty: 622.781250 Iteration 18Q: 3 clusters Score -44290.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -44293.203125 Penalty: 622.781250 Iteration 19Q: 3 clusters Score -44293.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -44294.906250 Penalty: 622.781250 Iteration 20F: 3 clusters Score -44294.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -44299.500000 Penalty: 622.781250 Iteration 21Q: 3 clusters Score -44299.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -44301.261719 Penalty: 622.781250 Iteration 22Q: 3 clusters Score -44301.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -44302.542969 Penalty: 622.781250 Iteration 23Q: 3 clusters Score -44302.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -44302.972656 Penalty: 622.781250 Iteration 24Q: 3 clusters Score -44302.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -44304.140625 Penalty: 622.781250 Iteration 25Q: 3 clusters Score -44304.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44306.003906 Penalty: 622.781250 Iteration 26Q: 3 clusters Score -44306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -44306.953125 Penalty: 622.781250 Iteration 27Q: 3 clusters Score -44306.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -44306.953125 Penalty: 622.781250 Iteration 28F: 3 clusters Score -44306.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -13652.304688 Penalty: 256.867828 Iteration 0F: 2 clusters Score -13652.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13299.575195 Penalty: 513.735657 Iteration 0F: 3 clusters Score -13299.58 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13373.972656 Penalty: 513.735657 Iteration 1F: 3 clusters Score -13373.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13386.409180 Penalty: 513.735657 Iteration 2F: 3 clusters Score -13386.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13393.531250 Penalty: 513.735657 Iteration 3Q: 3 clusters Score -13393.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -13398.032227 Penalty: 513.735657 Iteration 4Q: 3 clusters Score -13398.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -13406.646484 Penalty: 513.735657 Iteration 5Q: 3 clusters Score -13406.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -13413.654297 Penalty: 513.735657 Iteration 6Q: 3 clusters Score -13413.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -13417.149414 Penalty: 513.735657 Iteration 7Q: 3 clusters Score -13417.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -13417.149414 Penalty: 513.735657 Iteration 8F: 3 clusters Score -13417.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Entering Unmasked Estep Score: -11402.498047 Penalty: 251.769226 Iteration 0F: 2 clusters Score -11402.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11067.792969 Penalty: 503.538452 Iteration 0F: 3 clusters Score -11067.79 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -11138.818359 Penalty: 503.538452 Iteration 1F: 3 clusters Score -11138.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -11156.342773 Penalty: 503.538452 Iteration 2F: 3 clusters Score -11156.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -11161.364258 Penalty: 503.538452 Iteration 3Q: 3 clusters Score -11161.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11167.169922 Penalty: 503.538452 Iteration 4Q: 3 clusters Score -11167.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11170.013672 Penalty: 503.538452 Iteration 5Q: 3 clusters Score -11170.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11170.013672 Penalty: 503.538452 Iteration 6F: 3 clusters Score -11170.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -6476.880859 Penalty: 231.765625 Iteration 0F: 2 clusters Score -6476.881 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 77 members Entering Unmasked Estep Score: -6235.131836 Penalty: 463.531250 Iteration 0F: 3 clusters Score -6235.132 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6287.627930 Penalty: 463.531250 Iteration 1F: 3 clusters Score -6287.628 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6307.299805 Penalty: 463.531250 Iteration 2F: 3 clusters Score -6307.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6318.834961 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -6318.835 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6341.026367 Penalty: 463.531250 Iteration 4F: 3 clusters Score -6341.026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6344.990234 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -6344.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6346.067871 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -6346.068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6351.432129 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -6351.432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6353.266602 Penalty: 463.531250 Iteration 8Q: 3 clusters Score -6353.267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6354.059570 Penalty: 463.531250 Iteration 9Q: 3 clusters Score -6354.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6355.388184 Penalty: 463.531250 Iteration 10Q: 3 clusters Score -6355.388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6355.833496 Penalty: 463.531250 Iteration 11Q: 3 clusters Score -6355.833 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6355.833496 Penalty: 463.531250 Iteration 12F: 3 clusters Score -6355.833 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Entering Unmasked Estep Score: -37236.921875 Penalty: 301.334503 Iteration 0F: 2 clusters Score -37236.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -36600.808594 Penalty: 602.669006 Iteration 0F: 3 clusters Score -36600.81 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -36782.351562 Penalty: 602.669006 Iteration 1F: 3 clusters Score -36782.35 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -36816.210938 Penalty: 602.669006 Iteration 2F: 3 clusters Score -36816.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -36840.179688 Penalty: 602.669006 Iteration 3Q: 3 clusters Score -36840.18 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -36855.449219 Penalty: 602.669006 Iteration 4Q: 3 clusters Score -36855.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -36872.167969 Penalty: 602.669006 Iteration 5Q: 3 clusters Score -36872.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -36884.386719 Penalty: 602.669006 Iteration 6Q: 3 clusters Score -36884.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -36895.042969 Penalty: 602.669006 Iteration 7Q: 3 clusters Score -36895.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -36903.679688 Penalty: 602.669006 Iteration 8Q: 3 clusters Score -36903.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -36908.800781 Penalty: 602.669006 Iteration 9Q: 3 clusters Score -36908.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -36913.671875 Penalty: 602.669006 Iteration 10Q: 3 clusters Score -36913.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -36921.976562 Penalty: 602.669006 Iteration 11Q: 3 clusters Score -36921.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -36928.566406 Penalty: 602.669006 Iteration 12Q: 3 clusters Score -36928.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -36933.183594 Penalty: 602.669006 Iteration 13Q: 3 clusters Score -36933.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -36935.582031 Penalty: 602.669006 Iteration 14Q: 3 clusters Score -36935.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -36937.246094 Penalty: 602.669006 Iteration 15Q: 3 clusters Score -36937.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -36939.687500 Penalty: 602.669006 Iteration 16Q: 3 clusters Score -36939.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -36941.898438 Penalty: 602.669006 Iteration 17Q: 3 clusters Score -36941.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -36943.687500 Penalty: 602.669006 Iteration 18Q: 3 clusters Score -36943.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -36947.296875 Penalty: 602.669006 Iteration 19Q: 3 clusters Score -36947.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -36949.156250 Penalty: 602.669006 Iteration 20F: 3 clusters Score -36949.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -36950.519531 Penalty: 602.669006 Iteration 21Q: 3 clusters Score -36950.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -36951.203125 Penalty: 602.669006 Iteration 22Q: 3 clusters Score -36951.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -36952.132812 Penalty: 602.669006 Iteration 23Q: 3 clusters Score -36952.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -36953.187500 Penalty: 602.669006 Iteration 24Q: 3 clusters Score -36953.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -36953.425781 Penalty: 602.669006 Iteration 25Q: 3 clusters Score -36953.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -36954.195312 Penalty: 602.669006 Iteration 26Q: 3 clusters Score -36954.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -36956.117188 Penalty: 602.669006 Iteration 27Q: 3 clusters Score -36956.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -36956.242188 Penalty: 602.669006 Iteration 28Q: 3 clusters Score -36956.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -36956.242188 Penalty: 602.669006 Iteration 29F: 3 clusters Score -36956.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Entering Unmasked Estep Score: -128761.585938 Penalty: 366.451874 Iteration 0F: 2 clusters Score -128761.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -126552.757812 Penalty: 732.903748 Iteration 0F: 3 clusters Score -126552.8 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -127365.085938 Penalty: 732.903748 Iteration 1F: 3 clusters Score -127365.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -127549.484375 Penalty: 732.903748 Iteration 2F: 3 clusters Score -127549.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -127793.828125 Penalty: 732.903748 Iteration 3F: 3 clusters Score -127793.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -128031.554688 Penalty: 732.903748 Iteration 4F: 3 clusters Score -128031.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -128229.695312 Penalty: 732.903748 Iteration 5F: 3 clusters Score -128229.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -128362.742188 Penalty: 732.903748 Iteration 6Q: 3 clusters Score -128362.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -128455.562500 Penalty: 732.903748 Iteration 7Q: 3 clusters Score -128455.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -128501.898438 Penalty: 732.903748 Iteration 8Q: 3 clusters Score -128501.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -128531.296875 Penalty: 732.903748 Iteration 9Q: 3 clusters Score -128531.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -128545.117188 Penalty: 732.903748 Iteration 10Q: 3 clusters Score -128545.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -128550.867188 Penalty: 732.903748 Iteration 11Q: 3 clusters Score -128550.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -128556.320312 Penalty: 732.903748 Iteration 12Q: 3 clusters Score -128556.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -128559.976562 Penalty: 732.903748 Iteration 13Q: 3 clusters Score -128560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -128563.531250 Penalty: 732.903748 Iteration 14Q: 3 clusters Score -128563.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -128566.210938 Penalty: 732.903748 Iteration 15Q: 3 clusters Score -128566.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -128566.429688 Penalty: 732.903748 Iteration 16Q: 3 clusters Score -128566.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -128566.578125 Penalty: 732.903748 Iteration 17Q: 3 clusters Score -128566.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -128566.578125 Penalty: 732.903748 Iteration 18F: 3 clusters Score -128566.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Entering Unmasked Estep Score: -139562.531250 Penalty: 362.353271 Iteration 0F: 2 clusters Score -139562.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -137511.187500 Penalty: 724.706543 Iteration 0F: 3 clusters Score -137511.2 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -138269.156250 Penalty: 724.706543 Iteration 1F: 3 clusters Score -138269.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -138385.406250 Penalty: 724.706543 Iteration 2F: 3 clusters Score -138385.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -138473.171875 Penalty: 724.706543 Iteration 3F: 3 clusters Score -138473.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -138561.765625 Penalty: 724.706543 Iteration 4F: 3 clusters Score -138561.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -138646.515625 Penalty: 724.706543 Iteration 5Q: 3 clusters Score -138646.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -138720.781250 Penalty: 724.706543 Iteration 6Q: 3 clusters Score -138720.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -138786.656250 Penalty: 724.706543 Iteration 7Q: 3 clusters Score -138786.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -138846.484375 Penalty: 724.706543 Iteration 8Q: 3 clusters Score -138846.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -138890.390625 Penalty: 724.706543 Iteration 9Q: 3 clusters Score -138890.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -138912.281250 Penalty: 724.706543 Iteration 10Q: 3 clusters Score -138912.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -138926.765625 Penalty: 724.706543 Iteration 11Q: 3 clusters Score -138926.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -138934.140625 Penalty: 724.706543 Iteration 12Q: 3 clusters Score -138934.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -138938.218750 Penalty: 724.706543 Iteration 13Q: 3 clusters Score -138938.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -138941.890625 Penalty: 724.706543 Iteration 14Q: 3 clusters Score -138941.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -138944.812500 Penalty: 724.706543 Iteration 15Q: 3 clusters Score -138944.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -138947.734375 Penalty: 724.706543 Iteration 16Q: 3 clusters Score -138947.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -138952.578125 Penalty: 724.706543 Iteration 17Q: 3 clusters Score -138952.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -138956.812500 Penalty: 724.706543 Iteration 18Q: 3 clusters Score -138956.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -138958.406250 Penalty: 724.706543 Iteration 19Q: 3 clusters Score -138958.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -138960.125000 Penalty: 724.706543 Iteration 20F: 3 clusters Score -138960.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -138962.265625 Penalty: 724.706543 Iteration 21Q: 3 clusters Score -138962.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -138964.265625 Penalty: 724.706543 Iteration 22Q: 3 clusters Score -138964.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -138965.625000 Penalty: 724.706543 Iteration 23Q: 3 clusters Score -138965.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -138967.125000 Penalty: 724.706543 Iteration 24Q: 3 clusters Score -138967.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -138969.109375 Penalty: 724.706543 Iteration 25Q: 3 clusters Score -138969.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -138970.562500 Penalty: 724.706543 Iteration 26Q: 3 clusters Score -138970.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -138973.812500 Penalty: 724.706543 Iteration 27Q: 3 clusters Score -138973.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -138976.015625 Penalty: 724.706543 Iteration 28Q: 3 clusters Score -138976 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -138979.109375 Penalty: 724.706543 Iteration 29Q: 3 clusters Score -138979.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -138980.687500 Penalty: 724.706543 Iteration 30Q: 3 clusters Score -138980.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -138982.000000 Penalty: 724.706543 Iteration 31Q: 3 clusters Score -138982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -138984.609375 Penalty: 724.706543 Iteration 32Q: 3 clusters Score -138984.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -138986.812500 Penalty: 724.706543 Iteration 33Q: 3 clusters Score -138986.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -138991.468750 Penalty: 724.706543 Iteration 34Q: 3 clusters Score -138991.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -138996.312500 Penalty: 724.706543 Iteration 35Q: 3 clusters Score -138996.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -139002.750000 Penalty: 724.706543 Iteration 36Q: 3 clusters Score -139002.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -139009.406250 Penalty: 724.706543 Iteration 37Q: 3 clusters Score -139009.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -139014.156250 Penalty: 724.706543 Iteration 38Q: 3 clusters Score -139014.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -139020.593750 Penalty: 724.706543 Iteration 39Q: 3 clusters Score -139020.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -139030.984375 Penalty: 724.706543 Iteration 40F: 3 clusters Score -139031 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -139049.718750 Penalty: 724.706543 Iteration 41Q: 3 clusters Score -139049.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -139069.421875 Penalty: 724.706543 Iteration 42Q: 3 clusters Score -139069.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -139091.359375 Penalty: 724.706543 Iteration 43Q: 3 clusters Score -139091.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -139102.671875 Penalty: 724.706543 Iteration 44Q: 3 clusters Score -139102.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -139112.218750 Penalty: 724.706543 Iteration 45Q: 3 clusters Score -139112.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -139121.750000 Penalty: 724.706543 Iteration 46Q: 3 clusters Score -139121.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -139129.703125 Penalty: 724.706543 Iteration 47Q: 3 clusters Score -139129.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -139140.687500 Penalty: 724.706543 Iteration 48Q: 3 clusters Score -139140.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -139153.781250 Penalty: 724.706543 Iteration 49Q: 3 clusters Score -139153.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -139166.968750 Penalty: 724.706543 Iteration 50Q: 3 clusters Score -139167 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -139181.593750 Penalty: 724.706543 Iteration 51Q: 3 clusters Score -139181.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -139192.546875 Penalty: 724.706543 Iteration 52Q: 3 clusters Score -139192.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -139202.875000 Penalty: 724.706543 Iteration 53Q: 3 clusters Score -139202.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -139206.609375 Penalty: 724.706543 Iteration 54Q: 3 clusters Score -139206.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -139213.781250 Penalty: 724.706543 Iteration 55Q: 3 clusters Score -139213.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -139219.484375 Penalty: 724.706543 Iteration 56Q: 3 clusters Score -139219.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -139222.093750 Penalty: 724.706543 Iteration 57Q: 3 clusters Score -139222.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -139225.812500 Penalty: 724.706543 Iteration 58Q: 3 clusters Score -139225.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -139230.343750 Penalty: 724.706543 Iteration 59Q: 3 clusters Score -139230.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -139231.968750 Penalty: 724.706543 Iteration 60F: 3 clusters Score -139232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -139233.921875 Penalty: 724.706543 Iteration 61Q: 3 clusters Score -139233.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -139235.000000 Penalty: 724.706543 Iteration 62Q: 3 clusters Score -139235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -139235.281250 Penalty: 724.706543 Iteration 63Q: 3 clusters Score -139235.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -139235.453125 Penalty: 724.706543 Iteration 64Q: 3 clusters Score -139235.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -139235.312500 Penalty: 724.706543 Iteration 65Q: 3 clusters Score -139235.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -139235.312500 Penalty: 724.706543 Iteration 66F: 3 clusters Score -139235.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Entering Unmasked Estep Score: -273878.656250 Penalty: 387.732056 Iteration 0F: 2 clusters Score -273878.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -270494.187500 Penalty: 775.464111 Iteration 0F: 3 clusters Score -270494.2 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -271745.156250 Penalty: 775.464111 Iteration 1F: 3 clusters Score -271745.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -271844.343750 Penalty: 775.464111 Iteration 2F: 3 clusters Score -271844.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -271916.718750 Penalty: 775.464111 Iteration 3Q: 3 clusters Score -271916.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -272009.437500 Penalty: 775.464111 Iteration 4Q: 3 clusters Score -272009.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -272132.968750 Penalty: 775.464111 Iteration 5Q: 3 clusters Score -272133 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -272292.187500 Penalty: 775.464111 Iteration 6F: 3 clusters Score -272292.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -272479.812500 Penalty: 775.464111 Iteration 7F: 3 clusters Score -272479.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -272699.125000 Penalty: 775.464111 Iteration 8F: 3 clusters Score -272699.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -272891.781250 Penalty: 775.464111 Iteration 9F: 3 clusters Score -272891.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -273054.937500 Penalty: 775.464111 Iteration 10Q: 3 clusters Score -273054.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -273212.343750 Penalty: 775.464111 Iteration 11Q: 3 clusters Score -273212.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -273299.468750 Penalty: 775.464111 Iteration 12Q: 3 clusters Score -273299.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -273359.937500 Penalty: 775.464111 Iteration 13Q: 3 clusters Score -273359.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -273417.937500 Penalty: 775.464111 Iteration 14Q: 3 clusters Score -273417.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -273470.468750 Penalty: 775.464111 Iteration 15Q: 3 clusters Score -273470.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -273525.125000 Penalty: 775.464111 Iteration 16Q: 3 clusters Score -273525.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -273566.843750 Penalty: 775.464111 Iteration 17Q: 3 clusters Score -273566.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -273607.062500 Penalty: 775.464111 Iteration 18Q: 3 clusters Score -273607.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -273629.375000 Penalty: 775.464111 Iteration 19Q: 3 clusters Score -273629.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -273651.593750 Penalty: 775.464111 Iteration 20F: 3 clusters Score -273651.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -273674.187500 Penalty: 775.464111 Iteration 21Q: 3 clusters Score -273674.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -273689.250000 Penalty: 775.464111 Iteration 22Q: 3 clusters Score -273689.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -273697.093750 Penalty: 775.464111 Iteration 23Q: 3 clusters Score -273697.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -273707.750000 Penalty: 775.464111 Iteration 24Q: 3 clusters Score -273707.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -273714.125000 Penalty: 775.464111 Iteration 25Q: 3 clusters Score -273714.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -273715.406250 Penalty: 775.464111 Iteration 26Q: 3 clusters Score -273715.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -273715.156250 Penalty: 775.464111 Iteration 27Q: 3 clusters Score -273715.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -273715.531250 Penalty: 775.464111 Iteration 28Q: 3 clusters Score -273715.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -273715.531250 Penalty: 775.464111 Iteration 29F: 3 clusters Score -273715.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44160 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 253 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 752 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2875 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852705.250000 Penalty: 4989.407227 Iteration 79Q: 11 clusters Score -2852705 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44165 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 253 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 756 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2866 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852708.000000 Penalty: 4989.407227 Iteration 80F: 11 clusters Score -2852708 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44168 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 253 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 760 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2859 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852711.750000 Penalty: 4989.407227 Iteration 81Q: 11 clusters Score -2852712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44171 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 253 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 765 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2851 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852713.750000 Penalty: 4989.407227 Iteration 82Q: 11 clusters Score -2852714 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44175 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 769 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2842 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852710.500000 Penalty: 4989.407227 Iteration 83Q: 11 clusters Score -2852710 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 44181 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 773 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2832 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852714.250000 Penalty: 4989.407227 Iteration 84Q: 11 clusters Score -2852714 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 44188 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 772 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2825 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852713.000000 Penalty: 4989.407227 Iteration 85Q: 11 clusters Score -2852713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 44190 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 773 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2822 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852713.750000 Penalty: 4989.407227 Iteration 86Q: 11 clusters Score -2852714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 44191 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 773 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2821 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852715.250000 Penalty: 4989.407227 Iteration 87Q: 11 clusters Score -2852715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 44191 members Mstep: Class 5 contains 938 members Mstep: Class 8 contains 283 members Mstep: Class 9 contains 254 members Mstep: Class 12 contains 163 members Mstep: Class 14 contains 773 members Mstep: Class 15 contains 3146 members Mstep: Class 19 contains 2821 members Mstep: Class 24 contains 5022 members Entering Unmasked Estep ConsiderDeletion Score: -2852715.250000 Penalty: 4989.407227 Iteration 88F: 11 clusters Score -2852715 nChanged 0 Entering ConstructFrom: Score: -2852715.250000 Penalty: 4989.407227 Entering ConstructFrom: Trying to split cluster 1 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -9698.681641 Penalty: 244.575165 Iteration 0F: 2 clusters Score -9698.682 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 118 members Entering Unmasked Estep Score: -9415.185547 Penalty: 489.150330 Iteration 0F: 3 clusters Score -9415.186 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9468.358398 Penalty: 489.150330 Iteration 1F: 3 clusters Score -9468.358 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9479.572266 Penalty: 489.150330 Iteration 2F: 3 clusters Score -9479.572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9491.235352 Penalty: 489.150330 Iteration 3Q: 3 clusters Score -9491.235 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9495.704102 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -9495.704 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9505.366211 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -9505.366 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9513.689453 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -9513.689 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9519.062500 Penalty: 489.150330 Iteration 7Q: 3 clusters Score -9519.062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9524.099609 Penalty: 489.150330 Iteration 8Q: 3 clusters Score -9524.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9524.574219 Penalty: 489.150330 Iteration 9Q: 3 clusters Score -9524.574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9526.771484 Penalty: 489.150330 Iteration 10Q: 3 clusters Score -9526.771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9533.631836 Penalty: 489.150330 Iteration 11Q: 3 clusters Score -9533.632 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9547.882812 Penalty: 489.150330 Iteration 12Q: 3 clusters Score -9547.883 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9555.057617 Penalty: 489.150330 Iteration 13Q: 3 clusters Score -9555.058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9555.057617 Penalty: 489.150330 Iteration 14F: 3 clusters Score -9555.058 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (44191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44191 members Entering Unmasked Estep Score: -2245201.250000 Penalty: 486.680603 Iteration 0F: 2 clusters Score -2245201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22140 members Mstep: Class 2 contains 22051 members Entering Unmasked Estep Score: -2215774.000000 Penalty: 973.361206 Iteration 0F: 3 clusters Score -2215774 nChanged 21245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22945 members Mstep: Class 2 contains 21246 members Entering Unmasked Estep Score: -2228381.750000 Penalty: 973.361206 Iteration 1F: 3 clusters Score -2228382 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23482 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -2229023.500000 Penalty: 973.361206 Iteration 2Q: 3 clusters Score -2229024 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24286 members Mstep: Class 2 contains 19905 members Entering Unmasked Estep Score: -2229952.250000 Penalty: 973.361206 Iteration 3Q: 3 clusters Score -2229952 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25354 members Mstep: Class 2 contains 18837 members Entering Unmasked Estep Score: -2231204.500000 Penalty: 973.361206 Iteration 4F: 3 clusters Score -2231204 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26552 members Mstep: Class 2 contains 17639 members Entering Unmasked Estep Score: -2232816.500000 Penalty: 973.361206 Iteration 5F: 3 clusters Score -2232816 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27794 members Mstep: Class 2 contains 16397 members Entering Unmasked Estep Score: -2234822.750000 Penalty: 973.361206 Iteration 6F: 3 clusters Score -2234823 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28948 members Mstep: Class 2 contains 15243 members Entering Unmasked Estep Score: -2236883.000000 Penalty: 973.361206 Iteration 7F: 3 clusters Score -2236883 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29881 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -2238232.500000 Penalty: 973.361206 Iteration 8Q: 3 clusters Score -2238232 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30653 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -2238835.500000 Penalty: 973.361206 Iteration 9Q: 3 clusters Score -2238836 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31375 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -2239100.500000 Penalty: 973.361206 Iteration 10Q: 3 clusters Score -2239100 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32120 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -2239346.250000 Penalty: 973.361206 Iteration 11Q: 3 clusters Score -2239346 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32876 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -2239577.000000 Penalty: 973.361206 Iteration 12Q: 3 clusters Score -2239577 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33654 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -2239826.750000 Penalty: 973.361206 Iteration 13Q: 3 clusters Score -2239827 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34485 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -2240124.500000 Penalty: 973.361206 Iteration 14Q: 3 clusters Score -2240124 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35306 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -2240434.250000 Penalty: 973.361206 Iteration 15Q: 3 clusters Score -2240434 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36185 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -2240816.000000 Penalty: 973.361206 Iteration 16Q: 3 clusters Score -2240816 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37068 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -2241198.500000 Penalty: 973.361206 Iteration 17Q: 3 clusters Score -2241198 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37887 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -2241571.000000 Penalty: 973.361206 Iteration 18Q: 3 clusters Score -2241571 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38694 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -2241976.750000 Penalty: 973.361206 Iteration 19Q: 3 clusters Score -2241977 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39453 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -2242402.000000 Penalty: 973.361206 Iteration 20F: 3 clusters Score -2242402 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40163 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -2242815.250000 Penalty: 973.361206 Iteration 21Q: 3 clusters Score -2242815 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40815 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -2243206.500000 Penalty: 973.361206 Iteration 22Q: 3 clusters Score -2243206 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41358 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -2243510.000000 Penalty: 973.361206 Iteration 23Q: 3 clusters Score -2243510 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41848 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -2243806.250000 Penalty: 973.361206 Iteration 24Q: 3 clusters Score -2243806 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42244 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -2244035.750000 Penalty: 973.361206 Iteration 25Q: 3 clusters Score -2244036 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42573 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -2244210.750000 Penalty: 973.361206 Iteration 26Q: 3 clusters Score -2244211 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42826 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -2244337.500000 Penalty: 973.361206 Iteration 27Q: 3 clusters Score -2244338 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43025 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -2244424.500000 Penalty: 973.361206 Iteration 28Q: 3 clusters Score -2244424 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43181 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -2244498.000000 Penalty: 973.361206 Iteration 29Q: 3 clusters Score -2244498 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43307 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -2244556.750000 Penalty: 973.361206 Iteration 30Q: 3 clusters Score -2244557 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43403 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -2244604.500000 Penalty: 973.361206 Iteration 31Q: 3 clusters Score -2244604 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43486 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -2244625.750000 Penalty: 973.361206 Iteration 32Q: 3 clusters Score -2244626 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43544 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -2244652.750000 Penalty: 973.361206 Iteration 33Q: 3 clusters Score -2244653 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43586 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -2244668.250000 Penalty: 973.361206 Iteration 34Q: 3 clusters Score -2244668 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43626 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -2244684.000000 Penalty: 973.361206 Iteration 35Q: 3 clusters Score -2244684 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43660 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -2244696.000000 Penalty: 973.361206 Iteration 36Q: 3 clusters Score -2244696 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43689 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -2244711.500000 Penalty: 973.361206 Iteration 37Q: 3 clusters Score -2244712 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43715 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2244726.000000 Penalty: 973.361206 Iteration 38Q: 3 clusters Score -2244726 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43745 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -2244744.750000 Penalty: 973.361206 Iteration 39Q: 3 clusters Score -2244745 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43770 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -2244757.750000 Penalty: 973.361206 Iteration 40F: 3 clusters Score -2244758 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43788 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -2244763.750000 Penalty: 973.361206 Iteration 41Q: 3 clusters Score -2244764 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43800 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -2244769.250000 Penalty: 973.361206 Iteration 42Q: 3 clusters Score -2244769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43810 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -2244772.500000 Penalty: 973.361206 Iteration 43Q: 3 clusters Score -2244772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43818 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -2244776.500000 Penalty: 973.361206 Iteration 44Q: 3 clusters Score -2244776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43824 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -2244778.750000 Penalty: 973.361206 Iteration 45Q: 3 clusters Score -2244779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43831 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2244780.250000 Penalty: 973.361206 Iteration 46Q: 3 clusters Score -2244780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43836 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -2244781.500000 Penalty: 973.361206 Iteration 47Q: 3 clusters Score -2244782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43841 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -2244782.750000 Penalty: 973.361206 Iteration 48Q: 3 clusters Score -2244783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43843 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2244784.750000 Penalty: 973.361206 Iteration 49Q: 3 clusters Score -2244785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43846 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -2244787.500000 Penalty: 973.361206 Iteration 50Q: 3 clusters Score -2244788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43855 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -2244789.500000 Penalty: 973.361206 Iteration 51Q: 3 clusters Score -2244790 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43860 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -2244794.500000 Penalty: 973.361206 Iteration 52Q: 3 clusters Score -2244794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43864 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -2244794.750000 Penalty: 973.361206 Iteration 53Q: 3 clusters Score -2244795 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43870 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -2244795.750000 Penalty: 973.361206 Iteration 54Q: 3 clusters Score -2244796 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43876 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -2244799.750000 Penalty: 973.361206 Iteration 55Q: 3 clusters Score -2244800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43882 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -2244800.000000 Penalty: 973.361206 Iteration 56Q: 3 clusters Score -2244800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43885 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -2244801.500000 Penalty: 973.361206 Iteration 57Q: 3 clusters Score -2244802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43890 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -2244805.000000 Penalty: 973.361206 Iteration 58Q: 3 clusters Score -2244805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43893 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2244803.750000 Penalty: 973.361206 Iteration 59Q: 3 clusters Score -2244804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43896 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -2244804.500000 Penalty: 973.361206 Iteration 60F: 3 clusters Score -2244804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43897 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -2244806.000000 Penalty: 973.361206 Iteration 61Q: 3 clusters Score -2244806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43897 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -2244806.000000 Penalty: 973.361206 Iteration 62F: 3 clusters Score -2244806 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Entering Unmasked Estep Score: -44597.972656 Penalty: 311.390625 Iteration 0F: 2 clusters Score -44597.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -43836.777344 Penalty: 622.781250 Iteration 0F: 3 clusters Score -43836.78 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -44013.769531 Penalty: 622.781250 Iteration 1F: 3 clusters Score -44013.77 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -44059.769531 Penalty: 622.781250 Iteration 2F: 3 clusters Score -44059.77 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -44104.597656 Penalty: 622.781250 Iteration 3F: 3 clusters Score -44104.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -44143.074219 Penalty: 622.781250 Iteration 4F: 3 clusters Score -44143.07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -44170.199219 Penalty: 622.781250 Iteration 5Q: 3 clusters Score -44170.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -44183.898438 Penalty: 622.781250 Iteration 6Q: 3 clusters Score -44183.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -44201.234375 Penalty: 622.781250 Iteration 7Q: 3 clusters Score -44201.23 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -44215.550781 Penalty: 622.781250 Iteration 8Q: 3 clusters Score -44215.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -44223.000000 Penalty: 622.781250 Iteration 9Q: 3 clusters Score -44223 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -44233.156250 Penalty: 622.781250 Iteration 10Q: 3 clusters Score -44233.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -44245.753906 Penalty: 622.781250 Iteration 11Q: 3 clusters Score -44245.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -44258.824219 Penalty: 622.781250 Iteration 12Q: 3 clusters Score -44258.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -44272.925781 Penalty: 622.781250 Iteration 13Q: 3 clusters Score -44272.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -44277.203125 Penalty: 622.781250 Iteration 14Q: 3 clusters Score -44277.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -44280.835938 Penalty: 622.781250 Iteration 15Q: 3 clusters Score -44280.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -44285.804688 Penalty: 622.781250 Iteration 16Q: 3 clusters Score -44285.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -44292.136719 Penalty: 622.781250 Iteration 17Q: 3 clusters Score -44292.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -44295.054688 Penalty: 622.781250 Iteration 18Q: 3 clusters Score -44295.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -44296.652344 Penalty: 622.781250 Iteration 19Q: 3 clusters Score -44296.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -44298.375000 Penalty: 622.781250 Iteration 20F: 3 clusters Score -44298.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -44300.570312 Penalty: 622.781250 Iteration 21Q: 3 clusters Score -44300.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -44302.539062 Penalty: 622.781250 Iteration 22Q: 3 clusters Score -44302.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -44303.390625 Penalty: 622.781250 Iteration 23Q: 3 clusters Score -44303.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -44305.042969 Penalty: 622.781250 Iteration 24Q: 3 clusters Score -44305.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -44310.957031 Penalty: 622.781250 Iteration 25Q: 3 clusters Score -44310.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -44314.269531 Penalty: 622.781250 Iteration 26Q: 3 clusters Score -44314.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -44315.527344 Penalty: 622.781250 Iteration 27Q: 3 clusters Score -44315.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -44317.097656 Penalty: 622.781250 Iteration 28Q: 3 clusters Score -44317.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -44317.488281 Penalty: 622.781250 Iteration 29Q: 3 clusters Score -44317.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -44317.488281 Penalty: 622.781250 Iteration 30F: 3 clusters Score -44317.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -13652.304688 Penalty: 256.867828 Iteration 0F: 2 clusters Score -13652.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13292.208008 Penalty: 513.735657 Iteration 0F: 3 clusters Score -13292.21 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13371.569336 Penalty: 513.735657 Iteration 1F: 3 clusters Score -13371.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13392.626953 Penalty: 513.735657 Iteration 2F: 3 clusters Score -13392.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13401.891602 Penalty: 513.735657 Iteration 3Q: 3 clusters Score -13401.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13406.869141 Penalty: 513.735657 Iteration 4Q: 3 clusters Score -13406.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13408.924805 Penalty: 513.735657 Iteration 5Q: 3 clusters Score -13408.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13408.924805 Penalty: 513.735657 Iteration 6F: 3 clusters Score -13408.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Entering Unmasked Estep Score: -11451.291992 Penalty: 251.948715 Iteration 0F: 2 clusters Score -11451.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11120.036133 Penalty: 503.897430 Iteration 0F: 3 clusters Score -11120.04 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -11200.019531 Penalty: 503.897430 Iteration 1F: 3 clusters Score -11200.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -11237.209961 Penalty: 503.897430 Iteration 2F: 3 clusters Score -11237.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -11252.352539 Penalty: 503.897430 Iteration 3F: 3 clusters Score -11252.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -11256.799805 Penalty: 503.897430 Iteration 4Q: 3 clusters Score -11256.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -11258.304688 Penalty: 503.897430 Iteration 5Q: 3 clusters Score -11258.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -11258.958008 Penalty: 503.897430 Iteration 6Q: 3 clusters Score -11258.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -11259.538086 Penalty: 503.897430 Iteration 7Q: 3 clusters Score -11259.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -11259.538086 Penalty: 503.897430 Iteration 8F: 3 clusters Score -11259.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -6476.880859 Penalty: 231.765625 Iteration 0F: 2 clusters Score -6476.881 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6234.416016 Penalty: 463.531250 Iteration 0F: 3 clusters Score -6234.416 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6288.287598 Penalty: 463.531250 Iteration 1F: 3 clusters Score -6288.288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6297.518555 Penalty: 463.531250 Iteration 2Q: 3 clusters Score -6297.519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -6304.763184 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -6304.763 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -6304.763184 Penalty: 463.531250 Iteration 4F: 3 clusters Score -6304.763 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Entering Unmasked Estep Score: -38288.222656 Penalty: 302.587708 Iteration 0F: 2 clusters Score -38288.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -37605.160156 Penalty: 605.175415 Iteration 0F: 3 clusters Score -37605.16 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -37782.453125 Penalty: 605.175415 Iteration 1F: 3 clusters Score -37782.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -37809.871094 Penalty: 605.175415 Iteration 2F: 3 clusters Score -37809.87 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -37826.714844 Penalty: 605.175415 Iteration 3Q: 3 clusters Score -37826.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -37835.601562 Penalty: 605.175415 Iteration 4Q: 3 clusters Score -37835.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -37845.859375 Penalty: 605.175415 Iteration 5Q: 3 clusters Score -37845.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -37853.515625 Penalty: 605.175415 Iteration 6Q: 3 clusters Score -37853.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -37865.277344 Penalty: 605.175415 Iteration 7Q: 3 clusters Score -37865.28 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -37878.359375 Penalty: 605.175415 Iteration 8Q: 3 clusters Score -37878.36 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -37898.226562 Penalty: 605.175415 Iteration 9Q: 3 clusters Score -37898.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -37914.324219 Penalty: 605.175415 Iteration 10Q: 3 clusters Score -37914.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -37927.007812 Penalty: 605.175415 Iteration 11Q: 3 clusters Score -37927.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -37932.531250 Penalty: 605.175415 Iteration 12Q: 3 clusters Score -37932.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -37938.300781 Penalty: 605.175415 Iteration 13Q: 3 clusters Score -37938.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -37944.601562 Penalty: 605.175415 Iteration 14Q: 3 clusters Score -37944.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -37949.785156 Penalty: 605.175415 Iteration 15Q: 3 clusters Score -37949.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -37953.882812 Penalty: 605.175415 Iteration 16Q: 3 clusters Score -37953.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -37956.003906 Penalty: 605.175415 Iteration 17Q: 3 clusters Score -37956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -37956.988281 Penalty: 605.175415 Iteration 18Q: 3 clusters Score -37956.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -37959.300781 Penalty: 605.175415 Iteration 19Q: 3 clusters Score -37959.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -37963.046875 Penalty: 605.175415 Iteration 20F: 3 clusters Score -37963.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -37966.269531 Penalty: 605.175415 Iteration 21Q: 3 clusters Score -37966.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -37968.386719 Penalty: 605.175415 Iteration 22Q: 3 clusters Score -37968.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -37969.347656 Penalty: 605.175415 Iteration 23Q: 3 clusters Score -37969.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -37971.597656 Penalty: 605.175415 Iteration 24Q: 3 clusters Score -37971.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -37972.832031 Penalty: 605.175415 Iteration 25Q: 3 clusters Score -37972.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -37973.691406 Penalty: 605.175415 Iteration 26Q: 3 clusters Score -37973.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -37974.015625 Penalty: 605.175415 Iteration 27Q: 3 clusters Score -37974.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -37974.015625 Penalty: 605.175415 Iteration 28F: 3 clusters Score -37974.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Entering Unmasked Estep Score: -128761.585938 Penalty: 366.451874 Iteration 0F: 2 clusters Score -128761.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -126612.820312 Penalty: 732.903748 Iteration 0F: 3 clusters Score -126612.8 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -127311.062500 Penalty: 732.903748 Iteration 1F: 3 clusters Score -127311.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -127391.515625 Penalty: 732.903748 Iteration 2F: 3 clusters Score -127391.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -127483.437500 Penalty: 732.903748 Iteration 3Q: 3 clusters Score -127483.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -127574.265625 Penalty: 732.903748 Iteration 4Q: 3 clusters Score -127574.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -127671.406250 Penalty: 732.903748 Iteration 5Q: 3 clusters Score -127671.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -127770.171875 Penalty: 732.903748 Iteration 6Q: 3 clusters Score -127770.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -127860.078125 Penalty: 732.903748 Iteration 7Q: 3 clusters Score -127860.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -127936.789062 Penalty: 732.903748 Iteration 8Q: 3 clusters Score -127936.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -127991.343750 Penalty: 732.903748 Iteration 9Q: 3 clusters Score -127991.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -128022.625000 Penalty: 732.903748 Iteration 10Q: 3 clusters Score -128022.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -128040.304688 Penalty: 732.903748 Iteration 11Q: 3 clusters Score -128040.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -128051.320312 Penalty: 732.903748 Iteration 12Q: 3 clusters Score -128051.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -128056.328125 Penalty: 732.903748 Iteration 13Q: 3 clusters Score -128056.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -128061.617188 Penalty: 732.903748 Iteration 14Q: 3 clusters Score -128061.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -128067.125000 Penalty: 732.903748 Iteration 15Q: 3 clusters Score -128067.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -128070.531250 Penalty: 732.903748 Iteration 16Q: 3 clusters Score -128070.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -128074.648438 Penalty: 732.903748 Iteration 17Q: 3 clusters Score -128074.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -128084.148438 Penalty: 732.903748 Iteration 18Q: 3 clusters Score -128084.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -128095.101562 Penalty: 732.903748 Iteration 19Q: 3 clusters Score -128095.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -128103.890625 Penalty: 732.903748 Iteration 20F: 3 clusters Score -128103.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -128111.000000 Penalty: 732.903748 Iteration 21Q: 3 clusters Score -128111 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -128118.023438 Penalty: 732.903748 Iteration 22Q: 3 clusters Score -128118 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -128124.640625 Penalty: 732.903748 Iteration 23Q: 3 clusters Score -128124.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -128138.125000 Penalty: 732.903748 Iteration 24Q: 3 clusters Score -128138.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -128154.007812 Penalty: 732.903748 Iteration 25Q: 3 clusters Score -128154 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -128168.421875 Penalty: 732.903748 Iteration 26Q: 3 clusters Score -128168.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -128187.218750 Penalty: 732.903748 Iteration 27Q: 3 clusters Score -128187.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -128201.015625 Penalty: 732.903748 Iteration 28Q: 3 clusters Score -128201 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -128215.078125 Penalty: 732.903748 Iteration 29Q: 3 clusters Score -128215.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -128228.093750 Penalty: 732.903748 Iteration 30Q: 3 clusters Score -128228.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -128244.695312 Penalty: 732.903748 Iteration 31Q: 3 clusters Score -128244.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -128261.367188 Penalty: 732.903748 Iteration 32Q: 3 clusters Score -128261.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -128289.742188 Penalty: 732.903748 Iteration 33Q: 3 clusters Score -128289.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -128326.562500 Penalty: 732.903748 Iteration 34Q: 3 clusters Score -128326.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -128354.437500 Penalty: 732.903748 Iteration 35Q: 3 clusters Score -128354.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -128379.328125 Penalty: 732.903748 Iteration 36Q: 3 clusters Score -128379.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -128398.078125 Penalty: 732.903748 Iteration 37Q: 3 clusters Score -128398.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -128411.695312 Penalty: 732.903748 Iteration 38Q: 3 clusters Score -128411.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -128425.945312 Penalty: 732.903748 Iteration 39Q: 3 clusters Score -128425.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -128437.250000 Penalty: 732.903748 Iteration 40F: 3 clusters Score -128437.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -128446.429688 Penalty: 732.903748 Iteration 41Q: 3 clusters Score -128446.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -128451.656250 Penalty: 732.903748 Iteration 42Q: 3 clusters Score -128451.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -128453.531250 Penalty: 732.903748 Iteration 43Q: 3 clusters Score -128453.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -128455.109375 Penalty: 732.903748 Iteration 44Q: 3 clusters Score -128455.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -128458.453125 Penalty: 732.903748 Iteration 45Q: 3 clusters Score -128458.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -128464.585938 Penalty: 732.903748 Iteration 46Q: 3 clusters Score -128464.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -128470.664062 Penalty: 732.903748 Iteration 47Q: 3 clusters Score -128470.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -128477.234375 Penalty: 732.903748 Iteration 48Q: 3 clusters Score -128477.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -128482.328125 Penalty: 732.903748 Iteration 49Q: 3 clusters Score -128482.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -128486.187500 Penalty: 732.903748 Iteration 50Q: 3 clusters Score -128486.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -128487.882812 Penalty: 732.903748 Iteration 51Q: 3 clusters Score -128487.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -128489.000000 Penalty: 732.903748 Iteration 52Q: 3 clusters Score -128489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -128489.492188 Penalty: 732.903748 Iteration 53Q: 3 clusters Score -128489.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -128490.781250 Penalty: 732.903748 Iteration 54Q: 3 clusters Score -128490.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -128491.445312 Penalty: 732.903748 Iteration 55Q: 3 clusters Score -128491.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -128492.187500 Penalty: 732.903748 Iteration 56Q: 3 clusters Score -128492.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -128492.500000 Penalty: 732.903748 Iteration 57Q: 3 clusters Score -128492.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -128493.343750 Penalty: 732.903748 Iteration 58Q: 3 clusters Score -128493.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -128494.156250 Penalty: 732.903748 Iteration 59Q: 3 clusters Score -128494.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -128495.031250 Penalty: 732.903748 Iteration 60F: 3 clusters Score -128495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -128495.546875 Penalty: 732.903748 Iteration 61Q: 3 clusters Score -128495.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -128497.054688 Penalty: 732.903748 Iteration 62Q: 3 clusters Score -128497.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -128497.882812 Penalty: 732.903748 Iteration 63Q: 3 clusters Score -128497.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -128498.867188 Penalty: 732.903748 Iteration 64Q: 3 clusters Score -128498.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -128501.101562 Penalty: 732.903748 Iteration 65Q: 3 clusters Score -128501.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -128503.546875 Penalty: 732.903748 Iteration 66Q: 3 clusters Score -128503.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -128504.804688 Penalty: 732.903748 Iteration 67Q: 3 clusters Score -128504.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -128504.890625 Penalty: 732.903748 Iteration 68Q: 3 clusters Score -128504.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -128506.367188 Penalty: 732.903748 Iteration 69Q: 3 clusters Score -128506.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -128506.664062 Penalty: 732.903748 Iteration 70Q: 3 clusters Score -128506.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -128507.195312 Penalty: 732.903748 Iteration 71Q: 3 clusters Score -128507.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -128507.195312 Penalty: 732.903748 Iteration 72F: 3 clusters Score -128507.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Entering Unmasked Estep Score: -136951.437500 Penalty: 361.490509 Iteration 0F: 2 clusters Score -136951.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -135045.500000 Penalty: 722.981018 Iteration 0F: 3 clusters Score -135045.5 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -135764.890625 Penalty: 722.981018 Iteration 1F: 3 clusters Score -135764.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -135855.625000 Penalty: 722.981018 Iteration 2F: 3 clusters Score -135855.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -135940.062500 Penalty: 722.981018 Iteration 3F: 3 clusters Score -135940.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -136000.421875 Penalty: 722.981018 Iteration 4Q: 3 clusters Score -136000.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -136042.218750 Penalty: 722.981018 Iteration 5Q: 3 clusters Score -136042.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -136078.015625 Penalty: 722.981018 Iteration 6Q: 3 clusters Score -136078 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -136102.546875 Penalty: 722.981018 Iteration 7Q: 3 clusters Score -136102.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -136127.828125 Penalty: 722.981018 Iteration 8Q: 3 clusters Score -136127.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -136149.484375 Penalty: 722.981018 Iteration 9Q: 3 clusters Score -136149.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -136179.703125 Penalty: 722.981018 Iteration 10Q: 3 clusters Score -136179.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -136205.640625 Penalty: 722.981018 Iteration 11Q: 3 clusters Score -136205.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -136231.625000 Penalty: 722.981018 Iteration 12Q: 3 clusters Score -136231.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -136253.453125 Penalty: 722.981018 Iteration 13Q: 3 clusters Score -136253.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -136277.750000 Penalty: 722.981018 Iteration 14Q: 3 clusters Score -136277.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -136297.640625 Penalty: 722.981018 Iteration 15Q: 3 clusters Score -136297.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -136317.421875 Penalty: 722.981018 Iteration 16Q: 3 clusters Score -136317.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -136344.828125 Penalty: 722.981018 Iteration 17Q: 3 clusters Score -136344.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -136362.375000 Penalty: 722.981018 Iteration 18Q: 3 clusters Score -136362.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -136379.484375 Penalty: 722.981018 Iteration 19Q: 3 clusters Score -136379.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -136393.671875 Penalty: 722.981018 Iteration 20F: 3 clusters Score -136393.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -136401.703125 Penalty: 722.981018 Iteration 21Q: 3 clusters Score -136401.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -136408.765625 Penalty: 722.981018 Iteration 22Q: 3 clusters Score -136408.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -136414.640625 Penalty: 722.981018 Iteration 23Q: 3 clusters Score -136414.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -136422.531250 Penalty: 722.981018 Iteration 24Q: 3 clusters Score -136422.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -136432.046875 Penalty: 722.981018 Iteration 25Q: 3 clusters Score -136432 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -136453.765625 Penalty: 722.981018 Iteration 26Q: 3 clusters Score -136453.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -136479.359375 Penalty: 722.981018 Iteration 27Q: 3 clusters Score -136479.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -136505.546875 Penalty: 722.981018 Iteration 28Q: 3 clusters Score -136505.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -136534.750000 Penalty: 722.981018 Iteration 29Q: 3 clusters Score -136534.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -136568.187500 Penalty: 722.981018 Iteration 30Q: 3 clusters Score -136568.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -136602.203125 Penalty: 722.981018 Iteration 31Q: 3 clusters Score -136602.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -136614.078125 Penalty: 722.981018 Iteration 32Q: 3 clusters Score -136614.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -136618.343750 Penalty: 722.981018 Iteration 33Q: 3 clusters Score -136618.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -136619.750000 Penalty: 722.981018 Iteration 34Q: 3 clusters Score -136619.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -136621.812500 Penalty: 722.981018 Iteration 35Q: 3 clusters Score -136621.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -136625.406250 Penalty: 722.981018 Iteration 36Q: 3 clusters Score -136625.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -136627.859375 Penalty: 722.981018 Iteration 37Q: 3 clusters Score -136627.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -136629.250000 Penalty: 722.981018 Iteration 38Q: 3 clusters Score -136629.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -136629.750000 Penalty: 722.981018 Iteration 39Q: 3 clusters Score -136629.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -136630.328125 Penalty: 722.981018 Iteration 40F: 3 clusters Score -136630.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Entering Unmasked Estep Score: -273878.656250 Penalty: 387.732056 Iteration 0F: 2 clusters Score -273878.7 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 2564 members Entering Unmasked Estep Score: -270450.562500 Penalty: 775.464111 Iteration 0F: 3 clusters Score -270450.6 nChanged 2309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -271771.687500 Penalty: 775.464111 Iteration 1F: 3 clusters Score -271771.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -271931.031250 Penalty: 775.464111 Iteration 2F: 3 clusters Score -271931 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -272136.562500 Penalty: 775.464111 Iteration 3F: 3 clusters Score -272136.6 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -272390.187500 Penalty: 775.464111 Iteration 4F: 3 clusters Score -272390.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -272689.000000 Penalty: 775.464111 Iteration 5F: 3 clusters Score -272689 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -272958.750000 Penalty: 775.464111 Iteration 6F: 3 clusters Score -272958.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -273180.062500 Penalty: 775.464111 Iteration 7Q: 3 clusters Score -273180.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -273297.687500 Penalty: 775.464111 Iteration 8Q: 3 clusters Score -273297.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -273356.156250 Penalty: 775.464111 Iteration 9Q: 3 clusters Score -273356.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -273388.375000 Penalty: 775.464111 Iteration 10Q: 3 clusters Score -273388.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -273403.718750 Penalty: 775.464111 Iteration 11Q: 3 clusters Score -273403.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -273412.906250 Penalty: 775.464111 Iteration 12Q: 3 clusters Score -273412.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -273417.312500 Penalty: 775.464111 Iteration 13Q: 3 clusters Score -273417.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -273420.093750 Penalty: 775.464111 Iteration 14Q: 3 clusters Score -273420.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -273424.343750 Penalty: 775.464111 Iteration 15Q: 3 clusters Score -273424.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -273427.156250 Penalty: 775.464111 Iteration 16Q: 3 clusters Score -273427.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -273428.937500 Penalty: 775.464111 Iteration 17Q: 3 clusters Score -273428.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -273431.500000 Penalty: 775.464111 Iteration 18Q: 3 clusters Score -273431.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -273433.468750 Penalty: 775.464111 Iteration 19Q: 3 clusters Score -273433.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -273436.125000 Penalty: 775.464111 Iteration 20F: 3 clusters Score -273436.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -273439.500000 Penalty: 775.464111 Iteration 21Q: 3 clusters Score -273439.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -273441.531250 Penalty: 775.464111 Iteration 22Q: 3 clusters Score -273441.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -273444.281250 Penalty: 775.464111 Iteration 23Q: 3 clusters Score -273444.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -273447.687500 Penalty: 775.464111 Iteration 24Q: 3 clusters Score -273447.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -273450.031250 Penalty: 775.464111 Iteration 25Q: 3 clusters Score -273450 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -273453.031250 Penalty: 775.464111 Iteration 26Q: 3 clusters Score -273453 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -273458.500000 Penalty: 775.464111 Iteration 27Q: 3 clusters Score -273458.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -273464.593750 Penalty: 775.464111 Iteration 28Q: 3 clusters Score -273464.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -273470.406250 Penalty: 775.464111 Iteration 29Q: 3 clusters Score -273470.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -273475.718750 Penalty: 775.464111 Iteration 30Q: 3 clusters Score -273475.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -273479.281250 Penalty: 775.464111 Iteration 31Q: 3 clusters Score -273479.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -273483.687500 Penalty: 775.464111 Iteration 32Q: 3 clusters Score -273483.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -273489.625000 Penalty: 775.464111 Iteration 33Q: 3 clusters Score -273489.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -273495.406250 Penalty: 775.464111 Iteration 34Q: 3 clusters Score -273495.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -273502.656250 Penalty: 775.464111 Iteration 35Q: 3 clusters Score -273502.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -273507.250000 Penalty: 775.464111 Iteration 36Q: 3 clusters Score -273507.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -273510.187500 Penalty: 775.464111 Iteration 37Q: 3 clusters Score -273510.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -273513.531250 Penalty: 775.464111 Iteration 38Q: 3 clusters Score -273513.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -273519.906250 Penalty: 775.464111 Iteration 39Q: 3 clusters Score -273519.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -273523.437500 Penalty: 775.464111 Iteration 40F: 3 clusters Score -273523.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -273524.687500 Penalty: 775.464111 Iteration 41Q: 3 clusters Score -273524.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -273525.093750 Penalty: 775.464111 Iteration 42Q: 3 clusters Score -273525.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -273526.093750 Penalty: 775.464111 Iteration 43Q: 3 clusters Score -273526.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -273526.062500 Penalty: 775.464111 Iteration 44Q: 3 clusters Score -273526.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -273526.531250 Penalty: 775.464111 Iteration 45Q: 3 clusters Score -273526.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -273528.562500 Penalty: 775.464111 Iteration 46Q: 3 clusters Score -273528.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -273530.562500 Penalty: 775.464111 Iteration 47Q: 3 clusters Score -273530.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -273534.937500 Penalty: 775.464111 Iteration 48Q: 3 clusters Score -273534.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -273538.875000 Penalty: 775.464111 Iteration 49Q: 3 clusters Score -273538.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -273541.062500 Penalty: 775.464111 Iteration 50Q: 3 clusters Score -273541.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -273541.937500 Penalty: 775.464111 Iteration 51Q: 3 clusters Score -273541.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -273543.250000 Penalty: 775.464111 Iteration 52Q: 3 clusters Score -273543.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -273543.593750 Penalty: 775.464111 Iteration 53Q: 3 clusters Score -273543.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -273544.343750 Penalty: 775.464111 Iteration 54Q: 3 clusters Score -273544.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -273545.718750 Penalty: 775.464111 Iteration 55Q: 3 clusters Score -273545.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -273547.906250 Penalty: 775.464111 Iteration 56Q: 3 clusters Score -273547.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -273550.531250 Penalty: 775.464111 Iteration 57Q: 3 clusters Score -273550.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -273554.437500 Penalty: 775.464111 Iteration 58Q: 3 clusters Score -273554.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -273557.531250 Penalty: 775.464111 Iteration 59Q: 3 clusters Score -273557.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -273560.906250 Penalty: 775.464111 Iteration 60F: 3 clusters Score -273560.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -273563.343750 Penalty: 775.464111 Iteration 61Q: 3 clusters Score -273563.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -273566.187500 Penalty: 775.464111 Iteration 62Q: 3 clusters Score -273566.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -273569.812500 Penalty: 775.464111 Iteration 63Q: 3 clusters Score -273569.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -273576.281250 Penalty: 775.464111 Iteration 64Q: 3 clusters Score -273576.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -273585.343750 Penalty: 775.464111 Iteration 65Q: 3 clusters Score -273585.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -273592.031250 Penalty: 775.464111 Iteration 66Q: 3 clusters Score -273592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -273596.687500 Penalty: 775.464111 Iteration 67Q: 3 clusters Score -273596.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -273602.468750 Penalty: 775.464111 Iteration 68Q: 3 clusters Score -273602.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -273609.562500 Penalty: 775.464111 Iteration 69Q: 3 clusters Score -273609.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -273614.781250 Penalty: 775.464111 Iteration 70Q: 3 clusters Score -273614.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -273620.000000 Penalty: 775.464111 Iteration 71Q: 3 clusters Score -273620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -273628.125000 Penalty: 775.464111 Iteration 72Q: 3 clusters Score -273628.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -273633.406250 Penalty: 775.464111 Iteration 73Q: 3 clusters Score -273633.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -273634.937500 Penalty: 775.464111 Iteration 74Q: 3 clusters Score -273634.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -273635.781250 Penalty: 775.464111 Iteration 75Q: 3 clusters Score -273635.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -273637.937500 Penalty: 775.464111 Iteration 76Q: 3 clusters Score -273637.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -273641.562500 Penalty: 775.464111 Iteration 77Q: 3 clusters Score -273641.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -273643.406250 Penalty: 775.464111 Iteration 78Q: 3 clusters Score -273643.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -273643.406250 Penalty: 775.464111 Iteration 79F: 3 clusters Score -273643.4 nChanged 0 --- Evaluating fit on full set of 173571 points --- Entering Unmasked Estep Score: -8546780.000000 Penalty: 5489.275879 25->11 Clusters: Score -8546780.000000, best is -8563044.000000 Main iterations: 0 (time per=infms) Total iterations: 4317 (time per=20.094973ms) Iterations metric 2: 10951518208.000000 (time per=7.921276ns) Iterations metric 3: 131417563136.000000 (time per=660.109638ps) That took 86.750000 seconds.